private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <dynamic> pathTypeModels, IParcelWrapper destinationParcel, int choice = Constants.DEFAULT_VALUE) { var household = tour.Household; var householdTotals = household.HouseholdTotals; var person = tour.Person; var personDay = tour.PersonDay; // household inputs var income0To25KFlag = household.Has0To25KIncome.ToFlag(); var childrenUnder5 = householdTotals.ChildrenUnder5; var childrenAge5Through15 = householdTotals.ChildrenAge5Through15; var nonworkingAdults = householdTotals.NonworkingAdults; var retiredAdults = householdTotals.RetiredAdults; var onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); var twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); var noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(household.VehiclesAvailable); var carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(household.VehiclesAvailable); var carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(household.VehiclesAvailable); // person inputs var maleFlag = person.IsMale.ToFlag(); var ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); // tour inputs var shoppingTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Shopping).ToFlag(); var mealTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Meal).ToFlag(); var socialOrRecreationTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Social).ToFlag(); // remaining inputs var originParcel = tour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); var destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage, true); //foreach (var pathTypeModel in pathTypeModels) { foreach (dynamic pathTypeModel in pathTypeModels) { IPathTypeModel ipathTypeModel = pathTypeModel; var mode = pathTypeModel.Mode; var available = pathTypeModel.Mode != Global.Settings.Modes.ParkAndRide && pathTypeModel.Available; var generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } alternative.AddUtilityTerm(2, generalizedTimeLogsum * tour.TimeCoefficient); if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); alternative.AddUtilityTerm(21, noCarsInHouseholdFlag); alternative.AddUtilityTerm(120, shoppingTourFlag); // alternative.AddUtility(121, mealTourFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(52, carsLessThanDriversFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { double class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(160, socialOrRecreationTourFlag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(161, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); alternative.AddUtilityTerm(163, (worstDist > 0).ToFlag()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(73, ageBetween51And98Flag); alternative.AddUtilityTerm(171, mealTourFlag); alternative.AddUtilityTerm(172, socialOrRecreationTourFlag); // alternative.AddUtility(179, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(178, destinationParcel.HouseholdDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(175, originParcel.HouseholdDensity1()); // alternative.AddUtility(174, originParcel.MixedUse4Index1()); } } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int householdCars, int choice = Constants.DEFAULT_VALUE) { var household = tour.Household; var householdTotals = household.HouseholdTotals; var personDay = tour.PersonDay; var person = tour.Person; // household inputs var childrenUnder5 = householdTotals.ChildrenUnder5; var childrenAge5Through15 = householdTotals.ChildrenAge5Through15; // var nonworkingAdults = householdTotals.NonworkingAdults; // var retiredAdults = householdTotals.RetiredAdults; var onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); var twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); var noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(householdCars); var carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(householdCars); var carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(householdCars); var income0To25KFlag = household.Has0To25KIncome.ToFlag(); var income75kPlusFlag = household.Has75KPlusIncome.ToFlag(); // person inputs var maleFlag = person.IsMale.ToFlag(); var ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); var univStudentFlag = person.IsUniversityStudent.ToFlag(); var originParcel = tour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); // parking at work is free if no paid parking at work and tour goes to usual workplace var destinationParkingCost = (Global.Configuration.ShouldRunPayToParkAtWorkplaceModel && tour.Person.UsualWorkParcel != null && destinationParcel == tour.Person.UsualWorkParcel && person.PaidParkingAtWorkplace == 0) ? 0.0 : destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage); // var timeWindow = (originParcel == tour.Household.ResidenceParcel) ? personDay.TimeWindow : tour.ParentTour.TimeWindow; // var longestWindow = timeWindow.MaxAvailableMinutesAfter(1); // var totalWindow = timeWindow.TotalAvailableMinutesAfter(1); // var expectedDurationCurrentTour = person.IsFulltimeWorker ? Global.Settings.Times.EightHours : Global.Settings.Times.FourHours; // var expectedDurationOtherTours = (personDay.TotalTours - personDay.TotalSimulatedTours) * Global.Settings.Times.TwoHours; // var expectedDurationStops = (Math.Min(personDay.TotalStops,1) - Math.Min(personDay.TotalSimulatedStops,1)) * Global.Settings.Times.OneHour; // var totalExpectedDuration = expectedDurationCurrentTour + expectedDurationOtherTours + expectedDurationStops; // paidRideShare is a special case if (Global.Configuration.PaidRideShareModeIsAvailable) { var pathTypeExtra = pathTypeModels.First(x => x.Mode == Global.Settings.Modes.PaidRideShare); var modeExtra = Global.Settings.Modes.PaidRideShare; var availableExtra = pathTypeExtra.Available; var generalizedTimeLogsumExtra = pathTypeExtra.GeneralizedTimeLogsum; var distanceExtra = pathTypeExtra.PathDistance; var alternative = choiceProbabilityCalculator.GetAlternative(modeExtra - 1, availableExtra, choice == modeExtra); alternative.Choice = modeExtra; alternative.AddNestedAlternative(_nestedAlternativeIds[modeExtra], _nestedAlternativeIndexes[modeExtra], THETA_PARAMETER); if (availableExtra) { var extraCostPerMile = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ExtraCostPerDistanceUnit : Global.Configuration.PaidRideShare_ExtraCostPerDistanceUnit; var fixedCostPerRide = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_FixedCostPerRide : Global.Configuration.PaidRideShare_FixedCostPerRide; var autoTimeCoefficient = Global.Configuration.AV_PaidRideShareModeUsesAVs ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsumExtra * autoTimeCoefficient); alternative.AddUtilityTerm(2, distanceExtra * extraCostPerMile * tour.CostCoefficient); alternative.AddUtilityTerm(2, fixedCostPerRide * tour.CostCoefficient); var modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (tour.Person.Age >= 65).ToFlag()); } } foreach (var pathTypeModel in pathTypeModels) { var mode = pathTypeModel.Mode; var generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; // var travelTime = pathTypeModel.PathTime; // var travelCost = pathTypeModel.PathCost; var available = pathTypeModel.Available; //&& (travelTime < longestWindow); var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); // if (mode == Global.Settings.Modes.ParkAndRide) { // Console.WriteLine("Park and ride logsum = {0}", generalizedTimeLogsum); // } if (!available) { continue; } var modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); // alternative.AddUtility(3, Math.Log(1.0 - travelTime / longestWindow)); // alternative.AddUtility(4, travelTime < longestWindow - expectedDurationCurrentTour ? Math.Log(1.0 - travelTime / (longestWindow - expectedDurationCurrentTour)) : 0); // alternative.AddUtility(5, travelTime < longestWindow - expectedDurationCurrentTour ? 0 : 1); // alternative.AddUtility(6, travelTime < totalWindow - totalExpectedDuration ? Math.Log(1.0 - travelTime / (totalWindow - totalExpectedDuration)) : 0); // alternative.AddUtility(7, travelTime < totalWindow - totalExpectedDuration ? 0 : 1); // var vot = tour.TimeCoefficient / tour.CostCoefficient; if (mode == Global.Settings.Modes.ParkAndRide) { alternative.AddUtilityTerm(10, 1); alternative.AddUtilityTerm(11, noCarsInHouseholdFlag); alternative.AddUtilityTerm(13, carsLessThanWorkersFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(130, Math.Log(destinationParcel.TotalEmploymentDensity1() + 1) * 2553.0 / Math.Log(2553.0)); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(130, Math.Log(destinationParcel.TotalEmploymentDensity1() + 1) * 2553.0 / Math.Log(2553.0)); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); alternative.AddUtilityTerm(180, univStudentFlag); alternative.AddUtilityTerm(100, income75kPlusFlag); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV3CostDivisor_Work)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtility(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV2CostDivisor_Work)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtility(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost) * tour.CostCoefficient); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(53, carsLessThanWorkersFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { double class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; // double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? // ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, // Global.Settings.VotGroups.Medium, tour.DestinationArrivalTime,originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(162, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); // alternative.AddUtility(163, (worstDist > 0).ToFlag()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); alternative.AddUtilityTerm(71, maleFlag); // alternative.AddUtility(73, ageBetween51And98Flag); alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(178, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(175, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(179, originParcel.MixedUse4Index1()); } RegionSpecificCustomizations(alternative, tour, pathTypeModel.PathType, mode, destinationParcel); } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int choice = Constants.DEFAULT_VALUE) { var household = tour.Household; var householdTotals = household.HouseholdTotals; var person = tour.Person; var personDay = tour.PersonDay; // household inputs var income0To25KFlag = household.Has0To25KIncome.ToFlag(); var childrenUnder5 = householdTotals.ChildrenUnder5; var childrenAge5Through15 = householdTotals.ChildrenAge5Through15; var nonworkingAdults = householdTotals.NonworkingAdults; var retiredAdults = householdTotals.RetiredAdults; var onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); var twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); var noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(household.VehiclesAvailable); var carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(household.VehiclesAvailable); var carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(household.VehiclesAvailable); // person inputs var maleFlag = person.IsMale.ToFlag(); var ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); var univStudentFlag = person.IsUniversityStudent.ToFlag(); // tour inputs var shoppingTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Shopping).ToFlag(); var mealTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Meal).ToFlag(); var socialOrRecreationTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Social).ToFlag(); // remaining inputs var originParcel = tour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); var destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage, true); // paidRideShare is another special case - set in config file - use HOV2 impedance if (Global.Configuration.PaidRideShareModeIsAvailable) { var pathTypeExtra = pathTypeModels.First(x => x.Mode == Global.Settings.Modes.PaidRideShare); var modeExtra = Global.Settings.Modes.PaidRideShare; var availableExtra = pathTypeExtra.Available; var generalizedTimeLogsumExtra = pathTypeExtra.GeneralizedTimeLogsum; var distanceExtra = pathTypeExtra.PathDistance; var alternative = choiceProbabilityCalculator.GetAlternative(modeExtra - 2, availableExtra, choice == modeExtra); alternative.Choice = modeExtra; alternative.AddNestedAlternative(_nestedAlternativeIds[modeExtra], _nestedAlternativeIndexes[modeExtra], THETA_PARAMETER); if (availableExtra) { var extraCostPerMile = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ExtraCostPerDistanceUnit : Global.Configuration.PaidRideShare_ExtraCostPerDistanceUnit; var fixedCostPerRide = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_FixedCostPerRide : Global.Configuration.PaidRideShare_FixedCostPerRide; var autoTimeCoefficient = Global.Configuration.AV_PaidRideShareModeUsesAVs ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsumExtra * autoTimeCoefficient); alternative.AddUtilityTerm(2, distanceExtra * extraCostPerMile * tour.CostCoefficient); alternative.AddUtilityTerm(2, fixedCostPerRide * tour.CostCoefficient); var modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (tour.Person.Age >= 65).ToFlag()); } } //foreach (var pathTypeModel in pathTypeModels) { foreach (IPathTypeModel pathTypeModel in pathTypeModels) { IPathTypeModel ipathTypeModel = pathTypeModel; var mode = pathTypeModel.Mode; var available = pathTypeModel.Mode != Global.Settings.Modes.ParkAndRide && pathTypeModel.Available; var generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } var modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); alternative.AddUtilityTerm(21, noCarsInHouseholdFlag); alternative.AddUtilityTerm(120, shoppingTourFlag); // alternative.AddUtility(121, mealTourFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); alternative.AddUtilityTerm(180, univStudentFlag); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(52, carsLessThanDriversFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { double class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(160, socialOrRecreationTourFlag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(161, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); alternative.AddUtilityTerm(163, (worstDist > 0).ToFlag()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); alternative.AddUtilityTerm(73, ageBetween51And98Flag); alternative.AddUtilityTerm(171, mealTourFlag); alternative.AddUtilityTerm(172, socialOrRecreationTourFlag); // alternative.AddUtility(179, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(178, destinationParcel.HouseholdDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(175, originParcel.HouseholdDensity1()); // alternative.AddUtility(174, originParcel.MixedUse4Index1()); } RegionSpecificCustomizations(alternative, tour, pathTypeModel.PathType, mode, destinationParcel); } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, IPersonWrapper person) { IHouseholdWrapper household = person.Household; Framework.DomainModels.Models.IHouseholdTotals householdTotals = household.HouseholdTotals; // household inputs int childrenUnder5 = householdTotals.ChildrenUnder5; int childrenAge5Through15 = householdTotals.ChildrenAge5Through15; int nonworkingAdults = householdTotals.NonworkingAdults; int retiredAdults = householdTotals.RetiredAdults; int onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); int twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); int income0To25KFlag = household.Has0To25KIncome.ToFlag(); // person inputs int maleFlag = person.IsMale.ToFlag(); int ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); IParcelWrapper originParcel = household.ResidenceParcel; IParcelWrapper destinationParcel = person.UsualWorkParcel; int parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); // parking at work is free if no paid parking at work and tour goes to usual workplace double destinationParkingCost = (Global.Configuration.ShouldRunPayToParkAtWorkplaceModel && person.PaidParkingAtWorkplace == 0) ? 0.0 : destinationParcel.ParkingCostBuffer1(parkingDuration); double income = household.Income < 0 ? Global.Configuration.Coefficients_BaseCostCoefficientIncomeLevel : household.Income; // missing converted to 30K double incomeMultiple = Math.Min(Math.Max(income / Global.Configuration.Coefficients_BaseCostCoefficientIncomeLevel, .1), 10); // ranges for extreme values double incomePower = Global.Configuration.Coefficients_CostCoefficientIncomePower_Work; double costCoefficient = Global.Coefficients_BaseCostCoefficientPerMonetaryUnit / Math.Pow(incomeMultiple, incomePower); /* * var pathTypeModels = * PathTypeModelFactory.Singleton.RunAll( * household.RandomUtility, * originParcel, * destinationParcel, * 240, * 720, * Global.Settings.Purposes.Work, * costCoefficient, * Global.Configuration.Coefficients_MeanTimeCoefficient_Work, * person.IsDrivingAge, * householdTotals.Adults, //assumes householdCars = adults * 0.0, // assumes transitDiscountFraction = 0, * false); * * foreach (var pathTypeModel in pathTypeModels) { * var mode = pathTypeModel.Mode; * var generalizedTime = pathTypeModel.GeneralizedTimeLogsum; * // var travelTime = pathTypeModel.PathTime; * // var travelCost = pathTypeModel.PathCost; * * var available = pathTypeModel.Available; //&& (travelTime < longestWindow); * * var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); * alternative.Choice = mode; * * alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); * * // if (mode == Global.Settings.Modes.ParkAndRide) { * // Console.WriteLine("Park and ride logsum = {0}", generalizedTimeLogsum); * // } * * if (!available) { * continue; * } * * alternative.AddUtilityTerm(2, generalizedTime * tour.TimeCoefficient); * // alternative.AddUtility(3, Math.Log(1.0 - travelTime / longestWindow)); * // alternative.AddUtility(4, travelTime < longestWindow - expectedDurationCurrentTour ? Math.Log(1.0 - travelTime / (longestWindow - expectedDurationCurrentTour)) : 0); * // alternative.AddUtility(5, travelTime < longestWindow - expectedDurationCurrentTour ? 0 : 1); * // alternative.AddUtility(6, travelTime < totalWindow - totalExpectedDuration ? Math.Log(1.0 - travelTime / (totalWindow - totalExpectedDuration)) : 0); * // alternative.AddUtility(7, travelTime < totalWindow - totalExpectedDuration ? 0 : 1); * // var vot = tour.TimeCoefficient / tour.CostCoefficient; * * switch (mode) { * case Global.Settings.Modes.ParkAndRide: * alternative.AddUtilityTerm(10, 1); * alternative.AddUtilityTerm(11, noCarsInHouseholdFlag); * alternative.AddUtilityTerm(13, carsLessThanWorkersFlag); * // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); * alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); * alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); * // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); * * break; * case Global.Settings.Modes.Transit: * alternative.AddUtilityTerm(20, 1); * // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); * alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); * alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); * // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); * // alternative.AddUtility(125, originParcel.HouseholdDensity1()); * alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); * // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); * // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); * * break; * case Global.Settings.Modes.Hov3: * alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV3CostDivisor_Work)); * alternative.AddUtilityTerm(30, 1); * alternative.AddUtilityTerm(31, childrenUnder5); * alternative.AddUtilityTerm(32, childrenAge5Through15); * // alternative.AddUtility(34, nonworkingAdults + retiredAdults); * alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); * alternative.AddUtilityTerm(38, onePersonHouseholdFlag); * alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); * alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); * alternative.AddUtilityTerm(42, carsLessThanDriversFlag); * alternative.AddUtilityTerm(133, escortPercentage); * alternative.AddUtilityTerm(134, nonEscortPercentage); * * break; * case Global.Settings.Modes.Hov2: * alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV2CostDivisor_Work)); * alternative.AddUtilityTerm(31, childrenUnder5); * alternative.AddUtilityTerm(32, childrenAge5Through15); * // alternative.AddUtility(34, nonworkingAdults + retiredAdults); * alternative.AddUtilityTerm(35, ((double)pathTypeModel.PathDistance).AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); * alternative.AddUtilityTerm(40, 1); * alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); * alternative.AddUtilityTerm(42, carsLessThanDriversFlag); * alternative.AddUtilityTerm(48, onePersonHouseholdFlag); * alternative.AddUtilityTerm(133, escortPercentage); * alternative.AddUtilityTerm(134, nonEscortPercentage); * * break; * case Global.Settings.Modes.Sov: * alternative.AddUtilityTerm(1, (destinationParkingCost) * tour.CostCoefficient); * alternative.AddUtilityTerm(50, 1); * alternative.AddUtilityTerm(53, carsLessThanWorkersFlag); * alternative.AddUtilityTerm(54, income0To25KFlag); * alternative.AddUtilityTerm(131, escortPercentage); * alternative.AddUtilityTerm(132, nonEscortPercentage); * * break; * case Global.Settings.Modes.Bike: * double class1Dist * = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions * ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, * Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable * : 0; * * double class2Dist = * Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions * ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, * Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable * : 0; * * // double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? * // ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, * // Global.Settings.VotGroups.Medium, tour.DestinationArrivalTime,originParcel, destinationParcel).Variable : 0; * * alternative.AddUtilityTerm(60, 1); * alternative.AddUtilityTerm(61, maleFlag); * alternative.AddUtilityTerm(63, ageBetween51And98Flag); * alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); * alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); * // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); * // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); * // alternative.AddUtility(165, originParcel.HouseholdDensity1()); * alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); * alternative.AddUtilityTerm(162, (class1Dist > 0).ToFlag()); * alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); * // alternative.AddUtility(163, (worstDist > 0).ToFlag()); * * break; * case Global.Settings.Modes.Walk: * alternative.AddUtilityTerm(71, maleFlag); * // alternative.AddUtility(73, ageBetween51And98Flag); * alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); * // alternative.AddUtility(178, destinationParcel.TotalEmploymentDensity1()); * // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); * // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); * // alternative.AddUtility(175, originParcel.HouseholdDensity1()); * alternative.AddUtilityTerm(179, originParcel.MixedUse4Index1()); * * break; * } * } */ }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int choice = Constants.DEFAULT_VALUE) { IHouseholdWrapper household = tour.Household; Framework.DomainModels.Models.IHouseholdTotals householdTotals = household.HouseholdTotals; IPersonWrapper person = tour.Person; IPersonDayWrapper personDay = tour.PersonDay; // household inputs int income0To25KFlag = household.Has0To25KIncome.ToFlag(); int incomeOver100Flag = household.Has100KPlusIncome.ToFlag(); int childrenUnder5 = householdTotals.ChildrenUnder5; int childrenAge5Through15 = householdTotals.ChildrenAge5Through15; int nonworkingAdults = householdTotals.NonworkingAdults; int retiredAdults = householdTotals.RetiredAdults; int onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); int twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); int noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(household.VehiclesAvailable); int carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(household.VehiclesAvailable); int carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(household.VehiclesAvailable); // person inputs int maleFlag = person.IsMale.ToFlag(); int ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); int univStudentFlag = person.IsUniversityStudent.ToFlag(); // tour inputs int shoppingTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Shopping).ToFlag(); int mealTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Meal).ToFlag(); int socialOrRecreationTourFlag = (tour.DestinationPurpose == Global.Settings.Purposes.Social).ToFlag(); // remaining inputs IParcelWrapper originParcel = tour.OriginParcel; int parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); double destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); ChoiceModelUtility.SetEscortPercentages(personDay, out double escortPercentage, out double nonEscortPercentage, true); //foreach (var pathTypeModel in pathTypeModels) { foreach (IPathTypeModel pathTypeModel in pathTypeModels) { IPathTypeModel ipathTypeModel = pathTypeModel; int mode = pathTypeModel.Mode; bool available = (pathTypeModel.Mode != Global.Settings.Modes.ParkAndRide || Global.Configuration.IncludeParkAndRideInOtherHomeBasedTourModeModel) && (pathTypeModel.Mode != Global.Settings.Modes.PaidRideShare || Global.Configuration.PaidRideShareModeIsAvailable) && pathTypeModel.Available; double generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; ChoiceProbabilityCalculator.Alternative alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } double modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : (mode == Global.Settings.Modes.PaidRideShare && Global.Configuration.AV_PaidRideShareModeUsesAVs) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); if (mode == Global.Settings.Modes.ParkAndRide) { alternative.AddUtilityTerm(5, 1); alternative.AddUtilityTerm(6, noCarsInHouseholdFlag); alternative.AddUtilityTerm(7, carsLessThanWorkersFlag); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); } else if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); alternative.AddUtilityTerm(21, noCarsInHouseholdFlag); alternative.AddUtilityTerm(22, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(120, shoppingTourFlag); alternative.AddUtilityTerm(121, mealTourFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); alternative.AddUtilityTerm(180, univStudentFlag); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(36, noCarsInHouseholdFlag); // for calibration of hov3 vs hov2 alternative.AddUtilityTerm(37, carsLessThanWorkersFlag); // for calibration of hov3 vs hov2 alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(43, carsLessThanWorkersFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); alternative.AddUtilityTerm(136, shoppingTourFlag); alternative.AddUtilityTerm(137, mealTourFlag); alternative.AddUtilityTerm(138, socialOrRecreationTourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(52, carsLessThanDriversFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { double class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(67, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(68, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(160, socialOrRecreationTourFlag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(167, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(166, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(161, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); alternative.AddUtilityTerm(163, (worstDist > 0).ToFlag()); alternative.AddUtilityTerm(170, 1.0 * destinationParcel.MixedUse4Index1() + 0.00002 * destinationParcel.TotalEmploymentDensity1() + 0.001 * destinationParcel.NetIntersectionDensity1() + 0.001 * originParcel.NetIntersectionDensity1() + 0.0002 * originParcel.HouseholdDensity1() + 1.0 * originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); alternative.AddUtilityTerm(73, ageBetween51And98Flag); alternative.AddUtilityTerm(77, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(78, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(171, mealTourFlag); alternative.AddUtilityTerm(172, socialOrRecreationTourFlag); alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(178, destinationParcel.HouseholdDensity1()); alternative.AddUtilityTerm(177, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(176, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(175, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(174, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(181, 1.0 * destinationParcel.MixedUse4Index1() + 0.00001 * destinationParcel.TotalEmploymentDensity1() + 0.001 * destinationParcel.NetIntersectionDensity1() + 0.001 * originParcel.NetIntersectionDensity1() + 0.0001 * originParcel.HouseholdDensity1() + 1.0 * originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.PaidRideShare) { if (Global.Configuration.PaidRideshare_UseEstimatedInsteadOfAssertedCoefficients) { alternative.AddUtilityTerm(80, 1.0); //alternative.AddUtilityTerm(81, tour.Person.AgeIsBetween26And35.ToFlag()); //alternative.AddUtilityTerm(82, tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(81, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(82, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(83, (tour.Person.Age >= 65).ToFlag()); alternative.AddUtilityTerm(84, originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2); alternative.AddUtilityTerm(85, destinationParcel.HouseholdsBuffer2 + destinationParcel.StudentsUniversityBuffer2 + destinationParcel.EmploymentTotalBuffer2); alternative.AddUtilityTerm(86, income0To25KFlag); alternative.AddUtilityTerm(87, incomeOver100Flag); alternative.AddUtilityTerm(88, mealTourFlag); alternative.AddUtilityTerm(89, shoppingTourFlag); } else { double modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (tour.Person.Age >= 65).ToFlag()); } } RegionSpecificCustomizations(alternative, tour, pathTypeModel.PathType, mode, destinationParcel); } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper subtour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int parentTourMode, int choice = Constants.DEFAULT_VALUE) { IHouseholdWrapper household = subtour.Household; IPersonWrapper person = subtour.Person; IPersonDayWrapper personDay = subtour.PersonDay; // household inputs int income0To25KFlag = household.Has0To25KIncome.ToFlag(); int income25To50KFlag = household.Has25To50KIncome.ToFlag(); int incomeOver100Flag = household.Has100KPlusIncome.ToFlag(); // person inputs int maleFlag = person.IsMale.ToFlag(); // tour inputs int sovTourFlag = (parentTourMode == Global.Settings.Modes.Sov).ToFlag(); int hov2TourFlag = (parentTourMode == Global.Settings.Modes.Hov2).ToFlag(); int bikeTourFlag = (parentTourMode == Global.Settings.Modes.Bike).ToFlag(); int walkTourFlag = (parentTourMode == Global.Settings.Modes.Walk).ToFlag(); int tncTourFlag = (parentTourMode == Global.Settings.Modes.PaidRideShare).ToFlag(); // remaining inputs IParcelWrapper originParcel = subtour.OriginParcel; int parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); double destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); ChoiceModelUtility.SetEscortPercentages(personDay, out double escortPercentage, out double nonEscortPercentage, true); foreach (IPathTypeModel pathTypeModel in pathTypeModels) { int mode = pathTypeModel.Mode; bool available = (pathTypeModel.Mode != Global.Settings.Modes.PaidRideShare || Global.Configuration.PaidRideShareModeIsAvailable) && pathTypeModel.Available; double generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; ChoiceProbabilityCalculator.Alternative alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } double modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? subtour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : (mode == Global.Settings.Modes.PaidRideShare && Global.Configuration.AV_PaidRideShareModeUsesAVs) ? subtour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : subtour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); // alternative.AddUtility(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(55, income25To50KFlag); alternative.AddUtilityTerm(58, sovTourFlag); alternative.AddUtilityTerm(59, hov2TourFlag); } else if (mode == Global.Settings.Modes.Bike) { alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(69, bikeTourFlag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(167, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(166, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(165, originParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); alternative.AddUtilityTerm(79, walkTourFlag); alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(178, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(177, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(176, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(175, originParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(174, originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.PaidRideShare) { if (Global.Configuration.PaidRideshare_UseEstimatedInsteadOfAssertedCoefficients) { alternative.AddUtilityTerm(80, 1.0); alternative.AddUtilityTerm(81, sovTourFlag); alternative.AddUtilityTerm(82, walkTourFlag + bikeTourFlag); alternative.AddUtilityTerm(83, subtour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(83, subtour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(84, tncTourFlag); alternative.AddUtilityTerm(85, originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2); alternative.AddUtilityTerm(86, income0To25KFlag); alternative.AddUtilityTerm(87, incomeOver100Flag); } else { double modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * subtour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * subtour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (subtour.Person.Age >= 65).ToFlag()); } } } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <PathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int householdCars, int choice = Constants.DEFAULT_VALUE) { var household = tour.Household; var householdTotals = household.HouseholdTotals; var personDay = tour.PersonDay; var person = tour.Person; // household inputs var childrenUnder5 = householdTotals.ChildrenUnder5; var childrenAge5Through15 = householdTotals.ChildrenAge5Through15; // var nonworkingAdults = householdTotals.NonworkingAdults; // var retiredAdults = householdTotals.RetiredAdults; var onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); var twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); var noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(householdCars); var carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(householdCars); var carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(householdCars); var income0To25KFlag = household.Has0To25KIncome.ToFlag(); // person inputs var maleFlag = person.IsMale.ToFlag(); var ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); var originParcel = tour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); // parking at work is free if no paid parking at work and tour goes to usual workplace var destinationParkingCost = (Global.Configuration.ShouldRunPayToParkAtWorkplaceModel && tour.Person.UsualWorkParcel != null && destinationParcel == tour.Person.UsualWorkParcel && person.PaidParkingAtWorkplace == 0) ? 0.0 : destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage); // var timeWindow = (originParcel == tour.Household.ResidenceParcel) ? personDay.TimeWindow : tour.ParentTour.TimeWindow; // var longestWindow = timeWindow.MaxAvailableMinutesAfter(1); // var totalWindow = timeWindow.TotalAvailableMinutesAfter(1); // var expectedDurationCurrentTour = person.IsFulltimeWorker ? Global.Settings.Times.EightHours : Global.Settings.Times.FourHours; // var expectedDurationOtherTours = (personDay.TotalTours - personDay.TotalSimulatedTours) * Global.Settings.Times.TwoHours; // var expectedDurationStops = (Math.Min(personDay.TotalStops,1) - Math.Min(personDay.TotalSimulatedStops,1)) * Global.Settings.Times.OneHour; // var totalExpectedDuration = expectedDurationCurrentTour + expectedDurationOtherTours + expectedDurationStops; foreach (var pathTypeModel in pathTypeModels) { var mode = pathTypeModel.Mode; var generalizedTime = pathTypeModel.GeneralizedTimeLogsum; // var travelTime = pathTypeModel.PathTime; // var travelCost = pathTypeModel.PathCost; var available = pathTypeModel.Available; //&& (travelTime < longestWindow); var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); // if (mode == Global.Settings.Modes.ParkAndRide) { // Console.WriteLine("Park and ride logsum = {0}", generalizedTimeLogsum); // } if (!available) { continue; } alternative.AddUtilityTerm(2, generalizedTime * tour.TimeCoefficient); // alternative.AddUtility(3, Math.Log(1.0 - travelTime / longestWindow)); // alternative.AddUtility(4, travelTime < longestWindow - expectedDurationCurrentTour ? Math.Log(1.0 - travelTime / (longestWindow - expectedDurationCurrentTour)) : 0); // alternative.AddUtility(5, travelTime < longestWindow - expectedDurationCurrentTour ? 0 : 1); // alternative.AddUtility(6, travelTime < totalWindow - totalExpectedDuration ? Math.Log(1.0 - travelTime / (totalWindow - totalExpectedDuration)) : 0); // alternative.AddUtility(7, travelTime < totalWindow - totalExpectedDuration ? 0 : 1); // var vot = tour.TimeCoefficient / tour.CostCoefficient; if (mode == Global.Settings.Modes.ParkAndRide) { alternative.AddUtilityTerm(10, 1); alternative.AddUtilityTerm(11, noCarsInHouseholdFlag); alternative.AddUtilityTerm(13, carsLessThanWorkersFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV3CostDivisor_Work)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtility(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV2CostDivisor_Work)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtility(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost) * tour.CostCoefficient); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(53, carsLessThanWorkersFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { var class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; var class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; // var worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? // ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, // Global.Settings.VotGroups.Medium, tour.DestinationArrivalTime,originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(162, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); // alternative.AddUtility(163, (worstDist > 0).ToFlag()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(71, maleFlag); // alternative.AddUtility(73, ageBetween51And98Flag); alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(178, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(175, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(179, originParcel.MixedUse4Index1()); } } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper subtour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int parentTourMode, int choice = Constants.DEFAULT_VALUE) { var household = subtour.Household; var person = subtour.Person; var personDay = subtour.PersonDay; // household inputs var income0To25KFlag = household.Has0To25KIncome.ToFlag(); var income25To50KFlag = household.Has25To50KIncome.ToFlag(); // person inputs var maleFlag = person.IsMale.ToFlag(); // tour inputs var sovTourFlag = (parentTourMode == Global.Settings.Modes.Sov).ToFlag(); var hov2TourFlag = (parentTourMode == Global.Settings.Modes.Hov2).ToFlag(); var bikeTourFlag = (parentTourMode == Global.Settings.Modes.Bike).ToFlag(); var walkTourFlag = (parentTourMode == Global.Settings.Modes.Walk).ToFlag(); // remaining inputs var originParcel = subtour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); var destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage, true); // paidRideShare is a special case if (Global.Configuration.PaidRideShareModeIsAvailable) { var pathTypeExtra = pathTypeModels.First(x => x.Mode == Global.Settings.Modes.PaidRideShare); var modeExtra = Global.Settings.Modes.PaidRideShare; var availableExtra = pathTypeExtra.Available; var generalizedTimeLogsumExtra = pathTypeExtra.GeneralizedTimeLogsum; var distanceExtra = pathTypeExtra.PathDistance; var alternative = choiceProbabilityCalculator.GetAlternative(modeExtra - 2, availableExtra, choice == modeExtra); alternative.Choice = modeExtra; alternative.AddNestedAlternative(_nestedAlternativeIds[modeExtra], _nestedAlternativeIndexes[modeExtra], THETA_PARAMETER); if (availableExtra) { var extraCostPerMile = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ExtraCostPerDistanceUnit : Global.Configuration.PaidRideShare_ExtraCostPerDistanceUnit; var fixedCostPerRide = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_FixedCostPerRide : Global.Configuration.PaidRideShare_FixedCostPerRide; var autoTimeCoefficient = Global.Configuration.AV_PaidRideShareModeUsesAVs ? subtour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : subtour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsumExtra * autoTimeCoefficient); alternative.AddUtilityTerm(2, distanceExtra * extraCostPerMile * subtour.CostCoefficient); alternative.AddUtilityTerm(2, fixedCostPerRide * subtour.CostCoefficient); var modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * subtour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * subtour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (subtour.Person.Age >= 65).ToFlag()); } } foreach (var pathTypeModel in pathTypeModels) { var mode = pathTypeModel.Mode; var available = pathTypeModel.Mode != Global.Settings.Modes.ParkAndRide && pathTypeModel.Available; var generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } var modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? subtour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : subtour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); // alternative.AddUtility(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(55, income25To50KFlag); alternative.AddUtilityTerm(58, sovTourFlag); alternative.AddUtilityTerm(59, hov2TourFlag); } else if (mode == Global.Settings.Modes.Bike) { alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(69, bikeTourFlag); // alternative.AddUtility(169, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(165, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(164, originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); alternative.AddUtilityTerm(79, walkTourFlag); // alternative.AddUtility(179, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(178, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(175, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(174, originParcel.MixedUse4Index1()); } } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper tour, IEnumerable <IPathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int householdCars, int choice = Constants.DEFAULT_VALUE) { IHouseholdWrapper household = tour.Household; Framework.DomainModels.Models.IHouseholdTotals householdTotals = household.HouseholdTotals; IPersonDayWrapper personDay = tour.PersonDay; IPersonWrapper person = tour.Person; // household inputs int childrenUnder5 = householdTotals.ChildrenUnder5; int childrenAge5Through15 = householdTotals.ChildrenAge5Through15; // var nonworkingAdults = householdTotals.NonworkingAdults; // var retiredAdults = householdTotals.RetiredAdults; int onePersonHouseholdFlag = household.IsOnePersonHousehold.ToFlag(); int twoPersonHouseholdFlag = household.IsTwoPersonHousehold.ToFlag(); int noCarsInHouseholdFlag = household.GetFlagForNoCarsInHousehold(householdCars); int carsLessThanDriversFlag = household.GetFlagForCarsLessThanDrivers(householdCars); int carsLessThanWorkersFlag = household.GetFlagForCarsLessThanWorkers(householdCars); int income0To25KFlag = household.Has0To25KIncome.ToFlag(); int income75kPlusFlag = household.Has75KPlusIncome.ToFlag(); int incomeOver100Flag = household.Has100KPlusIncome.ToFlag(); // person inputs int maleFlag = person.IsMale.ToFlag(); int ageBetween51And98Flag = person.AgeIsBetween51And98.ToFlag(); int univStudentFlag = person.IsUniversityStudent.ToFlag(); IParcelWrapper originParcel = tour.OriginParcel; int parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); // parking at work is free if no paid parking at work and tour goes to usual workplace double destinationParkingCost = (Global.Configuration.ShouldRunPayToParkAtWorkplaceModel && tour.Person.UsualWorkParcel != null && destinationParcel == tour.Person.UsualWorkParcel && person.PaidParkingAtWorkplace == 0) ? 0.0 : destinationParcel.ParkingCostBuffer1(parkingDuration); ChoiceModelUtility.SetEscortPercentages(personDay, out double escortPercentage, out double nonEscortPercentage); foreach (IPathTypeModel pathTypeModel in pathTypeModels) { int mode = pathTypeModel.Mode; double generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; bool available = (pathTypeModel.Mode != Global.Settings.Modes.PaidRideShare || Global.Configuration.PaidRideShareModeIsAvailable) && pathTypeModel.Available; ChoiceProbabilityCalculator.Alternative alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } double modeTimeCoefficient = (Global.Configuration.AV_IncludeAutoTypeChoice && household.OwnsAutomatedVehicles > 0 && mode >= Global.Settings.Modes.Sov && mode <= Global.Settings.Modes.Hov3) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : (mode == Global.Settings.Modes.PaidRideShare && Global.Configuration.AV_PaidRideShareModeUsesAVs) ? tour.TimeCoefficient * (1.0 - Global.Configuration.AV_InVehicleTimeCoefficientDiscountFactor) : tour.TimeCoefficient; alternative.AddUtilityTerm(2, generalizedTimeLogsum * modeTimeCoefficient); if (mode == Global.Settings.Modes.ParkAndRide) { alternative.AddUtilityTerm(10, 1); alternative.AddUtilityTerm(11, noCarsInHouseholdFlag); alternative.AddUtilityTerm(13, carsLessThanWorkersFlag); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(130, Math.Log(destinationParcel.TotalEmploymentDensity1() + 1) * 2553.0 / Math.Log(2553.0)); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(123, Math.Log(destinationParcel.StopsTransitBuffer1 + 1)); //alternative.AddUtilityTerm(120, Math.Log(destinationParcel.TotalEmploymentDensity1() + 1) * 2553.0 / Math.Log(2553.0)); alternative.AddUtilityTerm(118, destinationParcel.TotalEmploymentDensity1()); //alternative.AddUtilityTerm(117, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(113, Math.Log(destinationParcel.StopsTransitBuffer1 + 1)); alternative.AddUtilityTerm(112, Math.Log(originParcel.StopsTransitBuffer1 + 1)); alternative.AddUtilityTerm(115, Math.Log(pathTypeModel.PathParkAndRideNodeCapacity + 1)); } else if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); alternative.AddUtilityTerm(21, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(22, carsLessThanDriversFlag); //for calibration // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); alternative.AddUtilityTerm(130, Math.Log(destinationParcel.TotalEmploymentDensity1() + 1) * 2553.0 / Math.Log(2553.0)); alternative.AddUtilityTerm(128, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(127, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(126, originParcel.NetIntersectionDensity1()); //alternative.AddUtilityTerm(125, originParcel.HouseholdDensity1()); //alternative.AddUtilityTerm(124, originParcel.MixedUse2Index1()); alternative.AddUtilityTerm(123, Math.Log(destinationParcel.StopsTransitBuffer1 + 1)); alternative.AddUtilityTerm(122, Math.Log(originParcel.StopsTransitBuffer1 + 1)); alternative.AddUtilityTerm(180, univStudentFlag); alternative.AddUtilityTerm(100, income75kPlusFlag); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV3CostDivisor_Work)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(36, noCarsInHouseholdFlag); // for calibration of hov3 vs hov2 alternative.AddUtilityTerm(37, carsLessThanDriversFlag); // for calibration of hov3 vs hov2 alternative.AddUtilityTerm(38, onePersonHouseholdFlag); alternative.AddUtilityTerm(39, twoPersonHouseholdFlag); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * tour.CostCoefficient / Global.Configuration.Coefficients_HOV2CostDivisor_Work)); alternative.AddUtilityTerm(31, childrenUnder5); alternative.AddUtilityTerm(32, childrenAge5Through15); // alternative.AddUtilityTerm(34, nonworkingAdults + retiredAdults); alternative.AddUtilityTerm(35, pathTypeModel.PathDistance.AlmostEquals(0) ? 0 : Math.Log(pathTypeModel.PathDistance)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(41, noCarsInHouseholdFlag); alternative.AddUtilityTerm(42, carsLessThanDriversFlag); alternative.AddUtilityTerm(48, onePersonHouseholdFlag); alternative.AddUtilityTerm(133, escortPercentage); alternative.AddUtilityTerm(134, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost) * tour.CostCoefficient); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(53, carsLessThanWorkersFlag); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(131, escortPercentage); alternative.AddUtilityTerm(132, nonEscortPercentage); } else if (mode == Global.Settings.Modes.Bike) { double class1Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class1distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; double class2Dist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? ImpedanceRoster.GetValue("class2distance", mode, Global.Settings.PathTypes.FullNetwork, Global.Settings.ValueOfTimes.DefaultVot, tour.DestinationArrivalTime, originParcel, destinationParcel).Variable : 0; // double worstDist = Global.Configuration.PathImpedance_BikeUseTypeSpecificDistanceFractions ? // ImpedanceRoster.GetValue("worstdistance", mode, Global.Settings.PathTypes.FullNetwork, // Global.Settings.VotGroups.Medium, tour.DestinationArrivalTime,originParcel, destinationParcel).Variable : 0; alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(63, ageBetween51And98Flag); alternative.AddUtilityTerm(67, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(68, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(169, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(168, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(167, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(166, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(165, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(164, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(162, (class1Dist > 0).ToFlag()); alternative.AddUtilityTerm(162, (class2Dist > 0).ToFlag()); // alternative.AddUtility(163, (worstDist > 0).ToFlag()); alternative.AddUtilityTerm(170, 1.0 * destinationParcel.MixedUse4Index1() + 0.00002 * destinationParcel.TotalEmploymentDensity1() + 0.001 * destinationParcel.NetIntersectionDensity1() + 0.001 * originParcel.NetIntersectionDensity1() + 0.0002 * originParcel.HouseholdDensity1() + 1.0 * originParcel.MixedUse4Index1()); //alternative.AddUtilityTerm(261, originParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(262, originParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(263, originParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(264, originParcel.PCA_TransitAccessTerm_Buffer1()); //alternative.AddUtilityTerm(261, destinationParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(262, destinationParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(263, destinationParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(264, destinationParcel.PCA_TransitAccessTerm_Buffer1()); //alternative.AddUtilityTerm(265, destinationParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(266, destinationParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(267, destinationParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(268, destinationParcel.PCA_TransitAccessTerm_Buffer1()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(70, 1); //for calibration alternative.AddUtilityTerm(71, maleFlag); alternative.AddUtilityTerm(73, ageBetween51And98Flag); alternative.AddUtilityTerm(75, pathTypeModel.PathDistance * pathTypeModel.PathDistance); alternative.AddUtilityTerm(77, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(78, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(179, destinationParcel.MixedUse4Index1()); alternative.AddUtilityTerm(178, destinationParcel.TotalEmploymentDensity1()); alternative.AddUtilityTerm(177, destinationParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(176, originParcel.NetIntersectionDensity1()); alternative.AddUtilityTerm(175, originParcel.HouseholdDensity1()); alternative.AddUtilityTerm(179, originParcel.MixedUse4Index1()); alternative.AddUtilityTerm(181, 1.0 * destinationParcel.MixedUse4Index1() + 0.00001 * destinationParcel.TotalEmploymentDensity1() + 0.001 * destinationParcel.NetIntersectionDensity1() + 0.001 * originParcel.NetIntersectionDensity1() + 0.0001 * originParcel.HouseholdDensity1() + 1.0 * originParcel.MixedUse4Index1()); //alternative.AddUtilityTerm(271, originParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(272, originParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(273, originParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(274, originParcel.PCA_TransitAccessTerm_Buffer1()); //alternative.AddUtilityTerm(271, destinationParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(272, destinationParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(273, destinationParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(274, destinationParcel.PCA_TransitAccessTerm_Buffer1()); //alternative.AddUtilityTerm(275, destinationParcel.PCA_DensityTerm_Buffer1()); //alternative.AddUtilityTerm(276, destinationParcel.PCA_WalkabilityTerm_Buffer1()); //alternative.AddUtilityTerm(277, destinationParcel.PCA_MixedUseTerm_Buffer1()); //alternative.AddUtilityTerm(278, destinationParcel.PCA_TransitAccessTerm_Buffer1()); } else if (mode == Global.Settings.Modes.PaidRideShare) { if (Global.Configuration.PaidRideshare_UseEstimatedInsteadOfAssertedCoefficients) { alternative.AddUtilityTerm(80, 1.0); alternative.AddUtilityTerm(81, noCarsInHouseholdFlag); //for calibration alternative.AddUtilityTerm(82, carsLessThanDriversFlag); //for calibration alternative.AddUtilityTerm(83, tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(83, tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(84, (tour.Person.Age >= 65).ToFlag()); //alternative.AddUtilityTerm(81, tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(85, originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2); alternative.AddUtilityTerm(86, destinationParcel.HouseholdsBuffer2 + destinationParcel.StudentsUniversityBuffer2 + destinationParcel.EmploymentTotalBuffer2); alternative.AddUtilityTerm(87, income0To25KFlag); alternative.AddUtilityTerm(88, incomeOver100Flag); } else { double modeConstant = Global.Configuration.AV_PaidRideShareModeUsesAVs ? Global.Configuration.AV_PaidRideShare_ModeConstant + Global.Configuration.AV_PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000) + Global.Configuration.AV_PaidRideShare_AVOwnerCoefficient * (household.OwnsAutomatedVehicles > 0).ToFlag() : Global.Configuration.PaidRideShare_ModeConstant + Global.Configuration.PaidRideShare_DensityCoefficient * Math.Min(originParcel.HouseholdsBuffer2 + originParcel.StudentsUniversityBuffer2 + originParcel.EmploymentTotalBuffer2, (Global.Configuration.PaidRideShare_DensityMeasureCapValue > 0) ? Global.Configuration.PaidRideShare_DensityMeasureCapValue : 6000); alternative.AddUtilityTerm(90, modeConstant); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age26to35Coefficient * tour.Person.AgeIsBetween26And35.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_Age18to25Coefficient * tour.Person.AgeIsBetween18And25.ToFlag()); alternative.AddUtilityTerm(90, Global.Configuration.PaidRideShare_AgeOver65Coefficient * (tour.Person.Age >= 65).ToFlag()); } } RegionSpecificCustomizations(alternative, tour, pathTypeModel.PathType, mode, destinationParcel); } }
private void RunModel(ChoiceProbabilityCalculator choiceProbabilityCalculator, ITourWrapper subtour, IEnumerable <PathTypeModel> pathTypeModels, IParcelWrapper destinationParcel, int parentTourMode, int choice = Constants.DEFAULT_VALUE) { var household = subtour.Household; var person = subtour.Person; var personDay = subtour.PersonDay; // household inputs var income0To25KFlag = household.Has0To25KIncome.ToFlag(); var income25To50KFlag = household.Has25To50KIncome.ToFlag(); // person inputs var maleFlag = person.IsMale.ToFlag(); // tour inputs var sovTourFlag = (parentTourMode == Global.Settings.Modes.Sov).ToFlag(); var hov2TourFlag = (parentTourMode == Global.Settings.Modes.Hov2).ToFlag(); var bikeTourFlag = (parentTourMode == Global.Settings.Modes.Bike).ToFlag(); var walkTourFlag = (parentTourMode == Global.Settings.Modes.Walk).ToFlag(); // remaining inputs // var originParcel = subtour.OriginParcel; var parkingDuration = ChoiceModelUtility.GetParkingDuration(person.IsFulltimeWorker); var destinationParkingCost = destinationParcel.ParkingCostBuffer1(parkingDuration); double escortPercentage; double nonEscortPercentage; ChoiceModelUtility.SetEscortPercentages(personDay, out escortPercentage, out nonEscortPercentage, true); foreach (var pathTypeModel in pathTypeModels) { var mode = pathTypeModel.Mode; var available = pathTypeModel.Mode != Global.Settings.Modes.ParkAndRide && pathTypeModel.Available; var generalizedTimeLogsum = pathTypeModel.GeneralizedTimeLogsum; var alternative = choiceProbabilityCalculator.GetAlternative(mode, available, choice == mode); alternative.Choice = mode; alternative.AddNestedAlternative(_nestedAlternativeIds[pathTypeModel.Mode], _nestedAlternativeIndexes[pathTypeModel.Mode], THETA_PARAMETER); if (!available) { continue; } alternative.AddUtilityTerm(2, generalizedTimeLogsum * subtour.TimeCoefficient); if (mode == Global.Settings.Modes.Transit) { alternative.AddUtilityTerm(20, 1); // alternative.AddUtility(129, destinationParcel.MixedUse2Index1()); // alternative.AddUtility(128, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(127, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(126, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(125, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(124, originParcel.MixedUse2Index1()); // alternative.AddUtility(123, Math.Log(destinationParcel.StopsTransitBuffer1+1)); // alternative.AddUtility(122, Math.Log(originParcel.StopsTransitBuffer1+1)); } else if (mode == Global.Settings.Modes.Hov3) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT3)); alternative.AddUtilityTerm(30, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Hov2) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient / ChoiceModelUtility.CPFACT2)); alternative.AddUtilityTerm(40, 1); alternative.AddUtilityTerm(88, sovTourFlag); alternative.AddUtilityTerm(89, hov2TourFlag); } else if (mode == Global.Settings.Modes.Sov) { alternative.AddUtilityTerm(1, (destinationParkingCost * subtour.CostCoefficient)); alternative.AddUtilityTerm(50, 1); alternative.AddUtilityTerm(54, income0To25KFlag); alternative.AddUtilityTerm(55, income25To50KFlag); alternative.AddUtilityTerm(58, sovTourFlag); alternative.AddUtilityTerm(59, hov2TourFlag); } else if (mode == Global.Settings.Modes.Bike) { alternative.AddUtilityTerm(60, 1); alternative.AddUtilityTerm(61, maleFlag); alternative.AddUtilityTerm(69, bikeTourFlag); // alternative.AddUtility(169, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(168, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(167, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(166, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(165, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(164, originParcel.MixedUse4Index1()); } else if (mode == Global.Settings.Modes.Walk) { alternative.AddUtilityTerm(79, walkTourFlag); // alternative.AddUtility(179, destinationParcel.MixedUse4Index1()); // alternative.AddUtility(178, destinationParcel.TotalEmploymentDensity1()); // alternative.AddUtility(177, destinationParcel.NetIntersectionDensity1()); // alternative.AddUtility(176, originParcel.NetIntersectionDensity1()); // alternative.AddUtility(175, originParcel.TotalEmploymentDensity1()); // alternative.AddUtility(174, originParcel.MixedUse4Index1()); } } }