public void RunSingleAcTest()
        {
            PrepareUnitTest();
            // ReSharper disable AssignNullToNotNullAttribute
            ServiceRepository services = new ServiceRepository(null, null, Logger, Config, new Random());
            // ReSharper restore AssignNullToNotNullAttribute
            var dbRaw        = services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Raw, Constants.PresentSlice);
            var temperatures = dbRaw.Fetch <TemperatureProfileImport>();

            Profile temperaturProfileHourly = new Profile(temperatures[0].Profile ?? throw new FlaException("was null"));
            //make heatpumpprofile
            var          chp       = new CoolingProfileGenerator(temperaturProfileHourly, 27, 24, Logger);
            Random       rnd       = new Random();
            var          hpcp      = CoolingCalculationParameters.MakeDefaults();
            const double energyuse = 20000;
            var          hpr       = chp.Run(hpcp, energyuse, rnd);

            hpr.GetEnergyDemandProfile().Values.Sum().Should().BeApproximately(energyuse * 0.333, 100);
            Profile houseEnergy             = new Profile("House Energy", hpr.HouseEnergyTracker.AsReadOnly(), EnergyOrPower.Energy);
            Profile heatPumpEnergysupply    = new Profile("Heat pump Energy supply", hpr.CoolingEnergySupply.AsReadOnly(), EnergyOrPower.Energy);
            Profile temperatureProfile15Min = new Profile("Temperatures", hpr.AvgTemperatures15Min.ToList().AsReadOnly(), EnergyOrPower.Energy);

            string         file     = WorkingDirectory.Combine("coolingrofile_Single.xlsx");
            List <Profile> profiles = new List <Profile>();

            profiles.Add(temperatureProfile15Min);
            profiles.Add(houseEnergy);
            profiles.Add(heatPumpEnergysupply);
            XlsxDumper.DumpProfilesToExcel(file, 2050, 15, new ProfileWorksheetContent("Sheet1", "Last", profiles));
        }
Beispiel #2
0
        protected override void RunChartMaking(ScenarioSliceParameters slice)
        {
            var dbProfileExport = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.ProfileGeneration, slice, DatabaseCode.HouseProfiles);
            var sa = SaveableEntry <Prosumer> .GetSaveableEntry(dbProfileExport, SaveableEntryTableType.HouseLoad, Services.Logger);

            var            dbHouses          = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Houses, slice);
            var            houses            = dbHouses.Fetch <House>();
            var            house             = houses.Single(x => x.ComplexName == "Kornhausgasse 16");
            List <Profile> relevantProsumers = new List <Profile>();

            foreach (var prosumer in sa.ReadEntireTableDBAsEnumerable())
            {
                if (prosumer.HouseGuid == house.Guid)
                {
                    if (prosumer.Profile == null)
                    {
                        throw new FlaException("profile was null");
                    }
                    relevantProsumers.Add(new Profile(prosumer.Name + " " + prosumer.ProfileSourceName, prosumer.Profile.Values, prosumer.Profile.EnergyOrPower));
                }
            }

            var fn = MakeAndRegisterFullFilename("ExportedProfiles.xlsx", slice);

            XlsxDumper.DumpProfilesToExcel(fn, slice.DstYear, 15, new ProfileWorksheetContent("kornhausgasse 16", "Last", relevantProsumers));
        }
        private void ProcessOneSumTypeWithXls([NotNull] ScenarioSliceParameters slice, [NotNull] string fn, SumType sumType)
        {
            var dbArchive = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.ProfileGeneration, slice, DatabaseCode.SummedLoadForAnalysis);
            var saHouses  = SaveableEntry <ArchiveEntry> .GetSaveableEntry(dbArchive, SaveableEntryTableType.SummedLoadsForAnalysis, Services.Logger);

            var entries         = saHouses.LoadAllOrMatching();
            var providerentries = entries.Where(x => x.Key.SumType == sumType).ToList();
            var dbRaw           = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Raw, Constants.PresentSlice);
            var bkwJ            = dbRaw.Fetch <BkwProfile>();

            foreach (var ae in providerentries)
            {
                if (sumType == SumType.ByProvider)
                {
                    ae.Profile.Name = ae.Key.ProviderType + " " + ae.GenerationOrLoad;
                }
                else if (sumType == SumType.ByProfileSource)
                {
                    ae.Profile.Name = ae.Key.ProfileSource ?? throw new InvalidOperationException();
                }
                else
                {
                    throw new FlaException("Unknown sum type");
                }
            }
            var profiles = providerentries.Select(x => x.Profile).ToList();
            var bkw      = new Profile(bkwJ[0].Profile);

            bkw.Name = "Messung 2017";
            profiles.Add(bkw);
            XlsxDumper.DumpProfilesToExcel(fn, 2017, 15, new ProfileWorksheetContent("Profile", "Leistung [MW]", bkw.Name, profiles));
        }
        private void MakeXlsForCurrentProfile([NotNull] ScenarioSliceParameters slice)
        {
            var dbRaw         = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Raw, Constants.PresentSlice);
            var bkwArr        = dbRaw.Fetch <BkwProfile>();
            var bkwJProf      = bkwArr[0];
            var bkwProf       = new Profile(bkwJProf.Profile);
            var fnProfPresent = MakeAndRegisterFullFilename("PresentProfile.xlsx", slice);

            XlsxDumper.DumpProfilesToExcel(fnProfPresent,
                                           Constants.PresentSlice.DstYear,
                                           15,
                                           new ProfileWorksheetContent("bkw", "Last [kW]", 240, bkwProf)
                                           );
            SaveToPublicationDirectory(fnProfPresent, slice, "4.5");
        }
Beispiel #5
0
        public void Run()
        {
            PrepareUnitTest();

            // ReSharper disable AssignNullToNotNullAttribute
            ServiceRepository sp = new ServiceRepository(null, null, Logger, Config, new Random());

            // ReSharper restore AssignNullToNotNullAttribute
            var             slice   = Constants.PresentSlice;
            var             dbHouse = sp.SqlConnectionPreparer.GetDatabaseConnection(Stage.Houses, slice);
            var             airconditioningEntries = dbHouse.Fetch <AirConditioningEntry>();
            var             hausanschlusses        = dbHouse.Fetch <Hausanschluss>();
            DBDto           dbDto = new DBDto(new List <House>(), hausanschlusses, new List <Car>(), new List <Household>(), new List <RlmProfile>());
            CoolingProvider hp    = new CoolingProvider(sp, slice, dbDto);

            Info("total hse: " + airconditioningEntries.Count);
            Profile sumProfile = Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour);

            foreach (var entry in airconditioningEntries)
            {
                (entry.HouseComponentType == HouseComponentType.Cooling).Should().BeTrue();
                hp.IsCorrectProvider(entry).Should().BeTrue();
                HouseComponentRo     hro = new HouseComponentRo(string.Empty, string.Empty, 1, 1, string.Empty, string.Empty, string.Empty, 0);
                ProviderParameterDto ppd = new ProviderParameterDto(entry, string.Empty, hro);
                hp.PrepareLoadProfileIfNeeded(ppd);
                var prof = hp.ProvideProfile(ppd);
                if (prof != null)
                {
                    if (prof.Profile == null)
                    {
                        throw new FlaException("Profile was null");
                    }

                    prof.Profile.EnergySum().Should().BeApproximately(entry.EffectiveEnergyDemand, entry.EffectiveEnergyDemand * 0.1);
                    sumProfile = sumProfile.Add(prof.Profile.Values);
                }
            }

            string fn = WorkingDirectory.Combine("Profiletest_cooling.xlsx");

            XlsxDumper.DumpProfilesToExcel(fn, 2050, 15, new ProfileWorksheetContent("Sum", "Last", 240, sumProfile));
            Info("Wrote to " + fn);
        }
Beispiel #6
0
        public void RunSingleHpTest()
        {
            DhwProfileGenerator chp = new DhwProfileGenerator();
            Random       rnd        = new Random();
            var          dhwcp      = DhwCalculationParameters.MakeDefaults();
            const double energyuse  = 20000;
            var          hpr        = chp.Run(dhwcp, energyuse, rnd);
            var          profile    = hpr.GetEnergyDemandProfile();
            const string file       = "dhwProfile_Single.xlsx";
            var          colnames   = new List <string> {
                "turnoff"
            };

            XlsxDumper.DumpProfilesToExcel(file,
                                           2017,
                                           15,
                                           new ProfileWorksheetContent("sheet1", "Last", 240, profile),
                                           new EnumWorksheetContent <DhwTurnOffReason>("turnoffs", colnames, hpr.TurnOffReasons.AsReadOnly()));
            profile.Values.Sum().Should().BeApproximately(energyuse, 100);
        }
        public void Run()
        {
            PrepareUnitTest();
            // ReSharper disable AssignNullToNotNullAttribute
            ServiceRepository sp = new ServiceRepository(null, null, Logger, Config, new Random());
            // ReSharper restore AssignNullToNotNullAttribute

            var             utopiaSlice          = new ScenarioSliceParameters(Scenario.FromEnum(ScenarioEnum.Utopia), 2050, null);
            var             dbHouse              = sp.SqlConnectionPreparer.GetDatabaseConnection(Stage.Houses, utopiaSlice);
            var             heatingSystemEntries = dbHouse.Fetch <HeatingSystemEntry>();
            var             hausanschlusses      = dbHouse.Fetch <Hausanschluss>();
            DBDto           dbDto = new DBDto(new List <House>(), hausanschlusses, new List <Car>(), new List <Household>(), new List <RlmProfile>());
            HeatingProvider hp    = new HeatingProvider(sp, utopiaSlice, dbDto);

            Info("total hse: " + heatingSystemEntries.Count);
            Profile sumProfile = Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour);

            foreach (var entry in heatingSystemEntries)
            {
                (entry.HouseComponentType == HouseComponentType.Heating).Should().BeTrue();
                hp.IsCorrectProvider(entry).Should().BeTrue();
                HouseComponentRo     hro = new HouseComponentRo("", "", 1, 1, "", "", "", 0);
                ProviderParameterDto ppd = new ProviderParameterDto(entry, "", hro);
                hp.PrepareLoadProfileIfNeeded(ppd);
                var prof = hp.ProvideProfile(ppd);
                if (prof != null)
                {
                    if (prof.Profile == null)
                    {
                        throw new FlaException("Profile was null");
                    }

                    prof.Profile.EnergySum().Should().BeApproximately(entry.EffectiveEnergyDemand / 3, entry.EffectiveEnergyDemand * 0.1);
                    sumProfile = sumProfile.Add(prof.Profile.Values);
                }
            }

            var fn = Path.Combine(WorkingDirectory.Dir, "Profiletest.xlsx");

            XlsxDumper.DumpProfilesToExcel(fn, 2050, 15, new ProfileWorksheetContent("Sum", "Last", 240, sumProfile));
        }
        protected override void RunActualProcess([NotNull] ScenarioSliceParameters slice)
        {
            var fn        = MakeAndRegisterFullFilename(FilenameHelpers.CleanFileName("SummedLoadProfileExport.xlsx"), slice);
            var dbArchive = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.ProfileGeneration, slice, DatabaseCode.SummedLoadForAnalysis);
            var saHouses  = SaveableEntry <ArchiveEntry> .GetSaveableEntry(dbArchive, SaveableEntryTableType.SummedLoadsForAnalysis, Services.Logger);

            var            dbRaw           = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Raw, Constants.PresentSlice);
            var            bkwArr          = dbRaw.Fetch <BkwProfile>();
            var            bkwjSonProfile  = bkwArr[0];
            var            entries         = saHouses.LoadAllOrMatching();
            var            providerentries = entries.Where(x => x.Key.SumType == SumType.ByProvider).ToList();
            List <Profile> profiles        = new List <Profile>();

            foreach (var providerentry in providerentries)
            {
                providerentry.Profile.Name = (providerentry.Key.ProviderType ?? throw new FlaException()) + " " + providerentry.Key.GenerationOrLoad;
                if (providerentry.Key.GenerationOrLoad == GenerationOrLoad.Load)
                {
                    profiles.Add(providerentry.Profile);
                }
                else
                {
                    profiles.Add(providerentry.Profile.MultiplyWith(-1, providerentry.Profile.Name));
                }
            }

            profiles = MergeProfiles(profiles);
            var bkwProfile = new Profile(bkwjSonProfile.Profile);

            bkwProfile.Name = "Messung 2017 [kW]";
            profiles.Add(bkwProfile);
            XlsxDumper.DumpProfilesToExcel(fn, slice.DstYear, 15, new ProfileWorksheetContent("Profiles", "Last [kW]", bkwProfile.Name, profiles));
            SaveToArchiveDirectory(fn, RelativeDirectory.Report, slice);
            SaveToPublicationDirectory(fn, slice, "4.4");
            SaveToPublicationDirectory(fn, slice, "5");
            Info("saved " + fn);
        }
        private void MakeExampleWsForSmartgrid([NotNull] ScenarioSliceParameters slice, [NotNull] Profile addedProfile, double storageSize, double cappingFactor)
        {
            var           minimzed3 = ProfileSmoothing.FindBestPowerReductionRatio(addedProfile, storageSize, out var _, out var reductionFactor3, cappingFactor);
            RowCollection rc        = new RowCollection("TotalReduction", "Total Reduction");
            var           rb        = RowBuilder.Start("Reduction", reductionFactor3);

            rb.Add("BatterySize [GWh]", storageSize / 1000000);

            rc.Add(rb);
            var fnProf           = MakeAndRegisterFullFilename("SmartGridTestProfiles_centralstorage_" + slice.DstYear + "_capp_" + cappingFactor + ".xlsx", slice);
            var manualParameters = ProfileSmoothing.UsePeakShaving(addedProfile,
                                                                   storageSize,
                                                                   true,
                                                                   out var storageProfile,
                                                                   reductionFactor3,
                                                                   out var temporaryTargetProfile,
                                                                   out var sum24HProfile,
                                                                   cappingFactor);
            var adjustedStorageProfile = storageProfile?.MultiplyWith(1 / 4000000.0, "Speicherfüllstand") ?? throw new FlaException();

            rb.Add("Energy", manualParameters.EnergySum());
            rb.Add("Min Power", manualParameters.MinPower());
            rb.Add("Max Power", manualParameters.MaxPower());
            XlsxDumper.DumpProfilesToExcel(fnProf,
                                           slice.DstYear,
                                           15,
                                           new RowWorksheetContent(rc),
                                           new ProfileWorksheetContent("raw", "Last [kW]", 240, addedProfile),
                                           new ProfileWorksheetContent("manualParameters", "Netto-Last [MW]", 240, manualParameters),
                                           new ProfileWorksheetContent("storageprofile", "Speicherfüllstand [GWh]", 240, adjustedStorageProfile),
                                           new ProfileWorksheetContent("minimized", "Netto-Last [MW]", 240, minimzed3),
                                           new ProfileWorksheetContent("temptarget", "Ziel-Füllstand Speicher [kWh]", 240, temporaryTargetProfile),
                                           new ProfileWorksheetContent("sum24h", "Tages-Energiemenge [GWh]", 240, sum24HProfile)
                                           );

            SaveToPublicationDirectory(fnProf, slice, "4.5");
        }
        public void RunMultiHpTest()
        {
            PrepareUnitTest();
            // ReSharper disable twice AssignNullToNotNullAttribute
            ServiceRepository services = new ServiceRepository(null, null, Logger, Config, new Random());
            var dbRaw   = services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Raw, Constants.PresentSlice);
            var dbHouse = services.SqlConnectionPreparer.GetDatabaseConnection(Stage.Houses,
                                                                               new ScenarioSliceParameters(Scenario.FromEnum(ScenarioEnum.Utopia), 2050, null));
            var     temperatures            = dbRaw.Fetch <TemperatureProfileImport>();
            var     heatPumpEntries         = dbHouse.Fetch <HeatingSystemEntry>();
            Profile temperaturProfileHourly = new Profile(temperatures[0].Profile ?? throw new FlaException("was null"));
            Random  rnd = new Random();
            //make heatpumpprofile
            Profile        houseEnergy             = Profile.MakeConstantProfile(0, "House Energy", Profile.ProfileResolution.QuarterHour);
            Profile        heatPumpEnergysupply    = Profile.MakeConstantProfile(0, "Heat pump Energy supply", Profile.ProfileResolution.QuarterHour);
            Profile        heatPumpEnergyDemand    = Profile.MakeConstantProfile(0, "Heat pump Energy Demand", Profile.ProfileResolution.QuarterHour);
            Profile        temperatureProfile15Min = null;
            List <Profile> allHouseDemandProfiles  = new List <Profile>();

            foreach (var entry in heatPumpEntries)
            {
                HeatpumpProfileGenerator chp = new HeatpumpProfileGenerator(temperaturProfileHourly, 15, 20, Logger);
                var hpcp = HeatpumpCalculationParameters.MakeDefaults();
                hpcp.StartingTimeStepEvenings           = (21 * 4) + rnd.Next(12);
                hpcp.StoppingTimeStepMorning            = (4 * 4) + rnd.Next(12);
                hpcp.HouseMinimumEnergyTriggerinPercent = 0.70 - rnd.NextDouble() * 0.2;
                hpcp.TargetMaximumRuntimePerDay         = 16 + rnd.NextDouble() * 4;
                hpcp.TimingMode        = HeatPumpTimingMode.OverTheEntireDay;
                hpcp.StartLevelPercent = 1 - rnd.NextDouble() * .5;
                HeatPumpResult hpr    = chp.Run(hpcp, entry.EffectiveEnergyDemand, rnd);
                var            result = hpr.GetEnergyDemandProfile();
                result.Name += entry.Standort;
                allHouseDemandProfiles.Add(result);
                result.Values.Sum().Should().BeApproximately(entry.EffectiveEnergyDemand * .333, entry.EffectiveEnergyDemand * 0.1);
                heatPumpEnergyDemand = heatPumpEnergyDemand.Add(result, heatPumpEnergyDemand.Name);
                houseEnergy          = houseEnergy.Add(hpr.HouseEnergyTracker.AsReadOnly());
                heatPumpEnergysupply = heatPumpEnergysupply.Add(hpr.HeatpumpEnergySupply.AsReadOnly());
                if (temperatureProfile15Min == null)
                {
                    temperatureProfile15Min = new Profile("Temperatures", hpr.DailyAvgTemperatures15Min.ToList().AsReadOnly(), EnergyOrPower.Energy);
                }
            }

            allHouseDemandProfiles.Sort((x, y) => y.EnergySum().CompareTo(x.EnergySum()));
            var profilesToShow  = allHouseDemandProfiles.Take(5).ToList();
            var profilesToMerge = allHouseDemandProfiles.Skip(6).ToList();
            var mergedProfiles  = allHouseDemandProfiles[5].Add(profilesToMerge, "MergedProfiles");

            if (temperatureProfile15Min == null)
            {
                throw new FlaException("no temperatures");
            }

            ProfileWorksheetContent biggestConsumers = new ProfileWorksheetContent("Biggest Consumers", "Last", profilesToShow);

            biggestConsumers.Profiles.Add(mergedProfiles);
            string fullFileName = WorkingDirectory.Combine("heatpump_profiles_multi-WithChart.xlsx");

            XlsxDumper.DumpProfilesToExcel(fullFileName,
                                           2017,
                                           15,
                                           new ProfileWorksheetContent("Energy Demand", "Last", 240, heatPumpEnergyDemand),
                                           new ProfileWorksheetContent("Energy Supply", "Energieversorgung", 240, heatPumpEnergysupply),
                                           new ProfileWorksheetContent("Temperatures", "Temperatur", 240, temperatureProfile15Min),
                                           new ProfileWorksheetContent("House Energy", "Haus Energiegehalt", 240, houseEnergy),
                                           biggestConsumers);
            //WriteProfilesToExcel(temperatureProfile15Min, houseEnergy, heatPumpEnergysupply,file);
        }
Beispiel #11
0
        protected override void RunActualProcess(ScenarioSliceParameters slice)
        {
            var dbProfileExport = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.ProfileGeneration, slice, DatabaseCode.HouseProfiles);
            var saLoad          = SaveableEntry <Prosumer> .GetSaveableEntry(dbProfileExport, SaveableEntryTableType.HouseLoad, Services.Logger);

            var saGeneration = SaveableEntry <Prosumer> .GetSaveableEntry(dbProfileExport, SaveableEntryTableType.HouseGeneration, Services.Logger);

            var dbArchiving = Services.SqlConnectionPreparer.GetDatabaseConnection(Stage.ProfileAnalysis, slice, DatabaseCode.Smartgrid);

            dbArchiving.RecreateTable <SmartGridInformation>();
            var saArchiveEntry = SaveableEntry <ArchiveEntry> .GetSaveableEntry(dbArchiving, SaveableEntryTableType.Smartgrid, Services.Logger);

            int count      = 0;
            var smartSlice = slice.CopyThisSlice();

            smartSlice.SmartGridEnabled = true;
            RowCollection prosumerCollection = new RowCollection("Prosumers", "Prosumers");
            Stopwatch     sw      = Stopwatch.StartNew();
            const string  tkfield = "Trafokreis";
            Stopwatch     swIdx   = Stopwatch.StartNew();

            saLoad.CreateIndexIfNotExists(tkfield);
            saGeneration.CreateIndexIfNotExists(tkfield);
            Info("Creating the index took " + swIdx.Elapsed);
            var trafos = saLoad.SelectSingleDistinctField <string>(tkfield);

            Info("Reading trafokreise took " + sw.Elapsed);
            Dictionary <string, Profile> trafokreiseLoad       = new Dictionary <string, Profile>();
            Dictionary <string, Profile> trafokreiseGeneration = new Dictionary <string, Profile>();
            ChangableProfile             cityload       = ChangableProfile.FromProfile(Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour));
            ChangableProfile             cityGeneration =
                ChangableProfile.FromProfile(Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour));
            ChangableProfile smartCityLoad =
                ChangableProfile.FromProfile(Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour));
            ChangableProfile smartCityGeneration =
                ChangableProfile.FromProfile(Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour));
            RowCollection        smartGridPointValues = new RowCollection("SmartGridHASummaries", "SmartGridHASummaries");
            SmartGridInformation smartGridInformation = new SmartGridInformation();

            foreach (var trafo in trafos)
            {
                //if (count > 500) {
                //continue;
                //}
                Dictionary <string, List <Prosumer> > prosumersByHa = new Dictionary <string, List <Prosumer> >();
                ChangableProfile trafoLoadSum =
                    ChangableProfile.FromProfile(Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour));
                foreach (var prosumer in saLoad.ReadSubsetOfTableDBAsEnumerable(tkfield, trafo))
                {
                    RowBuilder rb = RowBuilder.Start("Name", prosumer.Name);
                    rb.Add("Energy", prosumer.Profile?.EnergySum());
                    rb.Add("HA", prosumer.HausanschlussKey);
                    rb.Add("Trafokreis", prosumer.TrafoKreis);
                    prosumerCollection.Add(rb);
                    count++;
                    if (count % 50 == 0)
                    {
                        Info("Processing Prosumers Load: " + count + " " + sw.Elapsed);
                    }

                    if (!string.IsNullOrWhiteSpace(prosumer.HausanschlussKey))
                    {
                        if (!prosumersByHa.ContainsKey(prosumer.HausanschlussKey))
                        {
                            prosumersByHa.Add(prosumer.HausanschlussKey, new List <Prosumer>());
                        }

                        prosumersByHa[prosumer.HausanschlussKey].Add(prosumer);
                    }

                    trafoLoadSum.Add(prosumer.Profile ?? throw new FlaException("empty profile"));
                }

                AnalysisKey  keyload = new AnalysisKey(trafo, null, SumType.ByTrafokreis, GenerationOrLoad.Load, null, null, null);
                ArchiveEntry aeload  = new ArchiveEntry("Trafokreis " + trafo, keyload, trafoLoadSum.ToProfile(), GenerationOrLoad.Load, trafo);
                saArchiveEntry.AddRow(aeload);

                trafokreiseLoad.Add(trafo, trafoLoadSum.ToProfile());
                var trafoGenerationSum = Profile.MakeConstantProfile(0, "Sum", Profile.ProfileResolution.QuarterHour);
                foreach (var prosumer in saGeneration.ReadSubsetOfTableDBAsEnumerable(tkfield, trafo))
                {
                    RowBuilder rb = RowBuilder.Start("Name", prosumer.Name);
                    rb.Add("Energy", prosumer.Profile?.EnergySum());
                    rb.Add("HA", prosumer.HausanschlussKey);
                    rb.Add("Trafokreis", prosumer.TrafoKreis);
                    prosumerCollection.Add(rb);
                    if (count % 50 == 0)
                    {
                        Info("Processing Prosumers Generation: " + count + " " + sw.Elapsed);
                    }

                    if (!string.IsNullOrWhiteSpace(prosumer.HausanschlussKey))
                    {
                        if (!prosumersByHa.ContainsKey(prosumer.HausanschlussKey))
                        {
                            prosumersByHa.Add(prosumer.HausanschlussKey, new List <Prosumer>());
                        }

                        prosumersByHa[prosumer.HausanschlussKey].Add(prosumer);
                    }

                    //var powerLimited = prosumer.Profile?.LimitToPercentageOfMax(0.5)?? throw new FlaException("blub");
                    //if(powerLimited.Values.Count ==0) { throw new FlaException("huch?");}
                    trafoGenerationSum = trafoGenerationSum.Add(prosumer.Profile ?? throw new FlaException(), "Sum");
                }

                AnalysisKey  key = new AnalysisKey(trafo, null, SumType.ByTrafokreis, GenerationOrLoad.Generation, null, null, null);
                ArchiveEntry ae  = new ArchiveEntry("Trafokreis " + trafo, key, trafoGenerationSum, GenerationOrLoad.Generation, trafo);
                saArchiveEntry.AddRow(ae);
                trafokreiseGeneration.Add(trafo, trafoGenerationSum);
                cityload.Add(trafoLoadSum);
                cityGeneration.Add(trafoGenerationSum);
                //if (count > 16000) {
                ApplySmartGridstuff(prosumersByHa, trafo, smartCityLoad, smartCityGeneration, smartGridPointValues, smartGridInformation, smartSlice);
                //}
            }

            var addedSmart       = smartCityLoad.ToProfile().Add(smartCityGeneration.ToProfile(), "Netto-Last (smart)");
            var addedSerializeFn = MakeAndRegisterFullFilename("addedProfile.lz4", slice);

            dbArchiving.BeginTransaction();
            dbArchiving.Save(smartGridInformation);
            dbArchiving.CompleteTransaction();
            SaveCityProfile(cityload, saArchiveEntry, SummedLoadType.CityLoad, GenerationOrLoad.Load);
            SaveCityProfile(cityGeneration, saArchiveEntry, SummedLoadType.CityGeneration, GenerationOrLoad.Generation);
            SaveCityProfile(smartCityGeneration, saArchiveEntry, SummedLoadType.SmartCityGeneration, GenerationOrLoad.Generation);
            SaveCityProfile(smartCityLoad, saArchiveEntry, SummedLoadType.SmartCityLoad, GenerationOrLoad.Load);
            saArchiveEntry.MakeCleanTableForListOfFields(false);
            saArchiveEntry.SaveDictionaryToDatabase(MyLogger);

            FileStream fs     = new FileStream(addedSerializeFn, FileMode.Create);
            var        added  = cityload.ToProfile().Subtract(cityGeneration.ToProfile(), "Netto-Last (konventionell)");
            var        lz4Arr = LZ4MessagePackSerializer.Serialize(added);

            fs.Write(lz4Arr, 0, lz4Arr.Length);
            fs.Close();
            MakePlotlyTrafostationBoxPlots("Boxplot_Load_OhneMV.html", trafokreiseLoad, slice, true);
            MakePlotlyTrafostationBoxPlots("Boxplot_Gen_OhneMV.html", trafokreiseGeneration, slice, true);

            var fn = MakeAndRegisterFullFilename("ProsumerDump.xlsx", slice);

            XlsxDumper.DumpProfilesToExcel(fn,
                                           slice.DstYear,
                                           15,
                                           new RowWorksheetContent(prosumerCollection),
                                           new RowWorksheetContent(smartGridPointValues));
            var           fnProf             = MakeAndRegisterFullFilename("SmartGridProfiles_distributedStorage.xlsx", slice);
            RowCollection rc                 = new RowCollection("StatusInfo", "Status");
            double        avgReductionFactor = smartGridInformation.SummedReductionFactor / smartGridInformation.NumberOfReductionFactors;

            rc.Add(RowBuilder.Start("Total storage size", smartGridInformation.TotalStorageSize)
                   .Add("Number of Prosumers", smartGridInformation.NumberOfProsumers)
                   .Add("Citywide Reduction", avgReductionFactor)
                   .Add("MinimumLoadBefore", added.MinPower())
                   .Add("MinLoadSmart", addedSmart.MinPower())
                   .Add("MaxLoadBefore", added.MaxPower())
                   .Add("MaxLoadSmart", addedSmart.MaxPower())
                   );

            XlsxDumper.DumpProfilesToExcel(fnProf,
                                           slice.DstYear,
                                           15,
                                           new RowWorksheetContent(rc),
                                           new ProfileWorksheetContent("load", "Last [MW]", 240, cityload.ToProfile()),
                                           new ProfileWorksheetContent("generation", "Erzeugung [MW]", 240, cityGeneration.ToProfile()),
                                           new ProfileWorksheetContent("added", "Netto-Last [kW]", 240, added),
                                           new ProfileWorksheetContent("smartload", "Last (smart) [MW]", 240, smartCityLoad.ToProfile()),
                                           new ProfileWorksheetContent("smartgeneration", "Erzeugung (smart) [MW]", 240, smartCityGeneration.ToProfile()),
                                           new ProfileWorksheetContent("smartadded", "Netto-Last [kW]", 240, added, addedSmart));
            SaveToArchiveDirectory(fnProf, RelativeDirectory.Report, smartSlice);
            SaveToPublicationDirectory(fnProf, slice, "4.5");
            SaveToPublicationDirectory(fnProf, slice, "5");
        }