/// <summary>
/// Breeds the parents.
/// </summary>
/// <param name="mother">Mother.</param>
/// <param name="father">Father.</param>
/// <param name="firstChild">First child.</param>
/// <param name="secondChild">Second child.</param>
private void BreedParents(SeatingConfiguration mother, SeatingConfiguration father, out SeatingConfiguration firstChild, out SeatingConfiguration secondChild)
{
firstChild = null;
secondChild = null;
// Create list of tables for both children
List <Table> tablesFirst = new List <Table>();
Program.InitializeTables(tablesFirst);
List <Table> tablesSecond = new List <Table>();
Program.InitializeTables(tablesSecond);
// Get the permutation form of parents
var motherPermutation = mother.ToPermutationForm();
var fatherPermutation = father.ToPermutationForm();
// Perform order 1 crossover
Person[] firstChildPermutation;
Person[] secondChildPermutation;
this.Order1Crossover(motherPermutation, fatherPermutation, out firstChildPermutation);
this.Order1Crossover(fatherPermutation, motherPermutation, out secondChildPermutation);
// Perform mutation
this.SwapMutation(firstChildPermutation);
this.SwapMutation(secondChildPermutation);
// Create the seating configuration
firstChild = new SeatingConfiguration(tablesFirst, firstChildPermutation);
secondChild = new SeatingConfiguration(tablesSecond, secondChildPermutation);
}
/// <summary>
/// Creates the population.
/// </summary>
/// <param name="populationSize">Population size.</param>
/// <param name="configs">Configs.</param>
private static void InitializePopulation(int populationSize, out List <SeatingConfiguration> configs)
{
configs = new List <SeatingConfiguration>();
for (int i = 0; i < populationSize; ++i)
{
// Create list of tables
List <Table> tables = new List <Table>();
InitializeTables(tables);
// Create the guest list
List <Person> guestList = new List <Person>();
InitializeGuestList(guestList);
// Create a config
SeatingConfiguration config = new SeatingConfiguration(tables, guestList);
// Add it to the population
configs.Add(config);
}
}
private void CrowdingDiversity(ref List <SeatingConfiguration> population, List <SeatingConfiguration> parents)
{
// Iterate through the parents by picking two at random until all have been picked
while (parents.Count != 0)
{
// Pick two parents at random and remove them list
Random randomIndex = new Random();
SeatingConfiguration parentA = parents[randomIndex.Next(parents.Count)];
parents.Remove(parentA);
SeatingConfiguration parentB = parents[randomIndex.Next(parents.Count)];
parents.Remove(parentB);
// Breed these two parents
this.BreedParents(parentA, parentB, out SeatingConfiguration childA, out SeatingConfiguration childB);
// Calculate the distance values using diversity metric
// d(p1,o1) + d(p2,o2) < d(p1,o2) + d(p2,o1)
int dPACA = this.MeasureDiversity(parentA, childA);
int dPACB = this.MeasureDiversity(parentA, childB);
int dPBCA = this.MeasureDiversity(parentB, childA);
int dPBCB = this.MeasureDiversity(parentB, childB);
// Create the competition
if (dPACA + dPBCB < dPACB + dPBCA)
{
// PA with CA
// PB with CB
// Compare the fitness
if (childA.Fitness < parentA.Fitness)
{
// Child is more fit, so add to pop and remove parent
population.Remove(parentA);
population.Add(childA);
}
if (childB.Fitness < parentB.Fitness)
{
population.Remove(parentB);
population.Add(childB);
}
}
else
{
// PA with CB
// PB with CA
if (childB.Fitness < parentA.Fitness)
{
population.Remove(parentA);
population.Add(childB);
}
if (childA.Fitness < parentB.Fitness)
{
population.Remove(parentB);
population.Add(childA);
}
}
}
// Order the population based on absolute rank
population = population.OrderBy(x => x.Fitness).ToList();
}
/// <summary>
/// Measures the diversity.
/// </summary>
/// <returns>The diversity.</returns>
/// <param name="seatingA">Seating a.</param>
/// <param name="seatingB">Seating b.</param>
public int MeasureDiversity(SeatingConfiguration seatingA, SeatingConfiguration seatingB)
{
int diversity = 0;
foreach (var guest in seatingA.GuestList)
{
bool seatingMatched = false;
int positionMatched = 0; // 0 for nextToR and 1 for nextToL
int idGuestRightA = seatingA.GetTableOfGuest(guest.Identity).IdOfNextGuest(guest.Identity) < 0 ?
0 : seatingA.GetTableOfGuest(guest.Identity).IdOfNextGuest(guest.Identity);
int idGuestLeftA = seatingA.GetTableOfGuest(guest.Identity).IdOfPreviousGuest(guest.Identity) < 0 ?
0 : seatingA.GetTableOfGuest(guest.Identity).IdOfPreviousGuest(guest.Identity);
int idGuestRightB = seatingB.GetTableOfGuest(guest.Identity).IdOfNextGuest(guest.Identity) < 0 ?
0 : seatingB.GetTableOfGuest(guest.Identity).IdOfNextGuest(guest.Identity);
int idGuestLeftB = seatingB.GetTableOfGuest(guest.Identity).IdOfPreviousGuest(guest.Identity) < 0 ?
0 : seatingB.GetTableOfGuest(guest.Identity).IdOfPreviousGuest(guest.Identity);
int temp = 0;
// Do not bother with empty seats
if (!(guest.Identity < 0))
{
if (idGuestRightA != idGuestRightB && idGuestRightA != idGuestLeftB)
{
diversity++;
}
else
{
seatingMatched = true;
if (idGuestRightA == idGuestRightB)
{
positionMatched = 0;
}
else
{
positionMatched = 1;
}
}
if (!seatingMatched)
{
if (idGuestLeftA != idGuestRightB && idGuestLeftA != idGuestLeftB)
{
diversity++;
}
}
else
{
if (positionMatched == 0 && idGuestLeftA != idGuestLeftB)
{
diversity++;
}
else if (positionMatched == 1 && idGuestLeftA != idGuestRightB)
{
diversity++;
}
}
// Diversity if guests are same table
// Get table of guest
Table tableGuestA = seatingA.GetTableOfGuest(guest.Identity);
Table tableGuestB = seatingB.GetTableOfGuest(guest.Identity);
List <int> idsA = tableGuestA.GetIdsOfSittingGuests();
idsA.Remove(guest.Identity);
foreach (int id in idsA)
{
if (!(id < 0) && tableGuestB.IsGuestSitting(id))
{
temp++;
}
}
int commonEmpty = Math.Min(tableGuestA.GetNumberOfEmptySeats(), tableGuestB.GetNumberOfEmptySeats());
temp = temp + commonEmpty;
diversity = diversity + (tableGuestA.NumberOfSeats - 1 - temp);
}
}
return(diversity);
}