Example #1
0
        public static void SimulatedAnealing()
        {
            int  i      = 0;
            bool change = false;

            //stopwatch.Start();
            while (/*temperature > limit &&*/ i < imax)
            {
                int r = random.Next(opt2chance + opt2halfchance);

                if (r < opt2chance)
                {
                    //Console.WriteLine("opt2");

                    Bezorger B  = getRandomBezorgerNonEmpty;
                    Node     n1 = B.getRandomNode;
                    Node     n2 = B.getRandomNode;

                    Node ni = n1.next;
                    while (ni != null && ni != n2)
                    {
                        ni = ni.next;
                    }
                    if (ni != n2)
                    {
                        ni = n2;
                        n2 = n1;
                        n1 = ni;
                    }

                    int opt2cost = B.costsFlipOrder(n1, n2);
                    if (ShouldChange(opt2cost, temperature))
                    {
                        B.FlipOrder(n1, n2);
                        CurrentCost += opt2cost;
                    }
                }
                else //(r < opt2chance + opt2halfchance)
                {
                    //Console.WriteLine("opt2half");

                    int      opt2halfcost = 0;
                    Bezorger B1           = getRandomBezorgerNonEmpty;
                    Node     n            = B1.getRandomNode;
                    //to make this easier to reason about, actually temporarily changing B1's route
                    //  -prevents B2 from returning n as location
                    //  -prevents B2's change cost to possibly be wrong.
                    Node reinsertlocationb1 = n.previous;
                    opt2halfcost += B1.costsRemoveNode(n);
                    B1.RemoveNode(n);

                    Bezorger B2 = bezorgers[random.Next(bezorgers.Length)];
                    Node     l  = B2.getRandomNodeOrNull;
                    opt2halfcost += B2.costsAddAfter(n, l);

                    if (ShouldChange(opt2halfcost, temperature))
                    {
                        B2.AddAfter(n, l);
                        CurrentCost += opt2halfcost;
                    }
                    else
                    {
                        B1.AddAfter(n, reinsertlocationb1); //put back n where it belongs, should not change
                    }
                }

                if (CurrentCost < BestSolutionCost)
                {
                    BestSolutionCost   = CurrentCost;
                    BestSolutionOutput = StringSolution();
                    change             = true;
                    foreach (Bezorger b in Program.bezorgers)
                    {
                        b.GetLength();
                    }
                }

                //Console.WriteLine("----");
                i++;
                if (i % changepercooldown == 0)
                {
                    switch (schedule)
                    {
                    case "constant":
                        break;

                    case "linear":
                        temperature -= cooldown;
                        break;

                    case "exponential":
                        temperature *= cooldown;
                        break;

                    case "logarithmic":
                        temperature = EnergyBarrier / Math.Log(i + 1);
                        break;

                    case "speed":
                        Epsilon = -(DateTime.Now.Ticks - tijd.Ticks);
                        if (change)
                        {
                            change = false;
                            tijd   = DateTime.Now;
                        }
                        temperature = -V_s * temperature / Epsilon / Math.Sqrt(Capacity);
                        break;
                    }
                }
            }
            //stopwatch.Stop();

            if (temperature <= limit)
            {
                Console.WriteLine("temperature limit reached");
            }
            if (i >= imax)
            {
                Console.WriteLine("iteration limit reached");
            }
        }
Example #2
0
        static void Main(string[] args)
        {
            //initialize uninitialized data, no clue wether these values are correct or not.
            switch (schedule)
            {
            case "constant":
                temperature       = 10.0;
                limit             = 1.0;
                changepercooldown = 800;
                imax = 1000000;
                break;

            case "linear":
                cooldown          = 0.01;
                temperature       = 15;
                limit             = 1.0;
                changepercooldown = 800;
                imax = 1000000;
                break;

            case "exponential":
                cooldown          = 0.98;
                temperature       = 10.0;
                limit             = 1.0;
                changepercooldown = 800;
                imax = 1000000;
                break;

            case "logarithmic":
                OptimalCost       = 100;
                temperature       = 11;
                limit             = 1.0;
                changepercooldown = 800;
                imax = 1000000;
                break;

            case "speed":
                V_s               = 1;
                Epsilon           = -5;
                Capacity          = 10;
                temperature       = 10.0;
                limit             = 1.0;
                changepercooldown = 800;
                imax              = 1000000;
                break;
            }

            //load map into nodelist, restaurant into resX+resY
            InputFromFile("GeoSquare2.txt");

            //initialize map-dependant data
            for (int num = 0; num < bezorgers.Length; num++)
            {
                bezorgers[num] = new Bezorger(num);
            }

            //create initial solution, optimality is not important, at all at this point
            for (int i = 0; i < nodelist.Count; i++)
            {
                bezorgers[i % bezorgers.Length].AddNodetoEnd(nodelist[i]);
            }
            foreach (Bezorger B in bezorgers)
            {
                BestSolutionCost += B.routeLength;
            }
            CurrentCost        = BestSolutionCost;
            BestSolutionOutput = StringSolution();
            Console.WriteLine(BestSolutionCost);
            Console.WriteLine(BestSolutionOutput);


            EnergyBarrier = (CurrentCost - OptimalCost) / 10;
            Capacity      = CurrentCost;
            tijd          = DateTime.Now;
            //optimalize
            SimulatedAnealing();

            //output
            //BestSolutionOutput = StringSolution(); -> The solution the program has in the last state, is not the bestsolution
            Console.WriteLine(BestSolutionCost);
            Console.WriteLine(BestSolutionOutput);
            foreach (Bezorger b in bezorgers)
            {
                Console.WriteLine(b.aantalbezorgingen);
            }
            Console.ReadLine();
        }
Example #3
0
        static void Main(string[] args)
        {
            //initialize uninitialized data, no clue wether these values are correct or not.
            switch(schedule)
            {
                case "constant":
                    temperature = 10.0;
                    limit = 1.0;
                    changepercooldown = 800;
                    imax = 1000000;
                    break;
                case "linear":
                    cooldown = 0.01;
                    temperature = 15;
                    limit = 1.0;
                    changepercooldown = 800;
                    imax = 1000000;
                    break;
                case "exponential":
                    cooldown = 0.98;
                    temperature = 10.0;
                    limit = 1.0;
                    changepercooldown = 800;
                    imax = 1000000;
                    break;
                case "logarithmic":
                    OptimalCost = 100;
                    temperature = 11;
                    limit = 1.0;
                    changepercooldown = 800;
                    imax = 1000000;
                    break;
                case "speed":
                    V_s = 1;
                    Epsilon = -5;
                    Capacity = 10;
                    temperature = 10.0;
                    limit = 1.0;
                    changepercooldown = 800;
                    imax = 1000000;
                    break;
                
            }

            //load map into nodelist, restaurant into resX+resY
            InputFromFile("GeoSquare2.txt");

            //initialize map-dependant data
            for (int num = 0; num < bezorgers.Length; num++)
                bezorgers[num] = new Bezorger(num);

            //create initial solution, optimality is not important, at all at this point
            for (int i = 0; i < nodelist.Count; i++)
            {
                bezorgers[i % bezorgers.Length].AddNodetoEnd(nodelist[i]);
            }
            foreach (Bezorger B in bezorgers)
                BestSolutionCost += B.routeLength;
            CurrentCost = BestSolutionCost;
            BestSolutionOutput = StringSolution();
            Console.WriteLine(BestSolutionCost);
            Console.WriteLine(BestSolutionOutput);


            EnergyBarrier = (CurrentCost - OptimalCost)/10;
            Capacity = CurrentCost;
            tijd = DateTime.Now;
            //optimalize
            SimulatedAnealing();

            //output
            //BestSolutionOutput = StringSolution(); -> The solution the program has in the last state, is not the bestsolution
            Console.WriteLine(BestSolutionCost);
            Console.WriteLine(BestSolutionOutput);
            foreach (Bezorger b in bezorgers)
                Console.WriteLine(b.aantalbezorgingen);
            Console.ReadLine();
        }