Exemplo n.º 1
0
        public static void UpdateCentresActivitiesAndCordinatesKohonen(int minX, int minY, Centre[,] centresMatrix, List <Point> points, Centre winner, Centre tired, int randomIndex)
        {
            for (int i = 0; i < rows; i++)
            {
                for (int j = 0; j < columns; j++)
                {
                    double deltaX = 0;
                    double deltaY = 0;
                    if (((i == (minX - 1) && j == minY) ||
                         (i == (minX + 1) && j == minY) ||
                         (i == minX && j == (minY - 1)) ||
                         (i == minX && j == (minY - 1))) &&
                        centresMatrix[i, j] != tired
                        )
                    {
                        deltaX = points[randomIndex].x - centresMatrix[i, j].x;
                        deltaY = points[randomIndex].y - centresMatrix[i, j].y;
                        centresMatrix[i, j].x += currentLearningRate * 0.5 * deltaX;
                        centresMatrix[i, j].y += currentLearningRate * 0.5 * deltaY;
                    }

                    if (neighborhood == Neighborhood.far)
                    {
                        if (((i == (minX - 1) && j == (minY - 1)) ||
                             (i == (minX - 1) && j == (minY + 1)) ||
                             (i == (minX + 1) && j == (minY - 1)) ||
                             (i == (minX - 1) && j == (minY - 1))) &&
                            centresMatrix[i, j] != tired
                            )
                        {
                            deltaX = points[randomIndex].x - centresMatrix[i, j].x;
                            deltaY = points[randomIndex].y - centresMatrix[i, j].y;
                            centresMatrix[i, j].x += currentLearningRate * 0.25 * deltaX;
                            centresMatrix[i, j].y += currentLearningRate * 0.25 * deltaY;
                        }
                    }
                    if (centresMatrix[i, j] == winner)
                    {
                        deltaX           = points[randomIndex].x - winner.x;
                        deltaY           = points[randomIndex].y - winner.y;
                        winner.x        += currentLearningRate * 1 * deltaX;
                        winner.y        += currentLearningRate * 1 * deltaY;
                        winner.activity -= 0.5;
                    }

                    if (centresMatrix[i, j] != winner)
                    {
                        centresMatrix[i, j].activity += 1.0 / (rows * columns);
                    }
                }
            }
        }
Exemplo n.º 2
0
 public static void FindWinnerCordinates(ref int x, ref int y, Centre[,] centresMatrix, Centre winner)
 {
     for (int i = 0; i < rows; i++)
     {
         for (int j = 0; j < columns; j++)
         {
             if (centresMatrix[i, j] == winner)
             {
                 x = i;
                 y = j;
             }
         }
     }
 }