function [Net,Jd,JdCycle]=TrainSOMNet(Net,KernelType)
R=Net.VectorDim;%向量數
Q=Net.VectorNum;%向量數
ClassNum=Net.ClassNum;%分類類別數
MaxCycle=Net.MaxCycle;%最大循環次數
Lr=Net.Lr;%學習率
Winner=Net.Winner;%獲勝類別
CurrentVector=Net.CurrentVector;%當前類別

cycle=1;
Jd=[];
JdCycle=[];
NeighbourHood=int16(ClassNum);
while(cycle<=MaxCycle)%循環計算次數
   x=(cycle/MaxCycle);
   LR=(1-x)*Lr;%計算每次的學習率
   
   Net=TrainUnits(Net,LR,NeighbourHood,KernelType);
      
   
   NeighbourHood=max([ceil(NeighbourHood*(1-4*x)) 1]);   
   fprintf(1,'Step %ld\n',cycle);
   cycle=cycle+1;
   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
   [accurate]=100-GetAccurate(Net);
   Jd=[Jd;accurate];
   JdCycle=[JdCycle;cycle-1];
   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
end