public override TSAFuzzySystem TuneUpFuzzySystem(TSAFuzzySystem Approximate, ILearnAlgorithmConf conf)
{
BacteryAlgorithmConfig Config = conf as BacteryAlgorithmConfig;
sendBactery = Config.BFOCountSolution;
interPSOtoSend = Config.BFOCountIteration;
result = Approximate;
if (result.RulesDatabaseSet.Count < 1)
{
throw new InvalidDataException("Нечеткая система не проинициализированна");
}
KnowlegeBaseTSARules backSave = new KnowlegeBaseTSARules(result.RulesDatabaseSet[0]);
double backResult = result.approxLearnSamples(result.RulesDatabaseSet[0]);
savetoUFS(result.RulesDatabaseSet, 0, 0, 0);
BacteryRunner();
KnowlegeBaseTSARules[] solutions = loadDatabase();
solutions = sortSolution(solutions);
if (solutions.Count() < 1)
{
result.RulesDatabaseSet[0] = backSave; return(result);
}
result.RulesDatabaseSet[0] = solutions[0];
double newResult = result.approxLearnSamples(result.RulesDatabaseSet[0]);
if (newResult > backResult)
{
result.RulesDatabaseSet[0] = backSave;
}
result.RulesDatabaseSet[0].TermsSet.Trim();
return(result);
}
public override ILearnAlgorithmConf getConf(int CountFeatures)
{
ILearnAlgorithmConf result = new BacteryAlgorithmConfig();
result.Init(CountFeatures);
return(result);
}
