遗传算法-策略

src/main/java/com/aps/entity/ProdLaunchOrder.java

@@ -27,6 +27,7 @@ public class ProdLaunchOrder {
     private String groupCode;
     private String colorCode;
     private double quantity;
+    private String orderCode;
     private String orderStatus;//S未启动E执行中C已完成
     private String materialId;
     private String routingCode;

src/main/java/com/aps/service/Algorithm/GeneticAlgorithm.java

@@ -194,7 +194,7 @@ public class GeneticAlgorithm {
 //            chromosome.setFitness(fitnessCalc.calculateFitness(chromosome));
 //        });
         if(population!=null&&population.size()>0) {
-            population.parallelStream().forEach(chromosome -> {
+            population.forEach(chromosome -> {
                 chromosome.setResult(new ArrayList<>());
 
                 // 假设Machine类有拷贝方法，或使用MapStruct等工具进行映射
@@ -202,10 +202,10 @@ public class GeneticAlgorithm {
                 chromosome.setAllOperations(allOperations); // 简单拷贝，实际可能需要深拷贝
                 chromosome.setGlobalOpList(globalOpList); // 简单拷贝，实际可能需要深拷贝
 
-                Chromosome chromosomen = decoder.decodeChromosomeWithCache(chromosome);
-//                if (chromosomen.getFitness() == 0) {
-//                    chromosomen.setFitness(_fitnessCalculator.calculateFitness(chromosomen));
-//                }
+                 decoder.decodeChromosomeWithCache(chromosome);
+                if (chromosome.getFitness() == 0) {
+                    chromosome.setFitness(_fitnessCalculator.calculateFitness(chromosome));
+                }
             });
 
 

src/main/java/com/aps/service/Algorithm/GeneticDecoder.java

@@ -62,10 +62,16 @@ public class GeneticDecoder {
                 // 缓存命中：复用缓存结果
                 Chromosome cachedResult = decodingCache.get(cacheKey);
                 // 赋值给染色体
-                String ID=chromosome.getID();
-                Chromosome chromosomen= ProductionDeepCopyUtil.deepCopy(cachedResult);
-                 chromosomen.setID(ID);
-                return chromosomen;
+                chromosome.setObjectives(cachedResult.getObjectives());
+                chromosome.setMakespan(cachedResult.getMakespan());
+                chromosome.setTotalFlowTime(cachedResult.getTotalFlowTime());
+                chromosome.setTotalChangeoverTime(cachedResult.getTotalChangeoverTime());
+                chromosome.setMachineLoadStd(cachedResult.getMachineLoadStd());
+                chromosome.setDelayTime(cachedResult.getDelayTime());
+                chromosome.setResult(ProductionDeepCopyUtil.deepCopy(cachedResult.getResult()));
+               // Chromosome chromosomen= ProductionDeepCopyUtil.deepCopy(cachedResult);
+
+                return chromosome;
             }
         } finally {
             cacheLock.unlock(); // 确保锁释放
@@ -414,7 +420,7 @@ public class GeneticDecoder {
         List<OperationDependency> SSOperations = currentOp.getPrevEntryIds().stream()
                 .filter(t -> t.getDependencyType() == DependencyType.StartToStart)
                 .collect(Collectors.toList());//重叠
-        if (FsOperations != null && FsOperations.size() > 0) {
+        if (SSOperations != null && SSOperations.size() > 0) {
             List<GAScheduleResult> newScheduleResult = new ArrayList<>();
             List<ScheduleResultDetail> newScheduleResultDetails = new ArrayList<>();
 
@@ -762,6 +768,7 @@ public class GeneticDecoder {
        Objectives[2] = totalSetupTime;
         Objectives[3] = machineLoadBalance;
         Objectives[4] = tardiness;
+        chromosome.setObjectives(Objectives);
     }
 
     private double calculateTotalFlowTime(Chromosome chromosome) {

src/main/java/com/aps/service/Algorithm/NSGAIIUtils.java

@@ -111,56 +111,61 @@ public class NSGAIIUtils {
      * 串行快速非支配排序（兼容小规模种群）
      */
     public List<List<Chromosome>> fastNonDominatedSort(List<Chromosome> population) {
-        preprocessObjectives(population);
-
-        List<List<Chromosome>> fronts = new ArrayList<>();
+        // 1. 初始化数据结构：S（被支配集合）、n（支配数）
         Map<Chromosome, List<Chromosome>> S = new HashMap<>();
         Map<Chromosome, Integer> n = new HashMap<>();
-        List<Chromosome> front1 = new ArrayList<>();
+        List<List<Chromosome>> fronts = new ArrayList<>();
 
+        // 为每个个体预先初始化 S 和 n
         for (Chromosome p : population) {
-            S.put(p, new ArrayList<>());
-            n.put(p, 0);
+            S.put(p, new ArrayList<>()); // 初始化空集合，避免null
+            n.put(p, 0); // 支配数初始化为0
+        }
 
+        // 2. 计算每个个体的支配关系
+        for (Chromosome p : population) {
             for (Chromosome q : population) {
                 if (p == q) continue;
 
                 if (dominates(p, q)) {
+                    // p支配q，将q加入p的被支配集合S
                     S.get(p).add(q);
                 } else if (dominates(q, p)) {
+                    // q支配p，增加p的支配数n
                     n.put(p, n.get(p) + 1);
                 }
             }
 
+            // 3. 初始化第一前沿（支配数为0的个体）
             if (n.get(p) == 0) {
-                p.setRank(1);
-                front1.add(p);
+                if (fronts.isEmpty()) {
+                    fronts.add(new ArrayList<>());
+                }
+                fronts.get(0).add(p);
             }
         }
 
-        fronts.add(front1);
+        // 4. 生成后续前沿
         int i = 0;
-
-        while (fronts.get(i).size() > 0) {
+        while (!fronts.get(i).isEmpty()) {
             List<Chromosome> nextFront = new ArrayList<>();
             for (Chromosome p : fronts.get(i)) {
+                // 遍历p的被支配集合S.get(p)（此时已初始化，不会为null）
                 for (Chromosome q : S.get(p)) {
                     n.put(q, n.get(q) - 1);
                     if (n.get(q) == 0) {
-                        q.setRank(i + 2);
                         nextFront.add(q);
                     }
                 }
             }
             i++;
-            if (!nextFront.isEmpty()) {
             fronts.add(nextFront);
         }
-        }
 
         return fronts;
     }
 
+
     /**
      * 预处理目标值（归一化+加权）
      */

src/main/java/com/aps/service/impl/LanuchServiceImpl.java

@@ -346,13 +346,13 @@ public class LanuchServiceImpl implements LanuchService {
             launchOrder.setSerie(order.getSeries());
             launchOrder.setCreateUser(String.valueOf(order.getCreatoruserid()));
             launchOrder.setMaterialCode(order.getMmcode());
-//            launchOrder.setStartDate(order.get);
+            launchOrder.setStartDate(order.getBegintime());
             launchOrder.setEndDate(order.getDeliverytime());
-//            launchOrder.setOrderPriority(order.getPrioritry());
+         // launchOrder.setOrderPriority(order.getPrioritry());
             launchOrder.setOrderPriority(1);
             launchOrder.setQuantity(order.getQuantity());
             launchOrder.setMaterialId(order.getMmid());
-
+            launchOrder.setOrderCode(order.getCode());
             String mmid = order.getMmid();
 //            // 通过mmid查找对应的工艺
 //            if (mmid != null && !mmid.isEmpty()) {

src/main/java/com/aps/service/plan/PlanResultService.java

@@ -13,9 +13,12 @@ import com.aps.entity.basic.ScheduleChromosome;
 import com.aps.entity.Schedule.GenVO;
 import com.aps.entity.Schedule.MachineVO;
 import com.aps.entity.basic.*;
+import com.aps.mapper.ConfigMapper;
 import com.aps.service.*;
 import com.aps.service.Algorithm.*;
 import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import com.baomidou.mybatisplus.extension.conditions.query.LambdaQueryChainWrapper;
+import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
@@ -74,6 +77,11 @@ public class PlanResultService {
     @Autowired
     private ConfigService _configService;
 
+    @Autowired
+    private ConfigMapper configMapper;
+
+
+
     @Autowired
     private StrategyRuleService _strategyRuleService;
 
@@ -766,24 +774,36 @@ private  GlobalParam InitGlobalParam()
 {
     GlobalParam globalParam=new GlobalParam();
 
-    Config config=  _configService.lambdaQuery()
-            .eq(Config::getComponent,"setting")
-            .one();
+
+
+    LambdaQueryWrapper<Config> queryWrapper = new LambdaQueryWrapper<Config>()
+            .eq(Config::getComponent, "setting")
+            .orderByDesc(Config::getId); // 按更新时间降序
+
+    Page<Config> page = new Page<>(1, 1);
+    configMapper.selectPage(page, queryWrapper);
+
+// 3. 提取最后一条记录
+    Config config = page.getRecords().isEmpty()
+            ? null
+            : page.getRecords().get(0);
+
+
 
     List<ConfigSetting> configs=  _configService.getComponentSettingsByPageAndNote(config.getId(),"setting");
     for (ConfigSetting c : configs) {
-        if(c.getTitle()=="日历")
+        if(c.getTitle().equals("日历"))
         {
             globalParam.setIsUseCalendar(c.isValue());
         }
-        else if(c.getTitle()=="设置时间")
+        else if(c.getTitle().equals("设置时间"))
         {
             globalParam.setIsUseCalendar(c.isValue());
-        }else if(c.getTitle()=="原材料")
+        }else if(c.getTitle().equals("原材料"))
         {
             globalParam.setIsCheckBom(c.isValue());
         }
-        else if(c.getTitle()=="设置时间平滑")
+        else if(c.getTitle().equals("设置时间平滑"))
         {
             globalParam.set_smoothSetup(c.isValue());
         }
@@ -798,8 +818,8 @@ private  GlobalParam InitGlobalParam()
         for (ProdLaunchOrder lo : ProdLaunchOrders) {
             Order order=new Order();
             order.setMaterialCode(lo.getMaterialCode());
-            order.setSerie(lo.getSerie());
-            order.setOrderCode(lo.getGroupCode());
+            order.setSerie(lo.getSerie()==null?"":lo.getSerie());
+            order.setOrderCode(lo.getOrderCode());
             order.setOrderId(lo.getOrderId());
             order.setRoutingId(lo.getRoutingId());
             order.setMaterialId(lo.getMaterialId());
@@ -841,7 +861,7 @@ private  GlobalParam InitGlobalParam()
                     for (StrategyScheduling strategy : selecteds) {
 
                        int Amplitude= strategy.getAmplitude();
-                        if (strategy.getName() == "customer_due_date") {
+                        if (strategy.getName().equals("customer_due_date")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             if(Amplitude>0) {
@@ -854,10 +874,10 @@ private  GlobalParam InitGlobalParam()
                             condition.setReverse(false); // 递增
                             conditions.add(condition);
                             files.add("groupDueDate");
+                            i++;
 
 
-
-                        } else if (strategy.getName() == "startd_date") {
+                        } else if (strategy.getName().equals("startd_date") ) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             if(Amplitude>0) {
@@ -870,54 +890,60 @@ private  GlobalParam InitGlobalParam()
                             condition.setReverse(false); // 递增
                             conditions.add(condition);
                             files.add("groupStartDate");
+                            i++;
 
-
-                        } else if (strategy.getName() == "gathering_series") {
+                        } else if (strategy.getName().equals("gathering_series")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("serie");
                             condition.setReverse(false); // 递增
                             conditions.add(condition);
                             files.add("serie");
-                        } else if (strategy.getName() == "maximum_operation_priority" && !files.contains("priority")) {
+                            i++;
+                        } else if (strategy.getName() .equals( "Minimum_wo_priority") && !files.contains("priority")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("priority");
                             condition.setReverse(false); // 递增
                             conditions.add(condition);
                             files.add("priority");
-                        } else if (strategy.getName() == "maximum_wo_priority" && !files.contains("priority")) {
+                            i++;
+                        } else if (strategy.getName() .equals( "maximum_wo_priority") && !files.contains("priority")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("priority");
                             condition.setReverse(true); // 高优先级在前
                             conditions.add(condition);
                             files.add("priority");
-                        } else if (strategy.getName() == "material_rise") {
+                            i++;
+                        } else if (strategy.getName() .equals( "material_rise")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("materialCode");
                             condition.setReverse(true); // 递增
                             conditions.add(condition);
                             files.add("materialCode");
-                        } else if (strategy.getName() == "plan_rise" && !files.contains("orderCode")) {
+                            i++;
+                        } else if (strategy.getName() .equals( "plan_rise") && !files.contains("orderCode")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("orderCode");
                             condition.setReverse(true); // 递增
                             conditions.add(condition);
                             files.add("orderCode");
-                        } else if (strategy.getName() == "plan_drop" && !files.contains("orderCode")) {
+                            i++;
+                        } else if (strategy.getName() .equals( "plan_drop") && !files.contains("orderCode")) {
                             OrderSortRule.SortCondition condition = new OrderSortRule.SortCondition();
                             condition.setSequence(i);
                             condition.setFieldName("orderCode");
                             condition.setReverse(false); // 递减
                             conditions.add(condition);
                             files.add("orderCode");
-                        }
                             i++;
                         }
 
+                    }
+
                 } else {
                     OrderSortRule.SortCondition condition3 = new OrderSortRule.SortCondition();
                     condition3.setSequence(1);