diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/constant/AnalyseConstants.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/constant/AnalyseConstants.java
index dcc7803..194fd98 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/constant/AnalyseConstants.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/constant/AnalyseConstants.java
@@ -43,7 +43,7 @@ public class AnalyseConstants {
    public static final String ALGORITHM_REQUEST_QUEUE = "algorithm:request:queue";
    public static final String ALGORITHM_RESPONSE_QUEUE = "algorithm:response:queue";
 
-   public static final String ANALYSE_REQ_DELAY_QUEUE = "ANALYSE_REQ_DELAY_QUEUE";
+   public static final String ALGORITHM_REQUEST_DELAY_QUEUE = "algorithm:request:delay:queue";
 
    public static final String LUMINOSITY_REQUEST_QUEUE = "luminosity:request:queue";
 }
diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/service/impl/AnalyseResponseServiceImpl.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/service/impl/AnalyseResponseServiceImpl.java
index c4347a0..1150ea9 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/service/impl/AnalyseResponseServiceImpl.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/analysis/service/impl/AnalyseResponseServiceImpl.java
@@ -127,8 +127,12 @@ public class AnalyseResponseServiceImpl implements IAnalyseResponseService {
                         analyseRequest.getTaskPatrolId(),
                         requestId,
                         analyseRequest);
-                boolean isRemoved = delayQueueService.removeRequest(AnalyseConstants.ANALYSE_REQ_DELAY_QUEUE, analyseRequest);
-                log.info("ALGORITHM_FILTER_RESULT Redisson Removed requestId: {}, Result: {}, analyseRequest: {}", requestId, isRemoved ? "success" : "fail", analyseRequest);
+                if(delayQueueService.containRequest(AnalyseConstants.ALGORITHM_REQUEST_DELAY_QUEUE, analyseRequest)) {
+                    boolean isRemoved = delayQueueService.removeRequest(AnalyseConstants.ALGORITHM_REQUEST_DELAY_QUEUE, analyseRequest);
+                    log.info("ALGORITHM_FILTER_RESULT Redisson Removed requestId: {}, Result: {}, analyseRequest: {}", requestId, isRemoved ? "success" : "fail", analyseRequest);
+                } else {
+                    log.info("ALGORITHM_FILTER_RESULT Redisson has Compensated requestId: {}, analyseRequest: {}", requestId, analyseRequest);
+                }
 
                 algTypeList = analyseRequest.getObjectList().get(0).getTypeList();
                 analyseResult.reloadReq(analyseRequest);//只有一个,analyseReq.getObjectList().get(0)
diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestDelayQueueListener.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestDelayQueueListener.java
index 010574b..b8777b2 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestDelayQueueListener.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestDelayQueueListener.java
@@ -4,8 +4,11 @@ import com.inspect.analysis.constant.AnalyseConstants;
 import com.inspect.base.redis.service.RedisService;
 import com.inspect.partrolresult.domain.AnalyseRequest;
 import lombok.extern.slf4j.Slf4j;
+import org.redisson.RedissonShutdownException;
 import org.redisson.api.RBlockingQueue;
 import org.redisson.api.RedissonClient;
+import org.redisson.client.RedisException;
+import org.springframework.beans.factory.DisposableBean;
 import org.springframework.beans.factory.InitializingBean;
 import org.springframework.stereotype.Component;
 
@@ -13,8 +16,8 @@ import javax.annotation.Resource;
 
 @Slf4j
 @Component
-public class AnalyseRequestDelayQueueListener implements InitializingBean {
-    private final String ListenerName = "AnalyseRequest-DelayQueue-Listener";
+public class AnalyseRequestDelayQueueListener implements InitializingBean, DisposableBean {
+    private final String THREAD_NAME = "AnalyseRequest-DelayQueue-Listener";
 
     @Resource
     private RedissonClient redissonClient;
@@ -25,22 +28,44 @@ public class AnalyseRequestDelayQueueListener implements InitializingBean {
     @Resource
     private IAnalyseRequestService analyseRequestService;
 
+    private Thread listenerThread;
+    private volatile boolean running = true;
+
     @Override
     public void afterPropertiesSet() {
         // 启动监听线程
-        new Thread(() -> {
-            RBlockingQueue<AnalyseRequest> blockingQueue = redissonClient.getBlockingQueue(AnalyseConstants.ANALYSE_REQ_DELAY_QUEUE);
+        listenerThread = new Thread(() -> {
+            RBlockingQueue<AnalyseRequest> blockingQueue = redissonClient.getBlockingQueue(AnalyseConstants.ALGORITHM_REQUEST_DELAY_QUEUE);
             log.info("Listening AnalyseRequest Delay Queue Task Launching");
 
-            while (true) {
+            while (running && !Thread.currentThread().isInterrupted()) {
                 try {
                     AnalyseRequest request = blockingQueue.take(); // 阻塞等待任务到期
                     handleRequest(request);
-                } catch (Exception e) {
+                } catch (RedissonShutdownException e) {
+                    log.warn("Redisson 已关闭，终止监听线程");
+                    break;
+                } catch (InterruptedException e) {
+                    Thread.currentThread().interrupt(); // 响应中断
+                    log.info("监听线程被中断，正在关闭...");
+                    break;
+                } catch (RedisException e) {
+                    log.error("Redis 连接异常: {}", e.getMessage(), e);
+                    try {
+                        Thread.sleep(3000); // 避免异常频繁重试
+                    } catch (InterruptedException ie) {
+                        Thread.currentThread().interrupt();
+                        break;
+                    }
+                }
+                catch (Exception e) {
                     log.error("Listening AnalyseRequest Queue Exception: ", e);
                 }
             }
-        }, ListenerName).start();
+        }, THREAD_NAME);
+
+        listenerThread.setDaemon(true); // 设置为守护线程，防止主程序不退出
+        listenerThread.start();
     }
 
     private void handleRequest(AnalyseRequest request) {
@@ -62,5 +87,14 @@ public class AnalyseRequestDelayQueueListener implements InitializingBean {
                     request.getRequestId());
         }
     }
+
+    @Override
+    public void destroy() {
+        log.info("正在关闭 AnalyseRequestDelayQueueListener...");
+        running = false;
+        if (listenerThread != null) {
+            listenerThread.interrupt();
+        }
+    }
 }
 
diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestServiceImpl.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestServiceImpl.java
index b237a9c..77321d7 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestServiceImpl.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/AnalyseRequestServiceImpl.java
@@ -119,9 +119,9 @@ public class AnalyseRequestServiceImpl implements IAnalyseRequestService {
         analyseReq.setRedissonTime(DateUtils.parseDateToStr(DateUtils.yyyyMMddHHmmss, new Date()));
 
         if (testMode) {
-            delayQueueService.submitRequest(AnalyseConstants.ANALYSE_REQ_DELAY_QUEUE, analyseReq, (3L), TimeUnit.MINUTES);
+            delayQueueService.submitRequest(AnalyseConstants.ALGORITHM_REQUEST_DELAY_QUEUE, analyseReq, (3L), TimeUnit.MINUTES);
         } else {
-            delayQueueService.submitRequest(AnalyseConstants.ANALYSE_REQ_DELAY_QUEUE, analyseReq, requestTimeout, TimeUnit.DAYS);
+            delayQueueService.submitRequest(AnalyseConstants.ALGORITHM_REQUEST_DELAY_QUEUE, analyseReq, requestTimeout, TimeUnit.DAYS);
         }
 
         if (!retryDelegate.callRemoteAnalyseService(analyseReq)) {
diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/DelayQueueService.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/DelayQueueService.java
index def9973..6cbfc3e 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/DelayQueueService.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/DelayQueueService.java
@@ -6,5 +6,7 @@ public interface DelayQueueService<T> {
     void submitRequest(String queueName, T payload, long delay, TimeUnit timeUnit);
 
     boolean removeRequest(String queueName, T payload);
+
+    boolean containRequest(String queueName, T payload);
 }
 
diff --git a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/RedissonDelayQueueServiceImpl.java b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/RedissonDelayQueueServiceImpl.java
index 204bd5a..ee95b86 100644
--- a/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/RedissonDelayQueueServiceImpl.java
+++ b/inspect-main/inspect-main-task/src/main/java/com/inspect/partrolresult/service/RedissonDelayQueueServiceImpl.java
@@ -41,5 +41,13 @@ public class RedissonDelayQueueServiceImpl<T> implements DelayQueueService<T> {
 
         return delayedQueue.remove(payload);
     }
+
+    @Override
+    public boolean containRequest(String queueName, T payload) {
+        RBlockingQueue<T> blockingQueue = redissonClient.getBlockingQueue(queueName);
+        RDelayedQueue<T> delayedQueue = redissonClient.getDelayedQueue(blockingQueue);
+
+        return delayedQueue.contains(payload);
+    }
 }