diff --git a/chat-server/src/main/java/com/bjtds/brichat/service/DeepAnalysisQueueService.java b/chat-server/src/main/java/com/bjtds/brichat/service/DeepAnalysisQueueService.java
index 338ded4..e05ea48 100644
--- a/chat-server/src/main/java/com/bjtds/brichat/service/DeepAnalysisQueueService.java
+++ b/chat-server/src/main/java/com/bjtds/brichat/service/DeepAnalysisQueueService.java
@@ -350,4 +350,107 @@ public class DeepAnalysisQueueService {
             logger.error("清理过期临时文件时发生错误: {}", e.getMessage(), e);
         }
     }
+    
+    /**
+     * 定时清理DEEP_ANALYSIS_PROCESSING队列中的失效任务
+     * 每30分钟执行一次，检查处理中的任务是否还有效
+     */
+    @Scheduled(fixedRate = 1800000) // 30分钟
+    public void cleanupInvalidProcessingTasks() {
+        try {
+            logger.info("开始清理DEEP_ANALYSIS_PROCESSING队列中的失效任务");
+            
+            // 获取所有正在处理的任务ID
+            Set<Object> processingTaskIds = redisTemplate.opsForSet().members(DEEP_ANALYSIS_PROCESSING);
+            
+            if (processingTaskIds == null || processingTaskIds.isEmpty()) {
+                logger.debug("DEEP_ANALYSIS_PROCESSING队列为空，无需清理");
+                return;
+            }
+            
+            int removedCount = 0;
+            long currentTime = System.currentTimeMillis();
+            
+            for (Object taskIdObj : processingTaskIds) {
+                if (taskIdObj == null) {
+                    continue;
+                }
+                
+                String taskId = taskIdObj.toString();
+                try {
+                    // 检查深度解析任务信息是否还存在
+                    String taskInfoKey = DEEP_ANALYSIS_TASK_INFO + taskId;
+                    Map<Object, Object> taskInfo = redisTemplate.opsForHash().entries(taskInfoKey);
+                    
+                    boolean shouldRemove = false;
+                    String reason = "";
+                    
+                    if (taskInfo.isEmpty()) {
+                        // 任务信息不存在，应该移除
+                        shouldRemove = true;
+                        reason = "任务信息不存在";
+                    } else {
+                        // 检查任务是否已经超时（提交后超过4小时）
+                        Long submitTime = (Long) taskInfo.get("submitTime");
+                        if (submitTime != null) {
+                            long elapsedTime = currentTime - submitTime;
+                            long timeoutThreshold = 4 * 60 * 60 * 1000; // 4小时
+                            
+                            if (elapsedTime > timeoutThreshold) {
+                                shouldRemove = true;
+                                reason = String.format("任务超时（运行%d分钟）", elapsedTime / (60 * 1000));
+                            }
+                        }
+                        
+                        // 检查任务状态是否为已完成的状态（这些状态不应该还在processing队列中）
+                        String status = (String) taskInfo.get("status");
+                        if ("completed".equals(status) || "failed".equals(status)) {
+                            shouldRemove = true;
+                            reason = "任务状态为" + status + "，不应在处理队列中";
+                        }
+                    }
+                    
+                    if (shouldRemove) {
+                        // 从processing集合中移除任务
+                        Long removed = redisTemplate.opsForSet().remove(DEEP_ANALYSIS_PROCESSING, taskId);
+                        if (removed != null && removed > 0) {
+                            removedCount++;
+                            logger.warn("已清理失效的处理中任务，任务ID: {}，原因: {}", taskId, reason);
+                            
+                            // 如果任务信息还存在，更新状态为已清理
+                            if (!taskInfo.isEmpty()) {
+                                redisTemplate.opsForHash().put(taskInfoKey, "status", "cleaned_timeout");
+                                redisTemplate.opsForHash().put(taskInfoKey, "cleanupReason", reason);
+                                redisTemplate.opsForHash().put(taskInfoKey, "cleanupTime", currentTime);
+                                
+                                // 更新关联文件状态为失败
+                                try {
+                                    Integer fileId = (Integer) taskInfo.get("fileId");
+                                    if (fileId != null) {
+                                        updateFileStatus(fileId, IndexingStatusEnum.FAILED.getCode());
+                                        logger.info("已将清理任务{}关联的文件{}状态更新为FAILED", taskId, fileId);
+                                    }
+                                } catch (Exception e) {
+                                    logger.error("更新清理任务关联文件状态失败: {}", e.getMessage(), e);
+                                }
+                            }
+                        }
+                    }
+                    
+                } catch (Exception e) {
+                    logger.error("检查处理中任务{}时发生错误: {}", taskId, e.getMessage(), e);
+                }
+            }
+            
+            if (removedCount > 0) {
+                Long remainingTasks = redisTemplate.opsForSet().size(DEEP_ANALYSIS_PROCESSING);
+                logger.info("清理完成，移除了{}个失效任务，剩余处理中任务数: {}", removedCount, remainingTasks);
+            } else {
+                logger.debug("未发现需要清理的失效任务");
+            }
+            
+        } catch (Exception e) {
+            logger.error("清理DEEP_ANALYSIS_PROCESSING队列中的失效任务时发生错误: {}", e.getMessage(), e);
+        }
+    }
 } 
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