diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
index 9413707dcd..005a41d26e 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
@@ -82,7 +82,6 @@ import org.apache.dolphinscheduler.service.quartz.cron.CronUtils;
 import org.apache.dolphinscheduler.service.queue.PeerTaskInstancePriorityQueue;
 
 import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.lang3.ArrayUtils;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.math.NumberUtils;
 
@@ -1820,12 +1819,13 @@ public class WorkflowExecuteRunnable implements Callable<WorkflowSubmitStatue> {
 
         // todo: Can we use a better way to set the recover taskInstanceId list? rather then use the cmdParam
         if (paramMap != null && paramMap.containsKey(CMD_PARAM_RECOVERY_START_NODE_STRING)) {
-            String[] idList = paramMap.get(CMD_PARAM_RECOVERY_START_NODE_STRING).split(Constants.COMMA);
-            if (ArrayUtils.isNotEmpty(idList)) {
-                List<Integer> taskInstanceIds = Arrays.stream(idList)
-                    .map(Integer::valueOf)
-                    .collect(Collectors.toList());
-                return processService.findTaskInstanceByIdList(taskInstanceIds);
+            List<Integer> startTaskInstanceIds = Arrays.stream(paramMap.get(CMD_PARAM_RECOVERY_START_NODE_STRING)
+                    .split(COMMA))
+                .filter(StringUtils::isNotEmpty)
+                .map(Integer::valueOf)
+                .collect(Collectors.toList());
+            if (CollectionUtils.isNotEmpty(startTaskInstanceIds)) {
+                return processService.findTaskInstanceByIdList(startTaskInstanceIds);
             }
         }
         return Collections.emptyList();