diff --git a/core/src/main/java/com/alibaba/nacos/core/notify/DefaultPublisher.java b/core/src/main/java/com/alibaba/nacos/core/notify/DefaultPublisher.java
index 61283c0fb..70e28ceda 100644
--- a/core/src/main/java/com/alibaba/nacos/core/notify/DefaultPublisher.java
+++ b/core/src/main/java/com/alibaba/nacos/core/notify/DefaultPublisher.java
@@ -19,6 +19,7 @@
 package com.alibaba.nacos.core.notify;
 
 import com.alibaba.nacos.common.utils.ConcurrentHashSet;
+import com.alibaba.nacos.common.utils.LoggerUtils;
 import com.alibaba.nacos.common.utils.ThreadUtils;
 import com.alibaba.nacos.core.notify.listener.SmartSubscribe;
 import com.alibaba.nacos.core.notify.listener.Subscribe;
@@ -57,6 +58,8 @@ public class DefaultPublisher extends Thread implements EventPublisher {
 
 	@Override
 	public void init(Class<? extends Event> type, int bufferSize) {
+		setDaemon(true);
+		setName("nacos.publisher-" + type.getName());
 		this.eventType = type;
 		this.queueMaxSize = bufferSize;
 		this.queue = new ArrayBlockingQueue<>(bufferSize);
@@ -184,15 +187,18 @@ public class DefaultPublisher extends Thread implements EventPublisher {
 
 	@Override
 	public void notifySubscriber(final Subscribe subscribe, final Event event) {
+
+		final String sourceName = event.getClass().getName();
+		final String targetName = subscribe.subscribeType().getName();
+
+		if (!Objects.equals(sourceName, targetName)) {
+			return;
+		}
+
 		LOGGER.debug("[NotifyCenter] the {} will received by {}", event,
 				subscribe);
 
-		final Runnable job = () -> {
-			try {
-				subscribe.onEvent(event);
-			}
-			catch (ClassCastException ignore) { }
-		};
+		final Runnable job = () -> subscribe.onEvent(event);
 		final Executor executor = subscribe.executor();
 		if (Objects.nonNull(executor)) {
 			executor.execute(job);
diff --git a/core/src/main/java/com/alibaba/nacos/core/notify/NotifyCenter.java b/core/src/main/java/com/alibaba/nacos/core/notify/NotifyCenter.java
index e1a324399..7c2ce1f6d 100644
--- a/core/src/main/java/com/alibaba/nacos/core/notify/NotifyCenter.java
+++ b/core/src/main/java/com/alibaba/nacos/core/notify/NotifyCenter.java
@@ -52,61 +52,10 @@ public class NotifyCenter {
 
 	private static BiFunction<Class<? extends Event>, Integer, EventPublisher> BUILD_FACTORY = null;
 
-	private final EventPublisher sharePublisher = new EventPublisher() {
-
-		private EventPublisher target;
-
-		@Override
-		public void init(Class<? extends Event> type, int bufferSize) {
-			target = BUILD_FACTORY.apply(type, bufferSize);
-		}
-
-		@Override
-		public long currentEventSize() {
-			return target.currentEventSize();
-		}
-
-		@Override
-		public void addSubscribe(Subscribe subscribe) {
-			target.addSubscribe(subscribe);
-		}
-
-		@Override
-		public void unSubscribe(Subscribe subscribe) {
-			target.unSubscribe(subscribe);
-		}
-
-		@Override
-		public boolean publish(Event event) {
-			return target.publish(event);
-		}
-
-		@Override
-		public void notifySubscriber(Subscribe subscribe, Event event) {
-			// Is to handle a SlowEvent, because the event shares an event
-			// queue and requires additional filtering logic
-			if (filter(subscribe, event)) {
-				return;
-			}
-			target.notifySubscriber(subscribe, event);
-		}
-
-		@Override
-		public void shutdown() {
-			target.shutdown();
-		}
-
-		private boolean filter(final Subscribe subscribe, final Event event) {
-			final String sourceName = event.getClass().getName();
-			final String targetName = subscribe.subscribeType().getName();
-			LoggerUtils.printIfDebugEnabled(LOGGER, "source event name : {}, target event name : {}", sourceName, targetName);
-			return !Objects.equals(sourceName, targetName);
-		}
-
-	};
-
 	private static final NotifyCenter INSTANCE = new NotifyCenter();
 
+	private EventPublisher sharePublisher;
+
 	/**
 	 * Publisher management container
 	 */
@@ -145,7 +94,7 @@ public class NotifyCenter {
 			};
 		}
 
-		INSTANCE.sharePublisher.init(SlowEvent.class, SHATE_BUFFER_SIZE);
+		INSTANCE.sharePublisher = BUILD_FACTORY.apply(SlowEvent.class, SHATE_BUFFER_SIZE);
 		ShutdownUtils.addShutdownHook(new Thread(() -> {
 			shutdown();
 		}));