diff --git a/jraft-rheakv/rheakv-pd/src/main/java/com/alipay/sofa/jraft/rhea/PlacementDriverServer.java b/jraft-rheakv/rheakv-pd/src/main/java/com/alipay/sofa/jraft/rhea/PlacementDriverServer.java
index d24d8193a..dbc921cc3 100644
--- a/jraft-rheakv/rheakv-pd/src/main/java/com/alipay/sofa/jraft/rhea/PlacementDriverServer.java
+++ b/jraft-rheakv/rheakv-pd/src/main/java/com/alipay/sofa/jraft/rhea/PlacementDriverServer.java
@@ -16,10 +16,15 @@
  */
 package com.alipay.sofa.jraft.rhea;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.concurrent.ArrayBlockingQueue;
 import java.util.concurrent.ThreadPoolExecutor;
 
+import com.alipay.sofa.jraft.conf.Configuration;
+import com.alipay.sofa.jraft.rhea.options.RegionEngineOptions;
+import com.alipay.sofa.jraft.rhea.options.StoreEngineOptions;
+import com.alipay.sofa.jraft.rhea.util.Constants;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -128,11 +133,14 @@ public synchronized boolean init(final PlacementDriverServerOptions opts) {
         final RheaKVStoreOptions rheaOpts = opts.getRheaKVStoreOptions();
         Requires.requireNonNull(rheaOpts, "opts.rheaKVStoreOptions");
         this.rheaKVStore = new DefaultRheaKVStore();
+        this.placementDriverService = new DefaultPlacementDriverService(this.rheaKVStore);
+        // Set up a listener before becoming a leader
+        this.rheaKVStore.addLeaderStateListener(getPdReginId(rheaOpts),
+            ((DefaultPlacementDriverService) this.placementDriverService));
         if (!this.rheaKVStore.init(rheaOpts)) {
             LOG.error("Fail to init [RheaKVStore].");
             return false;
         }
-        this.placementDriverService = new DefaultPlacementDriverService(this.rheaKVStore);
         if (!this.placementDriverService.init(opts)) {
             LOG.error("Fail to init [PlacementDriverService].");
             return false;
@@ -147,13 +155,42 @@ public synchronized boolean init(final PlacementDriverServerOptions opts) {
             throw new IllegalArgumentException("Only support single region for [PlacementDriverServer]");
         }
         this.regionEngine = regionEngines.get(0);
-        this.rheaKVStore.addLeaderStateListener(this.regionEngine.getRegion().getId(),
-            ((DefaultPlacementDriverService) this.placementDriverService));
         addPlacementDriverProcessor(storeEngine.getRpcServer());
         LOG.info("[PlacementDriverServer] start successfully, options: {}.", opts);
         return this.started = true;
     }
 
+    private long getPdReginId(final RheaKVStoreOptions rheaOpts) {
+        StoreEngineOptions storeEngineOptions = rheaOpts.getStoreEngineOptions();
+        Requires.requireNonNull(storeEngineOptions, "storeEngineOptions");
+        List<RegionEngineOptions> rOptsList = storeEngineOptions.getRegionEngineOptionsList();
+        if (rOptsList == null || rOptsList.isEmpty()) {
+            return Constants.DEFAULT_REGION_ID;
+        }
+        List<RegionEngineOptions> filteredOptsList = new ArrayList<>();
+        for (RegionEngineOptions rOpts : rOptsList) {
+            if (inConfiguration(rOpts.getServerAddress().toString(), rOpts.getInitialServerList())) {
+                filteredOptsList.add(rOpts);
+            }
+        }
+        if (filteredOptsList.size() > 1) {
+            throw new IllegalArgumentException("Only support single region for [PlacementDriverServer]");
+        }
+        return rOptsList.get(0).getRegionId();
+    }
+
+    private boolean inConfiguration(final String curr, final String all) {
+        final PeerId currPeer = new PeerId();
+        if (!currPeer.parse(curr)) {
+            return false;
+        }
+        final Configuration allConf = new Configuration();
+        if (!allConf.parse(all)) {
+            return false;
+        }
+        return allConf.contains(currPeer) || allConf.getLearners().contains(currPeer);
+    }
+
     @Override
     public synchronized void shutdown() {
         if (!this.started) {