diff --git a/base/src/main/java/vproxy/base/util/time/impl/TimeElemImpl.java b/base/src/main/java/vproxy/base/util/time/impl/TimeElemImpl.java
index acb5b3fe8..1fa64add1 100644
--- a/base/src/main/java/vproxy/base/util/time/impl/TimeElemImpl.java
+++ b/base/src/main/java/vproxy/base/util/time/impl/TimeElemImpl.java
@@ -18,7 +18,8 @@ public T get() {
         return elem;
     }
 
+    @Override
     public void removeSelf() {
-        queue.queue.remove(this);
+        queue.remove(this);
     }
 }
diff --git a/base/src/main/java/vproxy/base/util/time/impl/TimeQueueImpl.java b/base/src/main/java/vproxy/base/util/time/impl/TimeQueueImpl.java
index 8ca67246c..e5ffda05d 100644
--- a/base/src/main/java/vproxy/base/util/time/impl/TimeQueueImpl.java
+++ b/base/src/main/java/vproxy/base/util/time/impl/TimeQueueImpl.java
@@ -3,37 +3,130 @@
 import vproxy.base.util.time.TimeElem;
 import vproxy.base.util.time.TimeQueue;
 
-import java.util.PriorityQueue;
+import java.util.*;
 
 public class TimeQueueImpl<T> implements TimeQueue<T> {
-    PriorityQueue<TimeElemImpl<T>> queue = new PriorityQueue<>((a, b) -> (int) (a.triggerTime - b.triggerTime));
+    private static final int TIME_WHEEL_LEVEL = 4;
+    private static final int MAX_TIME_WHEEL_INTERVAL = 1 << (TIME_WHEEL_LEVEL * TimeWheel.WHEEL_SIZE_POWER);
+
+    private final PriorityQueue<TimeElemImpl<T>> queue = new PriorityQueue<>(Comparator.comparingLong(x -> x.triggerTime));
+
+    private final ArrayList<TimeWheel<T>> timeWheels;
+
+    private long lastTickTimestamp;
+
+    public TimeQueueImpl() {
+        this(System.currentTimeMillis());
+    }
+
+    public TimeQueueImpl(long currentTimestamp) {
+        this.timeWheels = new ArrayList<>(TIME_WHEEL_LEVEL);
+        for (int i = 0; i < TIME_WHEEL_LEVEL; i++) {
+            this.timeWheels.add(new TimeWheel<>(1 << (i * TimeWheel.WHEEL_SIZE_POWER), currentTimestamp));
+        }
+        this.lastTickTimestamp = currentTimestamp;
+    }
 
     @Override
     public TimeElem<T> add(long currentTimestamp, int timeout, T elem) {
-        TimeElemImpl<T> event = new TimeElemImpl<>(currentTimestamp + timeout, elem, this);
-        queue.add(event);
+        final TimeElemImpl<T> event = new TimeElemImpl<>(currentTimestamp + timeout, elem, this);
+        addTimeElem(event, currentTimestamp);
         return event;
     }
 
+    private void addTimeElem(TimeElemImpl<T> event, long currentTimestamp) {
+        long timeout = event.triggerTime - currentTimestamp;
+        if (timeout >= MAX_TIME_WHEEL_INTERVAL) {
+            queue.add(event);
+        }
+        // already timeout task put into the lowest time wheel
+        else if (timeout <= 0) {
+            this.timeWheels.get(0).add(event, currentTimestamp);
+        }
+        // long timeout task put into queue
+        else {
+            var index = findTimeWheelIndex(timeout);
+            this.timeWheels.get(index).add(event, currentTimestamp);
+        }
+    }
+
     @Override
     public T poll() {
-        TimeElemImpl<T> elem = queue.poll();
-        if (elem == null)
+        TimeElem<T> elem = timeWheels.get(0).poll();
+        if (elem == null) {
             return null;
-        return elem.elem;
+        }
+        return elem.get();
     }
 
     @Override
     public boolean isEmpty() {
-        return queue.isEmpty();
+        for (TimeWheel<T> timeWheel : timeWheels) {
+            if (!timeWheel.isEmpty()) {
+                return false;
+            }
+        }
+        return true;
     }
 
     @Override
     public int nextTime(long currentTimestamp) {
+        tickTimeWheel(currentTimestamp);
+        for (TimeWheel<T> timeWheel : timeWheels) {
+            if (timeWheel.isEmpty()) {
+                continue;
+            }
+            return timeWheel.nextTime(currentTimestamp);
+        }
+
         TimeElemImpl<T> elem = queue.peek();
-        if (elem == null)
+        if (elem == null) {
             return Integer.MAX_VALUE;
+        }
         long triggerTime = elem.triggerTime;
         return Math.max((int) (triggerTime - currentTimestamp), 0);
     }
+
+    private void tickTimeWheel(long currentTimestamp) {
+        for (int i = TIME_WHEEL_LEVEL - 1; i > 0; i--) {
+            final var wheel = timeWheels.get(i);
+            while (wheel.tryTick(currentTimestamp)) {
+                final Collection<TimeElemImpl<T>> events = wheel.tick(currentTimestamp);
+                for (TimeElemImpl<T> event : events) {
+                    addTimeElem(event, currentTimestamp);
+                }
+            }
+        }
+
+        // move elements from queue to time wheels
+        while (!queue.isEmpty()) {
+            final TimeElemImpl<T> elem = queue.peek();
+            long timeout = elem.triggerTime - currentTimestamp;
+            if (timeout >= MAX_TIME_WHEEL_INTERVAL) {
+                break;
+            }
+
+            addTimeElem(elem, currentTimestamp);
+            queue.poll();
+        }
+
+        this.lastTickTimestamp = currentTimestamp;
+    }
+
+    public void remove(TimeElemImpl<T> elem) {
+        long timeout = elem.triggerTime - this.lastTickTimestamp;
+        if (timeout >= MAX_TIME_WHEEL_INTERVAL) {
+            queue.remove(elem);
+        } else {
+            timeWheels.get(findTimeWheelIndex(timeout)).remove(elem);
+        }
+    }
+
+    private static int findTimeWheelIndex(long timeout) {
+        if (timeout <= 0) {
+            return 0;
+        }
+        int bits = 63 - Long.numberOfLeadingZeros(timeout);
+        return bits / TimeWheel.WHEEL_SIZE_POWER;
+    }
 }
diff --git a/base/src/main/java/vproxy/base/util/time/impl/TimeWheel.java b/base/src/main/java/vproxy/base/util/time/impl/TimeWheel.java
new file mode 100644
index 000000000..be501617d
--- /dev/null
+++ b/base/src/main/java/vproxy/base/util/time/impl/TimeWheel.java
@@ -0,0 +1,119 @@
+package vproxy.base.util.time.impl;
+
+import vproxy.base.util.time.TimeElem;
+
+import java.util.*;
+
+public class TimeWheel<T> {
+    public static final int WHEEL_SIZE_POWER = 5;
+    public static final int WHEEL_SIZE = 1 << WHEEL_SIZE_POWER;
+
+    private final PriorityQueue<TimeElemImpl<T>>[] slots = new PriorityQueue[WHEEL_SIZE];
+    /**
+     * min time unit in this time wheel
+     */
+    public final long tickDuration;
+    /**
+     * the time wheel max time interval. interval = tickDuration * WHEEL_SIZE
+     */
+    public final long interval;
+    public final long startTimestamp;
+    private int tickIndex;
+    private long elemNum;
+    private long currentTime;
+
+    public TimeWheel(long tickDuration, long timestamp) {
+        this.tickDuration = tickDuration;
+        this.interval = this.tickDuration * WHEEL_SIZE;
+        this.startTimestamp = timestamp;
+        this.currentTime = timestamp;
+        this.tickIndex = 0;
+        this.elemNum = 0;
+
+        for (int i = 0; i < slots.length; i++) {
+            slots[i] = new PriorityQueue<>(Comparator.comparingLong(x -> x.triggerTime));
+        }
+    }
+
+    public void add(TimeElemImpl<T> elem, long timestamp) {
+        if (elem.triggerTime <= timestamp) {
+            slots[tickIndex].add(elem);
+        } else {
+            slots[findSlotIndex(elem.triggerTime)].add(elem);
+        }
+        elemNum++;
+    }
+
+    private int findSlotIndex(long timestamp) {
+        long timeout = timestamp - startTimestamp;
+        return (int) ((timeout & (interval - 1)) / tickDuration);
+    }
+
+    /**
+     * return true if it can move.
+     */
+    public boolean tryTick(long timestamp) {
+        return timestamp - currentTime >= tickDuration;
+    }
+
+    /**
+     * move the tick index to point the next slot.
+     */
+    public Collection<TimeElemImpl<T>> tick(long timestamp) {
+        if (!tryTick(timestamp)) {
+            return Collections.emptyList();
+        }
+
+        int oldIndex = tickIndex;
+        int nextIndex = (oldIndex + 1) & (WHEEL_SIZE - 1);
+        if (!slots[oldIndex].isEmpty()) {
+            slots[nextIndex].addAll(slots[oldIndex]);
+        }
+        this.tickIndex = nextIndex;
+        final PriorityQueue<TimeElemImpl<T>> queue = slots[tickIndex];
+        slots[tickIndex] = new PriorityQueue<>(Comparator.comparingLong(x -> x.triggerTime));
+
+        elemNum -= queue.size();
+        currentTime += tickDuration;
+        return queue;
+    }
+
+    public TimeElem<T> poll() {
+        var elem = slots[tickIndex].poll();
+        if (elem != null) {
+            elemNum--;
+        }
+        return elem;
+    }
+
+    public boolean isEmpty() {
+        return elemNum == 0;
+    }
+
+    public long size() {
+        return elemNum;
+    }
+
+    public int nextTime(long timestamp) {
+        for (int i = tickIndex; i < tickIndex + WHEEL_SIZE; i++) {
+            final int index = i & (WHEEL_SIZE - 1);
+            if (slots[index].isEmpty()) {
+                continue;
+            }
+
+            long triggerTime = slots[index].peek().triggerTime;
+            int nextTime = Math.max((int) (triggerTime - timestamp), 0);
+            if (nextTime == 0 && index != tickIndex){
+                slots[tickIndex].add(slots[index].poll());
+            }
+            return nextTime;
+        }
+        return Integer.MAX_VALUE;
+    }
+
+    public void remove(TimeElemImpl<T> elem) {
+        if (slots[findSlotIndex(elem.triggerTime)].remove(elem)) {
+            elemNum--;
+        }
+    }
+}