diff --git a/java/tsfile/src/main/java/org/apache/tsfile/write/TsFileWriter.java b/java/tsfile/src/main/java/org/apache/tsfile/write/TsFileWriter.java
index 063df34fc..de9d798ee 100644
--- a/java/tsfile/src/main/java/org/apache/tsfile/write/TsFileWriter.java
+++ b/java/tsfile/src/main/java/org/apache/tsfile/write/TsFileWriter.java
@@ -480,7 +480,7 @@ private IChunkGroupWriter tryToInitialGroupWriter(IDeviceID deviceId, boolean is
         groupWriter = new AlignedChunkGroupWriterImpl(deviceId, encryptParam);
         if (!isUnseq) { // Sequence File
           ((AlignedChunkGroupWriterImpl) groupWriter)
-              .setLastTime(alignedDeviceLastTimeMap.getOrDefault(deviceId, -1L));
+              .setLastTime(alignedDeviceLastTimeMap.get(deviceId));
         }
       } else {
         groupWriter = new NonAlignedChunkGroupWriterImpl(deviceId, encryptParam);
diff --git a/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/AlignedChunkGroupWriterImpl.java b/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/AlignedChunkGroupWriterImpl.java
index cfc420430..1047114ce 100644
--- a/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/AlignedChunkGroupWriterImpl.java
+++ b/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/AlignedChunkGroupWriterImpl.java
@@ -62,7 +62,8 @@ public class AlignedChunkGroupWriterImpl implements IChunkGroupWriter {
 
   private final EncryptParameter encryprParam;
 
-  private long lastTime = -1;
+  private long lastTime = Long.MIN_VALUE;
+  private boolean isInitLastTime = false;
 
   public AlignedChunkGroupWriterImpl(IDeviceID deviceId) {
     this.deviceId = deviceId;
@@ -179,6 +180,7 @@ public int write(long time, List<DataPoint> data) throws WriteProcessException,
     }
     timeChunkWriter.write(time);
     lastTime = time;
+    isInitLastTime = true;
     if (checkPageSizeAndMayOpenANewPage()) {
       writePageToPageBuffer();
     }
@@ -269,6 +271,7 @@ public int write(Tablet tablet, int startRowIndex, int endRowIndex)
       }
       timeChunkWriter.write(time);
       lastTime = time;
+      isInitLastTime = true;
       if (checkPageSizeAndMayOpenANewPage()) {
         writePageToPageBuffer();
       }
@@ -385,7 +388,7 @@ private void sealAllChunks() {
   }
 
   private void checkIsHistoryData(long time) throws WriteProcessException {
-    if (time <= lastTime) {
+    if (isInitLastTime && time <= lastTime) {
       throw new WriteProcessException(
           "Not allowed to write out-of-order data in timeseries "
               + deviceId
@@ -405,6 +408,9 @@ public Long getLastTime() {
   }
 
   public void setLastTime(Long lastTime) {
-    this.lastTime = lastTime;
+    if (lastTime != null) {
+      this.lastTime = lastTime;
+      isInitLastTime = true;
+    }
   }
 }
diff --git a/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/NonAlignedChunkGroupWriterImpl.java b/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/NonAlignedChunkGroupWriterImpl.java
index 197f165e5..5d62c803d 100644
--- a/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/NonAlignedChunkGroupWriterImpl.java
+++ b/java/tsfile/src/main/java/org/apache/tsfile/write/chunk/NonAlignedChunkGroupWriterImpl.java
@@ -207,7 +207,8 @@ private void sealAllChunks() {
   }
 
   private void checkIsHistoryData(String measurementId, long time) throws WriteProcessException {
-    if (time <= lastTimeMap.getOrDefault(measurementId, -1L)) {
+    final Long lastTime = lastTimeMap.get(measurementId);
+    if (lastTime != null && time <= lastTime) {
       throw new WriteProcessException(
           "Not allowed to write out-of-order data in timeseries "
               + deviceId
diff --git a/java/tsfile/src/test/java/org/apache/tsfile/write/TsFileWriteApiTest.java b/java/tsfile/src/test/java/org/apache/tsfile/write/TsFileWriteApiTest.java
index 672ca2c11..e68a2f47d 100644
--- a/java/tsfile/src/test/java/org/apache/tsfile/write/TsFileWriteApiTest.java
+++ b/java/tsfile/src/test/java/org/apache/tsfile/write/TsFileWriteApiTest.java
@@ -403,6 +403,59 @@ public void writeNonAlignedWithTabletWithNullValue() {
     }
   }
 
+  @Test
+  public void writeNonAlignedWithTabletWithNegativeTimestamps() {
+    setEnv(100, 30);
+    try (TsFileWriter tsFileWriter = new TsFileWriter(f)) {
+      measurementSchemas.add(new MeasurementSchema("s1", TSDataType.TEXT, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s2", TSDataType.STRING, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s3", TSDataType.BLOB, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s4", TSDataType.DATE, TSEncoding.PLAIN));
+
+      // register nonAligned timeseries
+      tsFileWriter.registerTimeseries(new Path(deviceId), measurementSchemas);
+
+      Tablet tablet = new Tablet(deviceId, measurementSchemas);
+      long[] timestamps = tablet.timestamps;
+      Object[] values = tablet.values;
+      tablet.initBitMaps();
+      int sensorNum = measurementSchemas.size();
+      long startTime = -100;
+      for (long r = 0; r < 10000; r++) {
+        int row = tablet.rowSize++;
+        timestamps[row] = startTime++;
+        for (int i = 0; i < sensorNum - 1; i++) {
+          if (i == 1 && r > 1000) {
+            tablet.bitMaps[i].mark((int) r % tablet.getMaxRowNumber());
+            continue;
+          }
+          Binary[] textSensor = (Binary[]) values[i];
+          textSensor[row] = new Binary("testString.........", TSFileConfig.STRING_CHARSET);
+        }
+        if (r > 1000) {
+          tablet.bitMaps[sensorNum - 1].mark((int) r % tablet.getMaxRowNumber());
+        } else {
+          LocalDate[] dateSensor = (LocalDate[]) values[sensorNum - 1];
+          dateSensor[row] = LocalDate.of(2024, 4, 1);
+        }
+        // write
+        if (tablet.rowSize == tablet.getMaxRowNumber()) {
+          tsFileWriter.write(tablet);
+          tablet.reset();
+        }
+      }
+      // write
+      if (tablet.rowSize != 0) {
+        tsFileWriter.write(tablet);
+        tablet.reset();
+      }
+
+    } catch (Throwable e) {
+      e.printStackTrace();
+      Assert.fail("Meet errors in test: " + e.getMessage());
+    }
+  }
+
   @Test
   public void writeAlignedWithTabletWithNullValue() {
     setEnv(100, 30);
@@ -456,6 +509,59 @@ public void writeAlignedWithTabletWithNullValue() {
     }
   }
 
+  @Test
+  public void writeDataToTabletsWithNegativeTimestamps() {
+    setEnv(100, 30);
+    try (TsFileWriter tsFileWriter = new TsFileWriter(f)) {
+      measurementSchemas.add(new MeasurementSchema("s1", TSDataType.TEXT, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s2", TSDataType.STRING, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s3", TSDataType.BLOB, TSEncoding.PLAIN));
+      measurementSchemas.add(new MeasurementSchema("s4", TSDataType.DATE, TSEncoding.PLAIN));
+
+      // register aligned timeseries
+      tsFileWriter.registerAlignedTimeseries(new Path(deviceId), measurementSchemas);
+
+      Tablet tablet = new Tablet(deviceId, measurementSchemas);
+      long[] timestamps = tablet.timestamps;
+      Object[] values = tablet.values;
+      tablet.initBitMaps();
+      int sensorNum = measurementSchemas.size();
+      long startTime = -1000;
+      for (long r = 0; r < 10000; r++) {
+        int row = tablet.rowSize++;
+        timestamps[row] = startTime++;
+        for (int i = 0; i < sensorNum - 1; i++) {
+          if (i == 1 && r > 1000) {
+            tablet.bitMaps[i].mark((int) r % tablet.getMaxRowNumber());
+            continue;
+          }
+          Binary[] textSensor = (Binary[]) values[i];
+          textSensor[row] = new Binary("testString.........", TSFileConfig.STRING_CHARSET);
+        }
+        if (r > 1000) {
+          tablet.bitMaps[sensorNum - 1].mark((int) r % tablet.getMaxRowNumber());
+        } else {
+          LocalDate[] dateSensor = (LocalDate[]) values[sensorNum - 1];
+          dateSensor[row] = LocalDate.of(2024, 4, 1);
+        }
+        // write
+        if (tablet.rowSize == tablet.getMaxRowNumber()) {
+          tsFileWriter.writeAligned(tablet);
+          tablet.reset();
+        }
+      }
+      // write
+      if (tablet.rowSize != 0) {
+        tsFileWriter.writeAligned(tablet);
+        tablet.reset();
+      }
+
+    } catch (Throwable e) {
+      e.printStackTrace();
+      Assert.fail("Meet errors in test: " + e.getMessage());
+    }
+  }
+
   /** Write an empty page and then write a nonEmpty page. */
   @Test
   public void writeAlignedTimeseriesWithEmptyPage() throws IOException, WriteProcessException {