diff --git a/freqtrade/templates/freqaiprimer.py b/freqtrade/templates/freqaiprimer.py
index 01fc5003..8f4d2998 100644
--- a/freqtrade/templates/freqaiprimer.py
+++ b/freqtrade/templates/freqaiprimer.py
@@ -1243,9 +1243,21 @@ class FreqaiPrimer(IStrategy):
                                         return f"{value:.2e}"
                             return s
                         
+                        # 处理时间戳时区转换，确保显示正确的时间
+                        display_time = "N/A"
+                        if isinstance(data_timestamp, datetime):
+                            # 如果时间戳有时区信息，转换为本地时间
+                            if data_timestamp.tzinfo is not None:
+                                # 转换为UTC+8时间显示
+                                local_time = data_timestamp.astimezone(UTC_PLUS_8)
+                                display_time = local_time.strftime('%H:%M:%S')
+                            else:
+                                # 如果没有时区信息，假设是本地时间
+                                display_time = data_timestamp.strftime('%H:%M:%S')
+                        
                         self.strategy_log(
                             f"[入场诊断] {pair} | "
-                            f"信号时间: {data_timestamp.strftime('%H:%M:%S') if isinstance(data_timestamp, datetime) else 'N/A'} | "
+                            f"信号时间: {display_time} | "
                             f"延迟: {data_age_str} | "
                             f"价格: {format_number(current_close)} | "
                             f"vs 5K高点: {price_vs_recent_high:+.2%} | "