diff --git a/src/components/StockChart/KLineChartModal.tsx b/src/components/StockChart/KLineChartModal.tsx
index e04e82a6..be030306 100644
--- a/src/components/StockChart/KLineChartModal.tsx
+++ b/src/components/StockChart/KLineChartModal.tsx
@@ -72,7 +72,7 @@ const KLineChartModal: React.FC<KLineChartModalProps> = ({
     setError(null);
 
     try {
-      logger.debug('KLineChartModal', 'loadData', '开始加载K线数据', {
+      logger.debug('KLineChartModal', '开始加载K线数据 (loadData)', {
         stockCode: stock.stock_code,
         eventTime,
       });
@@ -91,7 +91,7 @@ const KLineChartModal: React.FC<KLineChartModalProps> = ({
 
       console.log('[KLineChartModal] 数据条数:', response.data.length);
       setData(response.data);
-      logger.info('KLineChartModal', 'loadData', 'K线数据加载成功', {
+      logger.info('KLineChartModal', 'K线数据加载成功 (loadData)', {
         dataCount: response.data.length,
       });
     } catch (err) {
diff --git a/src/components/StockChart/StockChartKLineModal.tsx b/src/components/StockChart/StockChartKLineModal.tsx
index 1db9a9bb..cac2f3bf 100644
--- a/src/components/StockChart/StockChartKLineModal.tsx
+++ b/src/components/StockChart/StockChartKLineModal.tsx
@@ -111,7 +111,7 @@ const StockChartKLineModal: React.FC<StockChartKLineModalProps> = ({
     const newType = e.target.value as ChartType;
     setChartType(newType);
 
-    logger.debug('StockChartKLineModal', 'handleChartTypeChange', '切换图表类型', {
+    logger.debug('StockChartKLineModal', '切换图表类型 (handleChartTypeChange)', {
       newType,
     });
   }, []);
@@ -131,7 +131,7 @@ const StockChartKLineModal: React.FC<StockChartKLineModalProps> = ({
       // 然后创建新的指标
       createSubIndicators(chart, values);
 
-      logger.debug('StockChartKLineModal', 'handleIndicatorChange', '切换副图指标', {
+      logger.debug('StockChartKLineModal', '切换副图指标 (handleIndicatorChange)', {
         indicators: values,
       });
     },
diff --git a/src/components/StockChart/TimelineChartModal.tsx b/src/components/StockChart/TimelineChartModal.tsx
index 329ad5df..66cb6520 100644
--- a/src/components/StockChart/TimelineChartModal.tsx
+++ b/src/components/StockChart/TimelineChartModal.tsx
@@ -76,7 +76,7 @@ const TimelineChartModal: React.FC<TimelineChartModalProps> = ({
     setError(null);
 
     try {
-      logger.debug('TimelineChartModal', 'loadData', '开始加载分时图数据', {
+      logger.debug('TimelineChartModal', '开始加载分时图数据 (loadData)', {
         stockCode: stock.stock_code,
         eventTime,
       });
@@ -95,7 +95,7 @@ const TimelineChartModal: React.FC<TimelineChartModalProps> = ({
 
       console.log('[TimelineChartModal] 数据条数:', response.data.length);
       setData(response.data);
-      logger.info('TimelineChartModal', 'loadData', '分时图数据加载成功', {
+      logger.info('TimelineChartModal', '分时图数据加载成功 (loadData)', {
         dataCount: response.data.length,
       });
     } catch (err) {
diff --git a/src/components/StockChart/hooks/useEventMarker.ts b/src/components/StockChart/hooks/useEventMarker.ts
index c0913432..51e32bac 100644
--- a/src/components/StockChart/hooks/useEventMarker.ts
+++ b/src/components/StockChart/hooks/useEventMarker.ts
@@ -77,7 +77,7 @@ export const useEventMarker = (
   const createMarker = useCallback(
     (time: string, label: string, color?: string) => {
       if (!chart || !data || data.length === 0) {
-        logger.warn('useEventMarker', 'createMarker', '图表或数据未准备好', {
+        logger.warn('useEventMarker', '图表或数据未准备好 (createMarker)', {
           hasChart: !!chart,
           dataLength: data?.length || 0,
         });
@@ -93,7 +93,7 @@ export const useEventMarker = (
         const overlay = createEventMarkerOverlay(eventMarker, data);
 
         if (!overlay) {
-          logger.warn('useEventMarker', 'createMarker', 'Overlay 创建失败', {
+          logger.warn('useEventMarker', 'Overlay 创建失败 (createMarker)', {
             eventMarker,
           });
           return;
@@ -103,7 +103,7 @@ export const useEventMarker = (
         const id = chart.createOverlay(overlay);
 
         if (!id || (Array.isArray(id) && id.length === 0)) {
-          logger.warn('useEventMarker', 'createMarker', '标记添加失败', {
+          logger.warn('useEventMarker', '标记添加失败 (createMarker)', {
             overlay,
           });
           return;
@@ -119,12 +119,12 @@ export const useEventMarker = (
           const actualHighlightId = Array.isArray(highlightResult) ? highlightResult[0] : highlightResult;
           setHighlightId(actualHighlightId as string);
 
-          logger.info('useEventMarker', 'createMarker', '事件高亮背景创建成功', {
+          logger.info('useEventMarker', '事件高亮背景创建成功 (createMarker)', {
             highlightId: actualHighlightId,
           });
         }
 
-        logger.info('useEventMarker', 'createMarker', '事件标记创建成功', {
+        logger.info('useEventMarker', '事件标记创建成功 (createMarker)', {
           markerId: actualId,
           label,
           time,
@@ -160,7 +160,7 @@ export const useEventMarker = (
       setMarkerId(null);
       setHighlightId(null);
 
-      logger.debug('useEventMarker', 'removeMarker', '移除事件标记和高亮', {
+      logger.debug('useEventMarker', '移除事件标记和高亮 (removeMarker)', {
         markerId,
         highlightId,
         chartId: chart.id,
@@ -187,7 +187,7 @@ export const useEventMarker = (
       setMarkerId(null);
       setHighlightId(null);
 
-      logger.debug('useEventMarker', 'removeAllMarkers', '移除所有事件标记和高亮', {
+      logger.debug('useEventMarker', '移除所有事件标记和高亮 (removeAllMarkers)', {
         chartId: chart.id,
       });
     } catch (err) {
diff --git a/src/components/StockChart/hooks/useKLineChart.ts b/src/components/StockChart/hooks/useKLineChart.ts
index ffa82e0b..b161e545 100644
--- a/src/components/StockChart/hooks/useKLineChart.ts
+++ b/src/components/StockChart/hooks/useKLineChart.ts
@@ -78,12 +78,12 @@ export const useKLineChart = (
     // 图表初始化函数
     const initChart = (): boolean => {
       if (!chartRef.current) {
-        logger.warn('useKLineChart', 'init', '图表容器未挂载，将在 50ms 后重试', { containerId });
+        logger.warn('useKLineChart', '图表容器未挂载，将在 50ms 后重试 (init)', { containerId });
         return false;
       }
 
       try {
-        logger.debug('useKLineChart', 'init', '开始初始化图表', {
+        logger.debug('useKLineChart', '开始初始化图表 (init)', {
           containerId,
           height,
           colorMode,
@@ -116,17 +116,17 @@ export const useKLineChart = (
             height: 100,  // 固定高度 100px（约占整体的 20-25%）
           });
 
-          logger.debug('useKLineChart', 'init', '成交量窗格创建成功', {
+          logger.debug('useKLineChart', '成交量窗格创建成功 (init)', {
             volumePaneId,
           });
         } catch (err) {
-          logger.warn('useKLineChart', 'init', '成交量窗格创建失败', {
+          logger.warn('useKLineChart', '成交量窗格创建失败 (init)', {
             error: err,
           });
           // 不阻塞主流程，继续执行
         }
 
-        logger.info('useKLineChart', 'init', '✅ 图表初始化成功', {
+        logger.info('useKLineChart', '✅ 图表初始化成功 (init)', {
           containerId,
           chartId: chartInstance.id,
         });
@@ -146,7 +146,7 @@ export const useKLineChart = (
       // 成功，直接返回清理函数
       return () => {
         if (chartInstanceRef.current) {
-          logger.debug('useKLineChart', 'dispose', '销毁图表实例', {
+          logger.debug('useKLineChart', '销毁图表实例 (dispose)', {
             containerId,
             chartId: chartInstanceRef.current.id,
           });
@@ -161,7 +161,7 @@ export const useKLineChart = (
 
     // 失败则延迟重试（处理 Modal 动画延迟导致的 DOM 未挂载）
     const timer = setTimeout(() => {
-      logger.debug('useKLineChart', 'init', '执行延迟重试', { containerId });
+      logger.debug('useKLineChart', '执行延迟重试 (init)', { containerId });
       initChart();
     }, 50);
 
@@ -169,7 +169,7 @@ export const useKLineChart = (
     return () => {
       clearTimeout(timer);
       if (chartInstanceRef.current) {
-        logger.debug('useKLineChart', 'dispose', '销毁图表实例', {
+        logger.debug('useKLineChart', '销毁图表实例 (dispose)', {
           containerId,
           chartId: chartInstanceRef.current.id,
         });
@@ -196,7 +196,7 @@ export const useKLineChart = (
         : getTheme(colorMode);
       chartInstanceRef.current.setStyles(newTheme);
 
-      logger.debug('useKLineChart', 'updateTheme', '更新图表主题', {
+      logger.debug('useKLineChart', '更新图表主题 (updateTheme)', {
         colorMode,
         chartType,
         chartId: chartInstanceRef.current.id,
diff --git a/src/components/StockChart/hooks/useKLineData.ts b/src/components/StockChart/hooks/useKLineData.ts
index 693a6cf6..c7deda54 100644
--- a/src/components/StockChart/hooks/useKLineData.ts
+++ b/src/components/StockChart/hooks/useKLineData.ts
@@ -78,7 +78,7 @@ export const useKLineData = (
    */
   const loadData = useCallback(async () => {
     if (!stockCode) {
-      logger.warn('useKLineData', 'loadData', '股票代码为空', { chartType });
+      logger.warn('useKLineData', '股票代码为空 (loadData)', { chartType });
       return;
     }
 
@@ -86,7 +86,7 @@ export const useKLineData = (
     setError(null);
 
     try {
-      logger.debug('useKLineData', 'loadData', '开始加载数据', {
+      logger.debug('useKLineData', '开始加载数据 (loadData)', {
         stockCode,
         chartType,
         eventTime,
@@ -126,7 +126,7 @@ export const useKLineData = (
 
       setData(processedData);
 
-      logger.info('useKLineData', 'loadData', '数据加载成功', {
+      logger.info('useKLineData', '数据加载成功 (loadData)', {
         stockCode,
         chartType,
         rawCount: rawDataList.length,
diff --git a/src/components/StockChart/utils/chartUtils.ts b/src/components/StockChart/utils/chartUtils.ts
index de2de104..9a3fd5b8 100644
--- a/src/components/StockChart/utils/chartUtils.ts
+++ b/src/components/StockChart/utils/chartUtils.ts
@@ -50,7 +50,7 @@ export const createIndicator = (
       isStack
     );
 
-    logger.debug('chartUtils', 'createIndicator', '创建技术指标', {
+    logger.debug('chartUtils', '创建技术指标 (createIndicator)', {
       indicatorName,
       params,
       isStack,
@@ -70,7 +70,7 @@ export const createIndicator = (
 export const removeIndicator = (chart: Chart, indicatorId?: string): void => {
   safeChartOperation('removeIndicator', () => {
     chart.removeIndicator(indicatorId);
-    logger.debug('chartUtils', 'removeIndicator', '移除技术指标', { indicatorId });
+    logger.debug('chartUtils', '移除技术指标 (removeIndicator)', { indicatorId });
   });
 };
 
@@ -94,7 +94,7 @@ export const createSubIndicators = (
     }
   });
 
-  logger.debug('chartUtils', 'createSubIndicators', '批量创建副图指标', {
+  logger.debug('chartUtils', '批量创建副图指标 (createSubIndicators)', {
     indicators,
     createdIds: ids,
   });
@@ -130,7 +130,7 @@ export const setChartZoom = (chart: Chart, zoom: number): void => {
       },
     });
 
-    logger.debug('chartUtils', 'setChartZoom', '设置图表缩放', {
+    logger.debug('chartUtils', '设置图表缩放 (setChartZoom)', {
       zoom,
       newBarSpace,
     });
@@ -148,7 +148,7 @@ export const scrollToTimestamp = (chart: Chart, timestamp: number): void => {
     // KLineChart 10.0: 使用 scrollToTimestamp 方法
     chart.scrollToTimestamp(timestamp);
 
-    logger.debug('chartUtils', 'scrollToTimestamp', '滚动到指定时间', { timestamp });
+    logger.debug('chartUtils', '滚动到指定时间 (scrollToTimestamp)', { timestamp });
   });
 };
 
@@ -160,7 +160,7 @@ export const scrollToTimestamp = (chart: Chart, timestamp: number): void => {
 export const resizeChart = (chart: Chart): void => {
   safeChartOperation('resizeChart', () => {
     chart.resize();
-    logger.debug('chartUtils', 'resizeChart', '调整图表大小');
+    logger.debug('chartUtils', '调整图表大小 (resizeChart)');
   });
 };
 
@@ -194,7 +194,7 @@ export const getVisibleRange = (chart: Chart): { from: number; to: number } | nu
 export const clearChartData = (chart: Chart): void => {
   safeChartOperation('clearChartData', () => {
     chart.resetData();
-    logger.debug('chartUtils', 'clearChartData', '清空图表数据');
+    logger.debug('chartUtils', '清空图表数据 (clearChartData)');
   });
 };
 
@@ -213,7 +213,7 @@ export const exportChartImage = (
     // KLineChart 10.0: 使用 getConvertPictureUrl 方法
     const imageData = chart.getConvertPictureUrl(includeOverlay, 'png', '#ffffff');
 
-    logger.debug('chartUtils', 'exportChartImage', '导出图表图片', {
+    logger.debug('chartUtils', '导出图表图片 (exportChartImage)', {
       includeOverlay,
       hasData: !!imageData,
     });
@@ -236,7 +236,7 @@ export const toggleCrosshair = (chart: Chart, show: boolean): void => {
       },
     });
 
-    logger.debug('chartUtils', 'toggleCrosshair', '切换十字光标', { show });
+    logger.debug('chartUtils', '切换十字光标 (toggleCrosshair)', { show });
   });
 };
 
@@ -254,7 +254,7 @@ export const toggleGrid = (chart: Chart, show: boolean): void => {
       },
     });
 
-    logger.debug('chartUtils', 'toggleGrid', '切换网格', { show });
+    logger.debug('chartUtils', '切换网格 (toggleGrid)', { show });
   });
 };
 
@@ -272,7 +272,7 @@ export const subscribeChartEvent = (
 ): void => {
   safeChartOperation(`subscribeChartEvent:${eventName}`, () => {
     chart.subscribeAction(eventName, handler);
-    logger.debug('chartUtils', 'subscribeChartEvent', '订阅图表事件', { eventName });
+    logger.debug('chartUtils', '订阅图表事件 (subscribeChartEvent)', { eventName });
   });
 };
 
@@ -290,6 +290,6 @@ export const unsubscribeChartEvent = (
 ): void => {
   safeChartOperation(`unsubscribeChartEvent:${eventName}`, () => {
     chart.unsubscribeAction(eventName, handler);
-    logger.debug('chartUtils', 'unsubscribeChartEvent', '取消订阅图表事件', { eventName });
+    logger.debug('chartUtils', '取消订阅图表事件 (unsubscribeChartEvent)', { eventName });
   });
 };
diff --git a/src/components/StockChart/utils/dataAdapter.ts b/src/components/StockChart/utils/dataAdapter.ts
index 671b7c54..e7269a37 100644
--- a/src/components/StockChart/utils/dataAdapter.ts
+++ b/src/components/StockChart/utils/dataAdapter.ts
@@ -22,7 +22,7 @@ export const convertToKLineData = (
   eventTime?: string
 ): KLineDataPoint[] => {
   if (!rawData || !Array.isArray(rawData) || rawData.length === 0) {
-    logger.warn('dataAdapter', 'convertToKLineData', '原始数据为空', { chartType });
+    logger.warn('dataAdapter', '原始数据为空 (convertToKLineData)', { chartType });
     return [];
   }
 
@@ -90,7 +90,7 @@ const parseTimestamp = (
   }
 
   // 默认返回当前时间（避免图表崩溃）
-  logger.warn('dataAdapter', 'parseTimestamp', '无法解析时间戳，使用当前时间', { item });
+  logger.warn('dataAdapter', '无法解析时间戳，使用当前时间 (parseTimestamp)', { item });
   return Date.now();
 };
 
@@ -126,19 +126,19 @@ export const validateAndCleanData = (data: KLineDataPoint[]): KLineDataPoint[] =
   return data.filter((item) => {
     // 移除价格为 0 或负数的数据
     if (item.open <= 0 || item.high <= 0 || item.low <= 0 || item.close <= 0) {
-      logger.warn('dataAdapter', 'validateAndCleanData', '价格异常，已移除', { item });
+      logger.warn('dataAdapter', '价格异常，已移除 (validateAndCleanData)', { item });
       return false;
     }
 
     // 移除 high < low 的数据（数据错误）
     if (item.high < item.low) {
-      logger.warn('dataAdapter', 'validateAndCleanData', '最高价 < 最低价，已移除', { item });
+      logger.warn('dataAdapter', '最高价 < 最低价，已移除 (validateAndCleanData)', { item });
       return false;
     }
 
     // 移除成交量为负数的数据
     if (item.volume < 0) {
-      logger.warn('dataAdapter', 'validateAndCleanData', '成交量异常，已移除', { item });
+      logger.warn('dataAdapter', '成交量异常，已移除 (validateAndCleanData)', { item });
       return false;
     }
 
@@ -213,7 +213,7 @@ export const trimDataByEventTime = (
       return item.timestamp >= startTime && item.timestamp <= endTime;
     });
 
-    logger.debug('dataAdapter', 'trimDataByEventTime', '数据时间范围裁剪完成', {
+    logger.debug('dataAdapter', '数据时间范围裁剪完成 (trimDataByEventTime)', {
       originalLength: data.length,
       trimmedLength: trimmedData.length,
       eventTime,
@@ -260,7 +260,7 @@ export const processChartData = (
     data = trimDataByEventTime(data, eventTime, chartType);
   }
 
-  logger.debug('dataAdapter', 'processChartData', '数据处理完成', {
+  logger.debug('dataAdapter', '数据处理完成 (processChartData)', {
     rawLength: rawData.length,
     processedLength: data.length,
     chartType,
diff --git a/src/components/StockChart/utils/eventMarkerUtils.ts b/src/components/StockChart/utils/eventMarkerUtils.ts
index b6b6df63..b66d7e53 100644
--- a/src/components/StockChart/utils/eventMarkerUtils.ts
+++ b/src/components/StockChart/utils/eventMarkerUtils.ts
@@ -27,7 +27,7 @@ export const createEventMarkerOverlay = (
     const closestPoint = findClosestDataPoint(data, marker.timestamp);
 
     if (!closestPoint) {
-      logger.warn('eventMarkerUtils', 'createEventMarkerOverlay', '未找到匹配的数据点', {
+      logger.warn('eventMarkerUtils', '未找到匹配的数据点', {
         markerId: marker.id,
         timestamp: marker.timestamp,
       });
@@ -77,7 +77,7 @@ export const createEventMarkerOverlay = (
       },
     };
 
-    logger.debug('eventMarkerUtils', 'createEventMarkerOverlay', '创建事件标记', {
+    logger.debug('eventMarkerUtils', '创建事件标记', {
       markerId: marker.id,
       timestamp: closestPoint.timestamp,
       label: marker.label,
@@ -108,7 +108,7 @@ export const createEventHighlightOverlay = (
     const closestPoint = findClosestDataPoint(data, eventTimestamp);
 
     if (!closestPoint) {
-      logger.warn('eventMarkerUtils', 'createEventHighlightOverlay', '未找到匹配的数据点');
+      logger.warn('eventMarkerUtils', '未找到匹配的数据点');
       return null;
     }
 
@@ -135,7 +135,7 @@ export const createEventHighlightOverlay = (
       },
     };
 
-    logger.debug('eventMarkerUtils', 'createEventHighlightOverlay', '创建事件高亮覆盖层', {
+    logger.debug('eventMarkerUtils', '创建事件高亮覆盖层', {
       timestamp: closestPoint.timestamp,
       eventTime,
     });
@@ -219,7 +219,7 @@ export const createEventMarkerOverlays = (
     }
   });
 
-  logger.debug('eventMarkerUtils', 'createEventMarkerOverlays', '批量创建事件标记', {
+  logger.debug('eventMarkerUtils', '批量创建事件标记', {
     totalMarkers: markers.length,
     createdOverlays: overlays.length,
   });
@@ -236,7 +236,7 @@ export const createEventMarkerOverlays = (
 export const removeEventMarker = (chart: any, markerId: string): void => {
   try {
     chart.removeOverlay(markerId);
-    logger.debug('eventMarkerUtils', 'removeEventMarker', '移除事件标记', { markerId });
+    logger.debug('eventMarkerUtils', '移除事件标记', { markerId });
   } catch (error) {
     logger.error('eventMarkerUtils', 'removeEventMarker', error as Error, { markerId });
   }
@@ -251,7 +251,7 @@ export const removeAllEventMarkers = (chart: any): void => {
   try {
     // KLineChart 10.0 API: removeOverlay() 不传参数时移除所有 overlays
     chart.removeOverlay();
-    logger.debug('eventMarkerUtils', 'removeAllEventMarkers', '移除所有事件标记');
+    logger.debug('eventMarkerUtils', '移除所有事件标记');
   } catch (error) {
     logger.error('eventMarkerUtils', 'removeAllEventMarkers', error as Error);
   }
@@ -276,7 +276,7 @@ export const updateEventMarker = (
     // 重新创建标记（KLineChart 10.0 不支持直接更新 overlay）
     // 注意：需要在调用方重新创建并添加 overlay
 
-    logger.debug('eventMarkerUtils', 'updateEventMarker', '更新事件标记', {
+    logger.debug('eventMarkerUtils', '更新事件标记', {
       markerId,
       updates,
     });
@@ -309,7 +309,7 @@ export const highlightEventMarker = (
       },
     });
 
-    logger.debug('eventMarkerUtils', 'highlightEventMarker', '高亮事件标记', {
+    logger.debug('eventMarkerUtils', '高亮事件标记', {
       markerId,
       highlight,
     });