diff --git a/react-ui/src/components/IFramePage/index.tsx b/react-ui/src/components/IFramePage/index.tsx
index 0d56724d..a087da42 100644
--- a/react-ui/src/components/IFramePage/index.tsx
+++ b/react-ui/src/components/IFramePage/index.tsx
@@ -1,12 +1,11 @@
 import FullScreenFrame from '@/components/FullScreenFrame';
-import KFSpin from '@/components/KFSpin';
 import { getKnowledgeGraphUrl, getLabelStudioUrl } from '@/services/developmentEnvironment';
+import Loading from '@/utils/loading';
 import { to } from '@/utils/promise';
 import SessionStorage from '@/utils/sessionStorage';
 import { FloatButton } from 'antd';
 import classNames from 'classnames';
 import { useEffect, useState } from 'react';
-import { createPortal } from 'react-dom';
 import './index.less';
 
 export enum IframePageType {
@@ -66,16 +65,18 @@ type IframePageProps = {
 /** 系统内嵌 iframe，目前系统有数据标注、应用开发、开发环境、GitLink 四个子系统，使用时可以添加其他子系统 */
 function IframePage({ type, openInTab = false, className, style }: IframePageProps) {
   const [iframeUrl, setIframeUrl] = useState('');
-  const [loading, setLoading] = useState(false);
+  // const [loading, setLoading] = useState(false);
 
   useEffect(() => {
     const requestIframeUrl = async () => {
-      setLoading(true);
+      //setLoading(true);
+      Loading.show();
       const [res] = await to(getRequestAPI(type)());
       if (res && res.data) {
         setIframeUrl(res.data);
       } else {
-        setLoading(false);
+        Loading.hide();
+        // setLoading(false);
       }
     };
 
@@ -83,12 +84,13 @@ function IframePage({ type, openInTab = false, className, style }: IframePagePro
   }, [type]);
 
   const hideLoading = () => {
-    setLoading(false);
+    // setLoading(false);
+    Loading.hide();
   };
 
   return (
     <div className={classNames('kf-iframe-page', className)} style={style}>
-      {loading && createPortal(<KFSpin size="large" />, document.body)}
+      {/* {loading && createPortal(<KFSpin size="large" />, document.body)} */}
       <FullScreenFrame url={iframeUrl} onLoad={hideLoading} onError={hideLoading} />
       {openInTab && <FloatButton onClick={() => window.open(iframeUrl, '_blank')} />}
     </div>
diff --git a/react-ui/src/enums/index.ts b/react-ui/src/enums/index.ts
index a9dd4a0f..8cc2398e 100644
--- a/react-ui/src/enums/index.ts
+++ b/react-ui/src/enums/index.ts
@@ -33,7 +33,7 @@ export enum TensorBoardStatus {
   Unknown = 'Unknown', // 未知
   Pending = 'Pending', // 启动中
   Running = 'Running', // 运行中
-  Terminated = 'Terminated', // 未启动或者已终止
+  Terminated = 'Terminated', // 未启动
   Failed = 'Failed', // 失败
 }
 
diff --git a/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.less b/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.less
new file mode 100644
index 00000000..2cf61f91
--- /dev/null
+++ b/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.less
@@ -0,0 +1,8 @@
+.experiment-visual {
+  width: 100%;
+  height: 100%;
+
+  &__empty {
+    height: 100%;
+  }
+}
diff --git a/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.tsx b/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.tsx
index 1837d625..26ebbeca 100644
--- a/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.tsx
+++ b/react-ui/src/pages/AutoML/components/ExperimentVisualResult/index.tsx
@@ -5,10 +5,15 @@
  */
 
 import IframePage, { IframePageType } from '@/components/IFramePage';
-import { runTensorBoardReq } from '@/services/experiment/index.js';
+import KFEmpty, { EmptyType } from '@/components/KFEmpty';
+import KFSpin from '@/components/KFSpin';
+import { TensorBoardStatus } from '@/enums';
+import { getTensorBoardStatusReq, runTensorBoardReq } from '@/services/experiment/index.js';
 import { to } from '@/utils/promise';
 import SessionStorage from '@/utils/sessionStorage';
-import { useEffect, useState } from 'react';
+import { LoadingOutlined } from '@ant-design/icons';
+import { useCallback, useEffect, useState } from 'react';
+import styles from './index.less';
 
 type TensorBoardProps = {
   namespace?: string;
@@ -16,28 +21,75 @@ type TensorBoardProps = {
 };
 
 function ExperimentVisualResult({ namespace, path }: TensorBoardProps) {
-  const [tensorboardUrl, setTensorboardUrl] = useState('');
-  useEffect(() => {
-    // 运行 TensorBoard
-    const runTensorBoard = async () => {
-      const params = {
-        namespace: namespace,
-        path: path,
-      };
-      const [res] = await to(runTensorBoardReq(params));
-      if (res && res.data) {
-        const url = res.data;
-        SessionStorage.setItem(SessionStorage.tensorBoardUrlKey, url);
-        setTensorboardUrl(url);
+  const [tensorboardUrl, setTensorboardUrl] = useState<string | undefined | null>(undefined);
+  const [status, setStatus] = useState<TensorBoardStatus | undefined>(undefined);
+
+  // 获取 TensorBoard 状态
+  const getTensorBoardStatus = useCallback(async () => {
+    const params = {
+      namespace: namespace,
+      path: path,
+    };
+    const [res] = await to(getTensorBoardStatusReq(params));
+    if (res && res.data) {
+      const status = res.data.status as TensorBoardStatus | undefined;
+      setStatus(res.data.status);
+      if (!status || status === TensorBoardStatus.Pending) {
+        setTimeout(() => {
+          getTensorBoardStatus();
+        }, 5000);
       }
+    }
+  }, [namespace, path]);
+
+  // 运行 TensorBoard
+  const runTensorBoard = useCallback(async () => {
+    const params = {
+      namespace: namespace,
+      path: path,
     };
+    const [res] = await to(runTensorBoardReq(params));
+    if (res && res.data) {
+      const url = res.data;
+      SessionStorage.setItem(SessionStorage.tensorBoardUrlKey, url);
+      setTensorboardUrl(url);
+      getTensorBoardStatus();
+    } else {
+      setTensorboardUrl(null);
+    }
+  }, [namespace, path, getTensorBoardStatus]);
 
+  useEffect(() => {
     if (namespace && path) {
       runTensorBoard();
     }
-  }, [namespace, path]);
+  }, [namespace, path, runTensorBoard]);
 
-  return <>{tensorboardUrl && <IframePage type={IframePageType.TensorBoard}></IframePage>}</>;
+  if (tensorboardUrl === null || status === TensorBoardStatus.Failed) {
+    return (
+      <div className={styles['experiment-visual']}>
+        <KFEmpty
+          className={styles['experiment-visual__empty']}
+          type={EmptyType.NoData}
+          title="运行可视化失败"
+          buttonTitle="重新运行"
+          onButtonClick={runTensorBoard}
+        />
+      </div>
+    );
+  } else if (status === TensorBoardStatus.Pending) {
+    return (
+      <div className={styles['experiment-visual']}>
+        <KFSpin indicator={<LoadingOutlined spin />} size="large" />
+      </div>
+    );
+  } else if (status === TensorBoardStatus.Running) {
+    return (
+      <div className={styles['experiment-visual']}>
+        <IframePage type={IframePageType.TensorBoard}></IframePage>
+      </div>
+    );
+  }
 }
 
 export default ExperimentVisualResult;