diff --git a/src/MaaWpfGui/Helper/MouseWheelHelper.cs b/src/MaaWpfGui/Helper/MouseWheelHelper.cs
index 74c3c2beed..f336acb500 100644
--- a/src/MaaWpfGui/Helper/MouseWheelHelper.cs
+++ b/src/MaaWpfGui/Helper/MouseWheelHelper.cs
@@ -6,7 +6,7 @@ namespace MaaWpfGui.Helper
 {
     public static class MouseWheelHelper
     {
-        public static void HandlePreviewMouseWheel(object sender, MouseWheelEventArgs e)
+        public static void RouteMouseWheelToParent(object sender, MouseWheelEventArgs e)
         {
             if (e.Handled)
             {
@@ -21,5 +21,13 @@ namespace MaaWpfGui.Helper
             var parent = ((Control)sender).Parent as UIElement;
             parent?.RaiseEvent(eventArg);
         }
+
+        public static void DisableComboBoxScrollWhenClosed(object sender, MouseWheelEventArgs e)
+        {
+            if (sender is ComboBox { IsDropDownOpen: false })
+            {
+                e.Handled = true; // 阻止滚动
+            }
+        }
     }
 }
diff --git a/src/MaaWpfGui/Views/UI/AnnouncementView.xaml b/src/MaaWpfGui/Views/UI/AnnouncementView.xaml
index fb58dca3c8..7bbfe8db30 100644
--- a/src/MaaWpfGui/Views/UI/AnnouncementView.xaml
+++ b/src/MaaWpfGui/Views/UI/AnnouncementView.xaml
@@ -72,7 +72,7 @@
                         d:Markdown="#Test
This is a test text.

~~This is a test text~~

*This is a test text*

**This is a test text**"
                         ClickAction="SafetyOpenBrowser"
                         Markdown="{Binding SelectedAnnouncementSection.Content}"
-                        PreviewMouseWheel="{s:Action HandlePreviewMouseWheel,
+                        PreviewMouseWheel="{s:Action RouteMouseWheelToParent,
                                                      Target={x:Type helper:MouseWheelHelper}}">
                         <mdxam:MarkdownScrollViewer.MarkdownStyle>
                             <StaticResource ResourceKey="MdXamlStyle" />
diff --git a/src/MaaWpfGui/Views/UI/RecognizerView.xaml b/src/MaaWpfGui/Views/UI/RecognizerView.xaml
index 476bfb7709..f44e7a6a58 100644
--- a/src/MaaWpfGui/Views/UI/RecognizerView.xaml
+++ b/src/MaaWpfGui/Views/UI/RecognizerView.xaml
@@ -222,7 +222,7 @@
                             HeadersVisibility="None"
                             IsReadOnly="True"
                             ItemsSource="{Binding OperBoxNotHaveList}"
-                            PreviewMouseWheel="{s:Action HandlePreviewMouseWheel,
+                            PreviewMouseWheel="{s:Action RouteMouseWheelToParent,
                                                          Target={x:Type helper:MouseWheelHelper}}"
                             ScrollViewer.CanContentScroll="True"
                             ScrollViewer.HorizontalScrollBarVisibility="Disabled"
@@ -253,7 +253,7 @@
                             HeadersVisibility="None"
                             IsReadOnly="True"
                             ItemsSource="{Binding OperBoxHaveList}"
-                            PreviewMouseWheel="{s:Action HandlePreviewMouseWheel,
+                            PreviewMouseWheel="{s:Action RouteMouseWheelToParent,
                                                          Target={x:Type helper:MouseWheelHelper}}"
                             ScrollViewer.CanContentScroll="True"
                             ScrollViewer.HorizontalScrollBarVisibility="Disabled"
diff --git a/src/MaaWpfGui/Views/UI/VersionUpdateView.xaml b/src/MaaWpfGui/Views/UI/VersionUpdateView.xaml
index b73e1fbb08..ad659e30df 100644
--- a/src/MaaWpfGui/Views/UI/VersionUpdateView.xaml
+++ b/src/MaaWpfGui/Views/UI/VersionUpdateView.xaml
@@ -52,7 +52,7 @@
                 Margin="10,10,10,0"
                 ClickAction="SafetyOpenBrowser"
                 Markdown="{Binding UpdateInfo}"
-                PreviewMouseWheel="{s:Action HandlePreviewMouseWheel,
+                PreviewMouseWheel="{s:Action RouteMouseWheelToParent,
                                              Target={x:Type helper:MouseWheelHelper}}">
                 <mdxam:MarkdownScrollViewer.MarkdownStyle>
                     <StaticResource ResourceKey="MdXamlStyle" />
diff --git a/src/MaaWpfGui/Views/UserControl/Settings/PerformanceUserControl.xaml b/src/MaaWpfGui/Views/UserControl/Settings/PerformanceUserControl.xaml
index 57c7ee93d3..dd56ad685e 100644
--- a/src/MaaWpfGui/Views/UserControl/Settings/PerformanceUserControl.xaml
+++ b/src/MaaWpfGui/Views/UserControl/Settings/PerformanceUserControl.xaml
@@ -34,6 +34,8 @@
             HorizontalAlignment="Center"
             VerticalAlignment="Center"
             ItemsSource="{Binding GpuOptions}"
+            PreviewMouseWheel="{s:Action DisableComboBoxScrollWhenClosed,
+                                         Target={x:Type helper:MouseWheelHelper}}"
             SelectedValue="{Binding ActiveGpuOption}">
             <hc:ComboBox.ItemContainerStyle>
                 <Style BasedOn="{StaticResource ComboBoxItemBaseStyle}" TargetType="ComboBoxItem">
diff --git a/src/MaaWpfGui/Views/UserControl/TaskQueue/InfrastSettingsUserControl.xaml b/src/MaaWpfGui/Views/UserControl/TaskQueue/InfrastSettingsUserControl.xaml
index d21d759bf8..b00500cffa 100644
--- a/src/MaaWpfGui/Views/UserControl/TaskQueue/InfrastSettingsUserControl.xaml
+++ b/src/MaaWpfGui/Views/UserControl/TaskQueue/InfrastSettingsUserControl.xaml
@@ -125,7 +125,7 @@
                 dd:DragDrop.IsDragSource="True"
                 dd:DragDrop.IsDropTarget="True"
                 ItemsSource="{Binding Path=InfrastItemViewModels}"
-                PreviewMouseWheel="{s:Action HandlePreviewMouseWheel,
+                PreviewMouseWheel="{s:Action RouteMouseWheelToParent,
                                              Target={x:Type helper:MouseWheelHelper}}"
                 ToolTip="{DynamicResource LabelSequenceTip}">
                 <ListBox.ItemTemplate>