0.3.10

自习时段加入
2026-06-20 23:54:26 +08:00 · 2026-03-04 20:58:17 +08:00
parent 40ddcd399d
commit 9ec879cc17
16 changed files with 945 additions and 20 deletions
--- a/LanMountainDesktop/App.axaml
+++ b/LanMountainDesktop/App.axaml
@@ -2,6 +2,7 @@
             xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
             xmlns:sty="using:FluentAvalonia.Styling"
             xmlns:fi="using:FluentIcons.Avalonia"
+             xmlns:mi="clr-namespace:Material.Icons.Avalonia;assembly=Material.Icons.Avalonia"
             x:Class="LanMountainDesktop.App"
             xmlns:local="using:LanMountainDesktop"
             RequestedThemeVariant="Default">
@@ -17,6 +18,7 @@
  
    <Application.Styles>
        <sty:FluentAvaloniaTheme />
+        <mi:MaterialIconStyles />
        <StyleInclude Source="avares://LanMountainDesktop/Styles/GlassModule.axaml" />
        <StyleInclude Source="avares://LanMountainDesktop/Styles/SettingsAnimations.axaml" />

@@ -58,5 +60,13 @@
        <Style Selector="fi|SymbolIcon.icon-l, fi|FluentIcon.icon-l">
            <Setter Property="FontSize" Value="20" />
        </Style>
+
+        <Style Selector="mi|MaterialIcon">
+            <Setter Property="Foreground" Value="{DynamicResource AdaptiveTextPrimaryBrush}" />
+            <Setter Property="Width" Value="20" />
+            <Setter Property="Height" Value="20" />
+            <Setter Property="HorizontalAlignment" Value="Center" />
+            <Setter Property="VerticalAlignment" Value="Center" />
+        </Style>
    </Application.Styles>
 </Application>
--- a/LanMountainDesktop/ComponentSystem/BuiltInComponentIds.cs
+++ b/LanMountainDesktop/ComponentSystem/BuiltInComponentIds.cs
@@ -19,6 +19,7 @@ public static class BuiltInComponentIds
    public const string DesktopStudyScoreOverview = "DesktopStudyScoreOverview";
    public const string DesktopStudyDeductionReasons = "DesktopStudyDeductionReasons";
    public const string DesktopStudyInterruptDensity = "DesktopStudyInterruptDensity";
+    public const string DesktopStudySessionControl = "DesktopStudySessionControl";
    public const string Blank2x4 = "Blank2x4";
    public const string Date = "Date";
    public const string MonthCalendar = "MonthCalendar";
--- a/LanMountainDesktop/ComponentSystem/ComponentRegistry.cs
+++ b/LanMountainDesktop/ComponentSystem/ComponentRegistry.cs
@@ -131,6 +131,15 @@ public sealed class ComponentRegistry
                AllowStatusBarPlacement: false,
                AllowDesktopPlacement: true,
                ResizeMode: DesktopComponentResizeMode.Free),
+            new DesktopComponentDefinition(
+                BuiltInComponentIds.DesktopStudySessionControl,
+                "Study Session",
+                "Play",
+                "Study",
+                MinWidthCells: 2,
+                MinHeightCells: 1,
+                AllowStatusBarPlacement: false,
+                AllowDesktopPlacement: true),
            new DesktopComponentDefinition(
                BuiltInComponentIds.DesktopStudyNoiseCurve,
                "Noise Curve",
--- a/LanMountainDesktop/LanMountainDesktop.csproj
+++ b/LanMountainDesktop/LanMountainDesktop.csproj
@@ -52,6 +52,7 @@
    <PackageReference Include="FluentAvaloniaUI" Version="2.5.0" />
    <PackageReference Include="FluentIcons.Avalonia" Version="2.0.319" />
    <PackageReference Include="FluentIcons.Avalonia.Fluent" Version="2.0.319" />
+    <PackageReference Include="Material.Icons.Avalonia" Version="2.4.1" />
    <PackageReference Include="LibVLCSharp.Avalonia" Version="3.9.5" />
    <PackageReference Include="PortAudioSharp2" Version="1.0.6" />
    <PackageReference Include="System.Runtime.WindowsRuntime" Version="4.7.0" />
--- a/LanMountainDesktop/Localization/en-US.json
+++ b/LanMountainDesktop/Localization/en-US.json
@@ -234,6 +234,7 @@
    "component.browser":  "Browser",
    "component.holiday_calendar":  "Holiday Calendar",
    "component.study_environment":  "Environment",
+    "component.study_session_control":  "Study Session Control",
    "component.study_noise_curve":  "Noise Curve",
    "component.study_noise_distribution":  "Noise Distribution",
    "component.study_score_overview":  "Study Score Overview",
@@ -290,6 +291,15 @@
    "study.environment.settings.show_display_db":  "Show display dB",
    "study.environment.settings.show_dbfs":  "Show dBFS",
    "study.environment.settings.hint":  "At least one display mode must stay enabled.",
+    "study.session_control.action.start":  "Start Study Session",
+    "study.session_control.action.stop":  "Stop Study Session",
+    "study.session_control.idle_hint":  "Tap the right button to start",
+    "study.session_control.report_preview":  "Preview Report",
+    "study.session_control.report_confirm_hint":  "Tap right button to confirm",
+    "study.session_control.running_elapsed_format":  "Elapsed {0}",
+    "study.session_control.last_session_format":  "Last {0}",
+    "study.session_control.start_failed":  "Unable to start session",
+    "study.session_control.stop_failed":  "Unable to stop session",
    "study.noise_curve.value_format":  "{0:F1} dB",
    "study.noise_curve.axis.now":  "Now",
    "study.noise_distribution.title":  "Noise Level Distribution",
--- a/LanMountainDesktop/Localization/zh-CN.json
+++ b/LanMountainDesktop/Localization/zh-CN.json
@@ -234,6 +234,7 @@
    "component.browser":  "浏览器",
    "component.holiday_calendar":  "节假日日历",
    "component.study_environment":  "环境",
+    "component.study_session_control":  "自习时段控制",
    "component.study_noise_curve":  "噪音曲线",
    "component.study_noise_distribution":  "噪音等级分布",
    "component.study_score_overview":  "自习评分总览",
@@ -290,6 +291,15 @@
    "study.environment.settings.show_display_db":  "显示 display dB",
    "study.environment.settings.show_dbfs":  "显示 dBFS",
    "study.environment.settings.hint":  "至少启用一种显示方式。",
+    "study.session_control.action.start":  "开始自习时段",
+    "study.session_control.action.stop":  "结束自习时段",
+    "study.session_control.idle_hint":  "点击右侧按钮开始",
+    "study.session_control.report_preview":  "预览报告",
+    "study.session_control.report_confirm_hint":  "点击右侧确定结束查看",
+    "study.session_control.running_elapsed_format":  "已进行 {0}",
+    "study.session_control.last_session_format":  "上次时段 {0}",
+    "study.session_control.start_failed":  "启动失败",
+    "study.session_control.stop_failed":  "结束失败",
    "study.noise_curve.value_format":  "{0:F1} dB",
    "study.noise_curve.axis.now":  "现在",
    "study.noise_distribution.title":  "噪音等级分布",
--- a/LanMountainDesktop/Views/Components/DesktopComponentRuntimeRegistry.cs
+++ b/LanMountainDesktop/Views/Components/DesktopComponentRuntimeRegistry.cs
@@ -179,6 +179,11 @@ public sealed class DesktopComponentRuntimeRegistry
                    "component.study_environment",
                    () => new StudyEnvironmentWidget(),
                    cellSize => Math.Clamp(cellSize * 0.36, 12, 26)),
+                new DesktopComponentRuntimeRegistration(
+                    BuiltInComponentIds.DesktopStudySessionControl,
+                    "component.study_session_control",
+                    () => new StudySessionControlWidget(),
+                    cellSize => Math.Clamp(cellSize * 0.36, 10, 24)),
                new DesktopComponentRuntimeRegistration(
                    BuiltInComponentIds.DesktopStudyNoiseCurve,
                    "component.study_noise_curve",
--- a/LanMountainDesktop/Views/Components/StudyDeductionReasonsWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyDeductionReasonsWidget.axaml.cs
@@ -141,14 +141,18 @@ public partial class StudyDeductionReasonsWidget : UserControl, IDesktopComponen
        ApplyTypographyByBackground(panelColor);

        var isSessionRunning = snapshot.Session.State == StudySessionRuntimeState.Running;
-        ModeTextBlock.Text = isSessionRunning
+        var isSessionReport = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        var isSessionView = isSessionRunning || isSessionReport;
+        ModeTextBlock.Text = isSessionView
            ? L("study.deduction.mode.session", "Session")
            : L("study.deduction.mode.realtime", "Realtime");
-        ApplyModeBadgeColor(panelColor, isSessionRunning ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));
+        ApplyModeBadgeColor(panelColor, isSessionView ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));

        ApplyLocalizedLabels();

-        var metrics = ComputeRealtimeDeduction(snapshot);
+        var metrics = isSessionReport && snapshot.LastSessionReport is not null
+            ? ComputeReportDeduction(snapshot.LastSessionReport, snapshot.Config)
+            : ComputeRealtimeDeduction(snapshot);
        if (metrics is null)
        {
            ApplyUnavailableMetrics();
@@ -407,6 +411,24 @@ public partial class StudyDeductionReasonsWidget : UserControl, IDesktopComponen
            SegmentsPerMin: Math.Round(segmentsPerMin, 3));
    }

+    private static DeductionMetrics? ComputeReportDeduction(StudySessionReport report, StudyAnalyticsConfig config)
+    {
+        if (!StudySessionReportProjection.TryAggregate(report, config, out var aggregate))
+        {
+            return null;
+        }
+
+        return new DeductionMetrics(
+            SustainedPenalty: aggregate.SustainedPenalty,
+            TimePenalty: aggregate.TimePenalty,
+            SegmentPenalty: aggregate.SegmentPenalty,
+            TotalPenalty: aggregate.TotalPenalty,
+            Score: aggregate.Score,
+            P50Dbfs: aggregate.P50Dbfs,
+            OverRatio: aggregate.OverRatio,
+            SegmentsPerMin: aggregate.SegmentsPerMin);
+    }
+
    private static double Percentile(double[] sortedValues, double percentile)
    {
        if (sortedValues.Length == 0)
--- a/LanMountainDesktop/Views/Components/StudyEnvironmentWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyEnvironmentWidget.axaml.cs
@@ -140,8 +140,46 @@ public partial class StudyEnvironmentWidget : UserControl, IDesktopComponentWidg
    private void RefreshVisual()
    {
        var snapshot = _studyAnalyticsService.GetSnapshot();
+        var isSessionReport = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;

        StatusTitleTextBlock.Text = L("study.environment.status_label", "Environment");
+
+        if (isSessionReport && snapshot.LastSessionReport is not null)
+        {
+            StatusValueTextBlock.Text = L("study.score_overview.mode.session", "Session");
+            StatusValueTextBlock.Foreground = TryResolveThemeBrush("AdaptiveTextPrimaryBrush", "#FFEFF3FF");
+
+            if (!StudySessionReportProjection.TryAggregate(snapshot.LastSessionReport, snapshot.Config, out var aggregate))
+            {
+                NoiseValueTextBlock.Text = L("study.environment.value.unavailable", "--");
+                NoiseSubValueTextBlock.IsVisible = false;
+                UpdateAdaptiveLayout();
+                return;
+            }
+
+            var reportShowDisplay = _showDisplayDb;
+            var reportShowDbfs = _showDbfs;
+            if (!reportShowDisplay && !reportShowDbfs)
+            {
+                reportShowDisplay = true;
+            }
+
+            if (reportShowDisplay && reportShowDbfs)
+            {
+                NoiseValueTextBlock.Text = FormatDisplayDb(aggregate.AverageDisplayDb);
+                NoiseSubValueTextBlock.Text = FormatDbfs(aggregate.AverageDbfs);
+                NoiseSubValueTextBlock.IsVisible = true;
+                return;
+            }
+
+            NoiseValueTextBlock.Text = reportShowDisplay
+                ? FormatDisplayDb(aggregate.AverageDisplayDb)
+                : FormatDbfs(aggregate.AverageDbfs);
+            NoiseSubValueTextBlock.IsVisible = false;
+            UpdateAdaptiveLayout();
+            return;
+        }
+
        StatusValueTextBlock.Text = ResolveStatusText(snapshot);
        StatusValueTextBlock.Foreground = ResolveStatusBrush(snapshot);

--- a/LanMountainDesktop/Views/Components/StudyInterruptDensityWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyInterruptDensityWidget.axaml.cs
@@ -164,14 +164,24 @@ public partial class StudyInterruptDensityWidget : UserControl, IDesktopComponen
        ApplyLocalizedLabels();

        var isSessionRunning = snapshot.Session.State == StudySessionRuntimeState.Running;
-        ModeTextBlock.Text = isSessionRunning
+        var isSessionReport = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        var isSessionView = isSessionRunning || isSessionReport;
+        ModeTextBlock.Text = isSessionView
            ? L("study.interrupt_density.mode.session", "Session")
            : L("study.interrupt_density.mode.realtime", "Realtime");
-        ApplyModeBadgeColor(panelColor, isSessionRunning ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));
+        ApplyModeBadgeColor(panelColor, isSessionView ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));

-        var metrics = isSessionRunning
-            ? ComputeSessionDensity(snapshot)
-            : ComputeRealtimeDensity(snapshot);
+        InterruptDensityMetrics? metrics;
+        if (isSessionReport && snapshot.LastSessionReport is not null)
+        {
+            metrics = ComputeReportDensity(snapshot.LastSessionReport, snapshot.Config);
+        }
+        else
+        {
+            metrics = isSessionRunning
+                ? ComputeSessionDensity(snapshot)
+                : ComputeRealtimeDensity(snapshot);
+        }

        if (metrics is null)
        {
@@ -429,6 +439,23 @@ public partial class StudyInterruptDensityWidget : UserControl, IDesktopComponen
            LevelKind: levelKind);
    }

+    private static InterruptDensityMetrics? ComputeReportDensity(StudySessionReport report, StudyAnalyticsConfig config)
+    {
+        if (!StudySessionReportProjection.TryAggregate(report, config, out var aggregate))
+        {
+            return null;
+        }
+
+        var threshold = Math.Max(1, config.MaxSegmentsPerMin);
+        var levelKind = ResolveLevelKind(aggregate.SegmentsPerMin, threshold);
+        return new InterruptDensityMetrics(
+            DensityPerMin: Math.Round(aggregate.SegmentsPerMin, 2),
+            SegmentCount: aggregate.SegmentCount,
+            Duration: aggregate.Duration,
+            ThresholdPerMin: threshold,
+            LevelKind: levelKind);
+    }
+
    private static DensityLevelKind ResolveLevelKind(double densityPerMin, double thresholdPerMin)
    {
        var ratio = densityPerMin / Math.Max(1, thresholdPerMin);
--- a/LanMountainDesktop/Views/Components/StudyNoiseCurveWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyNoiseCurveWidget.axaml.cs
@@ -247,6 +247,31 @@ public partial class StudyNoiseCurveWidget : UserControl, IDesktopComponentWidge
        var panelColor = ResolvePanelBackgroundColor();
        ApplyTypographyByBackground(panelColor);

+        var isSessionReport = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        if (isSessionReport && snapshot.LastSessionReport is not null)
+        {
+            StatusTextBlock.Text = L("study.score_overview.mode.session", "Session");
+            ApplyStatusBadgeStyle(StatusVisualKind.Quiet, panelColor);
+
+            var reportPoints = StudySessionReportProjection.BuildSyntheticRealtimePoints(snapshot.LastSessionReport, snapshot.Config);
+            ChartControl.UpdateSeries(reportPoints);
+            UpdateXAxisLabels(reportPoints);
+
+            if (StudySessionReportProjection.TryAggregate(snapshot.LastSessionReport, snapshot.Config, out var aggregate))
+            {
+                RealtimeValueTextBlock.Text = string.Format(
+                    CultureInfo.InvariantCulture,
+                    L("study.noise_curve.value_format", "{0:F1} dB"),
+                    aggregate.AverageDisplayDb);
+            }
+            else
+            {
+                RealtimeValueTextBlock.Text = L("study.environment.value.unavailable", "--");
+            }
+
+            return;
+        }
+
        var statusKind = ResolveStatusVisualKind(snapshot);
        StatusTextBlock.Text = ResolveStatusText(snapshot);
        ApplyStatusBadgeStyle(statusKind, panelColor);
@@ -264,7 +289,7 @@ public partial class StudyNoiseCurveWidget : UserControl, IDesktopComponentWidge
        }

        ChartControl.UpdateSeries(snapshot.RealtimeBuffer);
-        UpdateXAxisLabels(snapshot);
+        UpdateXAxisLabels(snapshot.RealtimeBuffer);
    }

    private void ApplyTypographyByBackground(Color panelColor)
@@ -454,9 +479,8 @@ public partial class StudyNoiseCurveWidget : UserControl, IDesktopComponentWidge
        return 0.2126 * r + 0.7152 * g + 0.0722 * b;
    }

-    private void UpdateXAxisLabels(StudyAnalyticsSnapshot snapshot)
+    private void UpdateXAxisLabels(IReadOnlyList<NoiseRealtimePoint> buffer)
    {
-        var buffer = snapshot.RealtimeBuffer;
        if (buffer.Count < 2)
        {
            ApplyDefaultXAxisLabels();
--- a/LanMountainDesktop/Views/Components/StudyNoiseDistributionWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyNoiseDistributionWidget.axaml.cs
@@ -1,4 +1,4 @@
-using System;
+using System;
 using System.Collections.Generic;
 using System.Globalization;
 using System.Linq;
@@ -163,15 +163,21 @@ public partial class StudyNoiseDistributionWidget : UserControl, IDesktopCompone
        ApplyLocalizedAxisLabels();

        var isSessionRunning = snapshot.Session.State == StudySessionRuntimeState.Running;
-        ModeTextBlock.Text = isSessionRunning
+        var isSessionReport = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        var isSessionView = isSessionRunning || isSessionReport;
+        ModeTextBlock.Text = isSessionView
            ? L("study.noise_distribution.mode.session", "Session")
            : L("study.noise_distribution.mode.realtime", "Realtime");
-        ApplyModeBadgeColor(panelColor, isSessionRunning ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));
+        ApplyModeBadgeColor(panelColor, isSessionView ? Color.Parse("#FF0F6B49") : Color.Parse("#FF2F5DA8"));

-        ChartControl.UpdateSeries(snapshot.RealtimeBuffer, snapshot.Config.BaselineDb);
-        UpdateXAxisLabels(snapshot);
+        var points = isSessionReport && snapshot.LastSessionReport is not null
+            ? StudySessionReportProjection.BuildSyntheticRealtimePoints(snapshot.LastSessionReport, snapshot.Config)
+            : snapshot.RealtimeBuffer;

-        var stats = ComputeDistributionStats(snapshot.RealtimeBuffer, snapshot.Config.BaselineDb);
+        ChartControl.UpdateSeries(points, snapshot.Config.BaselineDb);
+        UpdateXAxisLabels(points);
+
+        var stats = ComputeDistributionStats(points, snapshot.Config.BaselineDb);
        if (stats is null)
        {
            SummaryTextBlock.Text = string.Format(
@@ -497,9 +503,8 @@ public partial class StudyNoiseDistributionWidget : UserControl, IDesktopCompone
        return 0.2126 * r + 0.7152 * g + 0.0722 * b;
    }

-    private void UpdateXAxisLabels(StudyAnalyticsSnapshot snapshot)
+    private void UpdateXAxisLabels(IReadOnlyList<NoiseRealtimePoint> buffer)
    {
-        var buffer = snapshot.RealtimeBuffer;
        if (buffer.Count < 2)
        {
            ApplyDefaultXAxisLabels();
@@ -600,3 +605,5 @@ public partial class StudyNoiseDistributionWidget : UserControl, IDesktopCompone
        return _localizationService.GetString(_languageCode, key, fallback);
    }
 }
+
+
--- a/LanMountainDesktop/Views/Components/StudyScoreOverviewWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudyScoreOverviewWidget.axaml.cs
@@ -154,7 +154,7 @@ public partial class StudyScoreOverviewWidget : UserControl, IDesktopComponentWi
        ApplyTypographyByBackground(panelColor);

        var realtimeScore = ComputeRealtimeScore(snapshot);
-        if (realtimeScore is { } score)
+        if (snapshot.DataMode == StudyDataMode.Realtime && realtimeScore is { } score)
        {
            PushRealtimeScore(score, DateTimeOffset.UtcNow);
        }
@@ -166,6 +166,12 @@ public partial class StudyScoreOverviewWidget : UserControl, IDesktopComponentWi
            return;
        }

+        if (snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null)
+        {
+            ApplySessionReportMode(snapshot, panelColor);
+            return;
+        }
+
        ApplyRealtimeMode(snapshot, realtimeScore, panelColor);
    }

@@ -199,6 +205,24 @@ public partial class StudyScoreOverviewWidget : UserControl, IDesktopComponentWi
        MaximumValueTextBlock.Text = FormatScoreOrUnavailable(historyStats.Maximum);
    }

+    private void ApplySessionReportMode(StudyAnalyticsSnapshot snapshot, Color panelColor)
+    {
+        var report = snapshot.LastSessionReport;
+        if (report is null)
+        {
+            ApplyRealtimeMode(snapshot, realtimeScore: null, panelColor);
+            return;
+        }
+
+        ModeTextBlock.Text = L("study.score_overview.mode.session", "Session");
+        ApplyModeBadgeColor(panelColor, Color.Parse("#FF0F6B49"));
+
+        CurrentScoreTextBlock.Text = FormatScoreOrUnavailable(report.Metrics.CurrentScore);
+        AverageValueTextBlock.Text = FormatScoreOrUnavailable(report.Metrics.AvgScore);
+        MinimumValueTextBlock.Text = FormatScoreOrUnavailable(report.Metrics.MinScore);
+        MaximumValueTextBlock.Text = FormatScoreOrUnavailable(report.Metrics.MaxScore);
+    }
+
    private void ApplyLocalizedLabels()
    {
        TitleTextBlock.Text = L("study.score_overview.title", "Study Score");
--- a/LanMountainDesktop/Views/Components/StudySessionControlWidget.axaml
+++ b/LanMountainDesktop/Views/Components/StudySessionControlWidget.axaml
@@ -0,0 +1,58 @@
+<UserControl xmlns="https://github.com/avaloniaui"
+             xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+             xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
+             xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
+             xmlns:mi="clr-namespace:Material.Icons.Avalonia;assembly=Material.Icons.Avalonia"
+             mc:Ignorable="d"
+             d:DesignWidth="300"
+             d:DesignHeight="150"
+             x:Class="LanMountainDesktop.Views.Components.StudySessionControlWidget">
+    <Border x:Name="RootBorder"
+            Classes="glass-strong"
+            CornerRadius="18"
+            Padding="14,10"
+            ClipToBounds="True">
+        <Grid x:Name="LayoutGrid"
+              ColumnDefinitions="*,Auto"
+              ColumnSpacing="10">
+            <StackPanel x:Name="LeftTextStack"
+                        Spacing="2"
+                        VerticalAlignment="Center">
+                <TextBlock x:Name="PrimaryTextBlock"
+                           Text="Start Study Session"
+                           FontSize="17"
+                           FontWeight="SemiBold"
+                           MaxLines="1"
+                           TextTrimming="CharacterEllipsis" />
+                <TextBlock x:Name="SecondaryTextBlock"
+                           Text="Tap icon to start"
+                           FontSize="11"
+                           MaxLines="1"
+                           TextTrimming="CharacterEllipsis" />
+            </StackPanel>
+
+            <Button x:Name="ActionButton"
+                    Grid.Column="1"
+                    Width="48"
+                    Height="48"
+                    Padding="0"
+                    Background="Transparent"
+                    BorderThickness="0"
+                    Cursor="Hand"
+                    Click="OnActionButtonClick">
+                <Border x:Name="ActionIconBorder"
+                        Width="48"
+                        Height="48"
+                        CornerRadius="24"
+                        Background="#2DFFFFFF"
+                        BorderBrush="#40FFFFFF"
+                        BorderThickness="1">
+                    <mi:MaterialIcon x:Name="ActionIcon"
+                                     Kind="Play"
+                                     Width="22"
+                                     Height="22" />
+                </Border>
+            </Button>
+        </Grid>
+    </Border>
+</UserControl>
--- a/LanMountainDesktop/Views/Components/StudySessionControlWidget.axaml.cs
+++ b/LanMountainDesktop/Views/Components/StudySessionControlWidget.axaml.cs
@@ -0,0 +1,471 @@
+using System;
+using System.Collections.Generic;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Media;
+using Avalonia.Threading;
+using LanMountainDesktop.Models;
+using LanMountainDesktop.Services;
+using LanMountainDesktop.Theme;
+using Material.Icons;
+
+namespace LanMountainDesktop.Views.Components;
+
+public partial class StudySessionControlWidget : UserControl, IDesktopComponentWidget, IDesktopPageVisibilityAwareComponentWidget
+{
+    private static readonly Color[] PrimaryColorCandidates =
+    {
+        Color.Parse("#FFEAF5FF"),
+        Color.Parse("#FFDDEEFF"),
+        Color.Parse("#FFCEE3FA"),
+        Color.Parse("#FF1B2E45"),
+        Color.Parse("#FF233A54"),
+        Color.Parse("#FFFFFFFF"),
+        Color.Parse("#FF101C2A")
+    };
+
+    private static readonly Color[] SecondaryColorCandidates =
+    {
+        Color.Parse("#FFC7D9EC"),
+        Color.Parse("#FFBAD0E8"),
+        Color.Parse("#FFD9E8F6"),
+        Color.Parse("#FF2F4763"),
+        Color.Parse("#FF385673"),
+        Color.Parse("#FFEAF3FA"),
+        Color.Parse("#FF1A2C40")
+    };
+
+    private static readonly Color[] WarningColorCandidates =
+    {
+        Color.Parse("#FFFFD4D4"),
+        Color.Parse("#FFFEE2E2"),
+        Color.Parse("#FF7F1D1D"),
+        Color.Parse("#FF991B1B"),
+        Color.Parse("#FFFFFFFF"),
+        Color.Parse("#FF111827")
+    };
+
+    private static readonly Color DarkSubstrate = Color.Parse("#FF0B1220");
+    private static readonly Color LightSubstrate = Color.Parse("#FFF1F5FA");
+
+    private readonly IStudyAnalyticsService _studyAnalyticsService = StudyAnalyticsServiceFactory.CreateDefault();
+    private readonly StudyAnalyticsMonitoringLeaseCoordinator _monitoringLeaseCoordinator = StudyAnalyticsMonitoringLeaseCoordinatorFactory.CreateDefault();
+    private readonly AppSettingsService _settingsService = new();
+    private readonly LocalizationService _localizationService = new();
+    private readonly DispatcherTimer _uiTimer = new()
+    {
+        Interval = TimeSpan.FromMilliseconds(250)
+    };
+
+    private double _currentCellSize = 48;
+    private string _languageCode = "zh-CN";
+    private bool _isAttached;
+    private bool _isOnActivePage = true;
+    private bool _isCompactMode;
+    private bool _isUltraCompactMode;
+    private IDisposable? _monitoringLease;
+    private string? _transientMessage;
+    private DateTimeOffset _transientMessageExpireAt;
+
+    public StudySessionControlWidget()
+    {
+        InitializeComponent();
+
+        _uiTimer.Tick += OnUiTimerTick;
+        AttachedToVisualTree += OnAttachedToVisualTree;
+        DetachedFromVisualTree += OnDetachedFromVisualTree;
+        SizeChanged += OnSizeChanged;
+
+        ReloadLanguageCode();
+        ApplyCellSize(_currentCellSize);
+        RefreshVisual();
+    }
+
+    public void ApplyCellSize(double cellSize)
+    {
+        _currentCellSize = Math.Max(1, cellSize);
+        UpdateAdaptiveLayout();
+    }
+
+    public void SetDesktopPageContext(bool isOnActivePage, bool isEditMode)
+    {
+        _ = isEditMode;
+        _isOnActivePage = isOnActivePage;
+        UpdateMonitoringLeaseState();
+        UpdateTimerState();
+    }
+
+    private void OnAttachedToVisualTree(object? sender, VisualTreeAttachmentEventArgs e)
+    {
+        _isAttached = true;
+        ReloadLanguageCode();
+        UpdateMonitoringLeaseState();
+        UpdateTimerState();
+        RefreshVisual();
+    }
+
+    private void OnDetachedFromVisualTree(object? sender, VisualTreeAttachmentEventArgs e)
+    {
+        _isAttached = false;
+        _monitoringLease?.Dispose();
+        _monitoringLease = null;
+        _uiTimer.Stop();
+    }
+
+    private void OnSizeChanged(object? sender, SizeChangedEventArgs e)
+    {
+        UpdateAdaptiveLayout();
+        ApplyTypographyByBackground(ResolvePanelBackgroundColor());
+    }
+
+    private void OnUiTimerTick(object? sender, EventArgs e)
+    {
+        RefreshVisual();
+    }
+
+    private void UpdateTimerState()
+    {
+        if (_isAttached && _isOnActivePage)
+        {
+            if (!_uiTimer.IsEnabled)
+            {
+                _uiTimer.Start();
+            }
+
+            return;
+        }
+
+        _uiTimer.Stop();
+    }
+
+    private void UpdateMonitoringLeaseState()
+    {
+        var shouldMonitor = _isAttached && _isOnActivePage;
+        if (shouldMonitor)
+        {
+            _monitoringLease ??= _monitoringLeaseCoordinator.AcquireLease();
+            return;
+        }
+
+        _monitoringLease?.Dispose();
+        _monitoringLease = null;
+    }
+
+    private void OnActionButtonClick(object? sender, Avalonia.Interactivity.RoutedEventArgs e)
+    {
+        var snapshot = _studyAnalyticsService.GetSnapshot();
+        var isReportViewing = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        if (isReportViewing)
+        {
+            _studyAnalyticsService.ClearLastSessionReport();
+            _transientMessage = null;
+            RefreshVisual();
+            return;
+        }
+
+        var isRunning = snapshot.Session.State == StudySessionRuntimeState.Running;
+
+        var success = isRunning
+            ? _studyAnalyticsService.StopStudySession()
+            : _studyAnalyticsService.StartStudySession();
+
+        if (!success)
+        {
+            _transientMessage = isRunning
+                ? L("study.session_control.stop_failed", "Unable to stop session")
+                : L("study.session_control.start_failed", "Unable to start session");
+            _transientMessageExpireAt = DateTimeOffset.UtcNow.AddSeconds(2.2);
+        }
+        else
+        {
+            _transientMessage = null;
+        }
+
+        RefreshVisual();
+    }
+
+    private void RefreshVisual()
+    {
+        var snapshot = _studyAnalyticsService.GetSnapshot();
+        var now = DateTimeOffset.UtcNow;
+        var panelColor = ResolvePanelBackgroundColor();
+        ApplyTypographyByBackground(panelColor);
+
+        if (_transientMessage is not null && now > _transientMessageExpireAt)
+        {
+            _transientMessage = null;
+        }
+
+        var isReportViewing = snapshot.DataMode == StudyDataMode.SessionReport && snapshot.LastSessionReport is not null;
+        if (isReportViewing)
+        {
+            PrimaryTextBlock.Text = L("study.session_control.report_preview", "Preview Report");
+            SecondaryTextBlock.Text = _transientMessage ?? L("study.session_control.report_confirm_hint", "Tap right button to confirm");
+            ActionIcon.Kind = MaterialIconKind.Check;
+            ApplyActionBadgeStyle(panelColor, Color.Parse("#FF34D399"));
+            ApplyTransientWarningTintIfNeeded(panelColor);
+            return;
+        }
+
+        var isRunning = snapshot.Session.State == StudySessionRuntimeState.Running;
+        if (isRunning)
+        {
+            PrimaryTextBlock.Text = L("study.session_control.action.stop", "Stop Study Session");
+            SecondaryTextBlock.Text = _transientMessage ?? string.Format(
+                L("study.session_control.running_elapsed_format", "Elapsed {0}"),
+                FormatElapsed(snapshot.Session.Elapsed));
+            ActionIcon.Kind = MaterialIconKind.Stop;
+            ApplyActionBadgeStyle(panelColor, Color.Parse("#FFF97373"));
+            ApplyTransientWarningTintIfNeeded(panelColor);
+            return;
+        }
+
+        PrimaryTextBlock.Text = L("study.session_control.action.start", "Start Study Session");
+        SecondaryTextBlock.Text = _transientMessage ?? ResolveIdleHint(snapshot);
+        ActionIcon.Kind = MaterialIconKind.Play;
+        ApplyActionBadgeStyle(panelColor, Color.Parse("#FF60A5FA"));
+        ApplyTransientWarningTintIfNeeded(panelColor);
+    }
+
+    private string ResolveIdleHint(StudyAnalyticsSnapshot snapshot)
+    {
+        if (snapshot.State == StudyAnalyticsRuntimeState.Unsupported)
+        {
+            return L("study.environment.status.unsupported", "Unsupported");
+        }
+
+        if (snapshot.State == StudyAnalyticsRuntimeState.Error || snapshot.StreamStatus == NoiseStreamStatus.Error)
+        {
+            return L("study.environment.status.error", "Error");
+        }
+
+        if (snapshot.Session.State == StudySessionRuntimeState.Completed && snapshot.LastSessionReport is not null)
+        {
+            return string.Format(
+                L("study.session_control.last_session_format", "Last {0}"),
+                FormatElapsed(snapshot.LastSessionReport.Duration));
+        }
+
+        return L("study.session_control.idle_hint", "Tap the right button to start");
+    }
+
+    private void UpdateAdaptiveLayout()
+    {
+        var cellScale = Math.Clamp(_currentCellSize / 48d, 0.78, 2.4);
+        var widthScale = Bounds.Width > 1 ? Bounds.Width / 280d : cellScale;
+        var heightScale = Bounds.Height > 1 ? Bounds.Height / 140d : cellScale;
+        var boundsScale = Math.Clamp(Math.Min(widthScale, heightScale), 0.56, 2.2);
+        var scale = Math.Clamp(Math.Min(cellScale, boundsScale * 1.05), 0.56, 2.2);
+
+        _isCompactMode = scale < 0.92 || (Bounds.Width > 1 && Bounds.Width < 220) || (Bounds.Height > 1 && Bounds.Height < 92);
+        _isUltraCompactMode = scale < 0.74 || (Bounds.Width > 1 && Bounds.Width < 180) || (Bounds.Height > 1 && Bounds.Height < 76);
+
+        var compactMultiplier = _isUltraCompactMode ? 0.78 : _isCompactMode ? 0.90 : 1.0;
+        RootBorder.CornerRadius = new CornerRadius(Math.Clamp(_currentCellSize * 0.34, 10, 28));
+        RootBorder.Padding = new Thickness(
+            Math.Clamp(14 * scale * compactMultiplier, 7, 22),
+            Math.Clamp(10 * scale * compactMultiplier, 5, 16));
+
+        LayoutGrid.ColumnSpacing = _isUltraCompactMode
+            ? Math.Clamp(6 * scale, 3, 8)
+            : _isCompactMode
+                ? Math.Clamp(8 * scale, 4, 10)
+                : Math.Clamp(10 * scale, 6, 14);
+
+        PrimaryTextBlock.FontSize = Math.Clamp(17 * scale, 10, 30);
+        SecondaryTextBlock.FontSize = Math.Clamp(11 * scale, 8, 18);
+        LeftTextStack.Spacing = _isUltraCompactMode ? 0 : Math.Clamp(2 * scale, 1, 4);
+
+        var buttonSize = Math.Clamp(48 * scale * compactMultiplier, 28, 72);
+        ActionButton.Width = buttonSize;
+        ActionButton.Height = buttonSize;
+        ActionIconBorder.Width = buttonSize;
+        ActionIconBorder.Height = buttonSize;
+        ActionIconBorder.CornerRadius = new CornerRadius(buttonSize / 2d);
+        ActionIcon.Width = Math.Clamp(buttonSize * 0.44, 14, 30);
+        ActionIcon.Height = Math.Clamp(buttonSize * 0.44, 14, 30);
+
+        SecondaryTextBlock.IsVisible = !_isUltraCompactMode;
+    }
+
+    private void ApplyTypographyByBackground(Color panelColor)
+    {
+        var samples = BuildPanelBackgroundSamples(panelColor);
+        var primary = CreateAdaptiveBrush(samples, PrimaryColorCandidates, minContrast: 4.5);
+        var secondary = CreateAdaptiveBrush(samples, SecondaryColorCandidates, minContrast: 4.5);
+
+        PrimaryTextBlock.Foreground = primary;
+        SecondaryTextBlock.Foreground = secondary;
+    }
+
+    private void ApplyTransientWarningTintIfNeeded(Color panelColor)
+    {
+        if (string.IsNullOrWhiteSpace(_transientMessage))
+        {
+            return;
+        }
+
+        var samples = BuildPanelBackgroundSamples(panelColor);
+        SecondaryTextBlock.Foreground = CreateAdaptiveBrush(samples, WarningColorCandidates, minContrast: 4.5);
+    }
+
+    private void ApplyActionBadgeStyle(Color panelColor, Color baseColor)
+    {
+        var panelLuminance = RelativeLuminance(ToOpaqueAgainst(panelColor, DarkSubstrate));
+        var badgeAlpha = panelLuminance > 0.58
+            ? (byte)0xE2
+            : panelLuminance > 0.46
+                ? (byte)0xD8
+                : (byte)0xC8;
+
+        var badgeColor = Color.FromArgb(badgeAlpha, baseColor.R, baseColor.G, baseColor.B);
+        var badgeComposite = ToOpaqueAgainst(badgeColor, ToOpaqueAgainst(panelColor, DarkSubstrate));
+
+        ActionIconBorder.Background = new SolidColorBrush(badgeColor);
+        ActionIconBorder.BorderBrush = new SolidColorBrush(Color.FromArgb(0x96, 0xFF, 0xFF, 0xFF));
+        ActionIcon.Foreground = CreateAdaptiveBrush(new[] { badgeComposite }, PrimaryColorCandidates, minContrast: 4.5);
+    }
+
+    private Color ResolvePanelBackgroundColor()
+    {
+        if (RootBorder.Background is ISolidColorBrush solidBackground)
+        {
+            return solidBackground.Color;
+        }
+
+        if (Resources.TryGetResource("AdaptiveGlassStrongBackgroundBrush", ActualThemeVariant, out var resource) &&
+            resource is ISolidColorBrush solidBrush)
+        {
+            return solidBrush.Color;
+        }
+
+        return Color.Parse("#FF1E293B");
+    }
+
+    private static IReadOnlyList<Color> BuildPanelBackgroundSamples(Color panelColor)
+    {
+        var opaqueOnDark = ToOpaqueAgainst(panelColor, DarkSubstrate);
+        var opaqueOnLight = ToOpaqueAgainst(panelColor, LightSubstrate);
+
+        return
+        [
+            opaqueOnDark,
+            opaqueOnLight,
+            ColorMath.Blend(opaqueOnDark, DarkSubstrate, 0.28),
+            ColorMath.Blend(opaqueOnDark, Color.Parse("#FFFFFFFF"), 0.16),
+            ColorMath.Blend(opaqueOnLight, Color.Parse("#FFFFFFFF"), 0.08),
+            ColorMath.Blend(opaqueOnLight, DarkSubstrate, 0.18)
+        ];
+    }
+
+    private static SolidColorBrush CreateAdaptiveBrush(
+        IReadOnlyList<Color> backgroundSamples,
+        IReadOnlyList<Color> colorCandidates,
+        double minContrast)
+    {
+        if (colorCandidates.Count == 0)
+        {
+            return new SolidColorBrush(Color.Parse("#FFFFFFFF"));
+        }
+
+        for (var i = 0; i < colorCandidates.Count; i++)
+        {
+            var candidate = colorCandidates[i];
+            if (MinContrastRatio(candidate, backgroundSamples) >= minContrast)
+            {
+                return new SolidColorBrush(candidate);
+            }
+        }
+
+        var best = colorCandidates[0];
+        var bestContrast = MinContrastRatio(best, backgroundSamples);
+        for (var i = 1; i < colorCandidates.Count; i++)
+        {
+            var candidate = colorCandidates[i];
+            var contrast = MinContrastRatio(candidate, backgroundSamples);
+            if (contrast > bestContrast)
+            {
+                best = candidate;
+                bestContrast = contrast;
+            }
+        }
+
+        return new SolidColorBrush(best);
+    }
+
+    private static double MinContrastRatio(Color foreground, IReadOnlyList<Color> backgrounds)
+    {
+        if (backgrounds.Count == 0)
+        {
+            return 21;
+        }
+
+        var minimum = double.MaxValue;
+        for (var i = 0; i < backgrounds.Count; i++)
+        {
+            var background = backgrounds[i];
+            var visibleForeground = foreground.A >= 0xFF
+                ? Color.FromArgb(0xFF, foreground.R, foreground.G, foreground.B)
+                : ToOpaqueAgainst(foreground, background);
+
+            var ratio = ColorMath.ContrastRatio(visibleForeground, background);
+            if (ratio < minimum)
+            {
+                minimum = ratio;
+            }
+        }
+
+        return minimum;
+    }
+
+    private static Color ToOpaqueAgainst(Color foreground, Color background)
+    {
+        if (foreground.A >= 0xFF)
+        {
+            return Color.FromArgb(0xFF, foreground.R, foreground.G, foreground.B);
+        }
+
+        var alpha = foreground.A / 255d;
+        var red = (byte)Math.Round((foreground.R * alpha) + (background.R * (1 - alpha)));
+        var green = (byte)Math.Round((foreground.G * alpha) + (background.G * (1 - alpha)));
+        var blue = (byte)Math.Round((foreground.B * alpha) + (background.B * (1 - alpha)));
+        return Color.FromArgb(0xFF, red, green, blue);
+    }
+
+    private static double RelativeLuminance(Color color)
+    {
+        static double ToLinear(byte channel)
+        {
+            var c = channel / 255d;
+            return c <= 0.03928
+                ? c / 12.92
+                : Math.Pow((c + 0.055) / 1.055, 2.4);
+        }
+
+        var r = ToLinear(color.R);
+        var g = ToLinear(color.G);
+        var b = ToLinear(color.B);
+        return 0.2126 * r + 0.7152 * g + 0.0722 * b;
+    }
+
+    private static string FormatElapsed(TimeSpan elapsed)
+    {
+        if (elapsed.TotalHours >= 1)
+        {
+            return elapsed.ToString(@"hh\:mm\:ss");
+        }
+
+        return elapsed.ToString(@"mm\:ss");
+    }
+
+    private void ReloadLanguageCode()
+    {
+        var snapshot = _settingsService.Load();
+        _languageCode = _localizationService.NormalizeLanguageCode(snapshot.LanguageCode);
+    }
+
+    private string L(string key, string fallback)
+    {
+        return _localizationService.GetString(_languageCode, key, fallback);
+    }
+}
--- a/LanMountainDesktop/Views/Components/StudySessionReportProjection.cs
+++ b/LanMountainDesktop/Views/Components/StudySessionReportProjection.cs
@@ -0,0 +1,208 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using LanMountainDesktop.Models;
+
+namespace LanMountainDesktop.Views.Components;
+
+internal readonly record struct StudySessionReportAggregate(
+    TimeSpan Duration,
+    double AverageDisplayDb,
+    double AverageDbfs,
+    double P95DisplayDb,
+    double P50Dbfs,
+    double OverRatio,
+    int SegmentCount,
+    double SegmentsPerMin,
+    double SustainedPenalty,
+    double TimePenalty,
+    double SegmentPenalty,
+    double TotalPenalty,
+    double Score);
+
+internal static class StudySessionReportProjection
+{
+    public static IReadOnlyList<NoiseRealtimePoint> BuildSyntheticRealtimePoints(
+        StudySessionReport report,
+        StudyAnalyticsConfig config,
+        int maxPoints = 360)
+    {
+        if (report.Slices.Count == 0)
+        {
+            return Array.Empty<NoiseRealtimePoint>();
+        }
+
+        var ordered = report.Slices
+            .OrderBy(slice => slice.StartAt)
+            .ToList();
+
+        var synthetic = new List<NoiseRealtimePoint>(ordered.Count * 3);
+        var previousTimestamp = ordered[0].StartAt;
+
+        for (var i = 0; i < ordered.Count; i++)
+        {
+            var slice = ordered[i];
+            var start = slice.StartAt;
+            var end = slice.EndAt > start
+                ? slice.EndAt
+                : start.AddMilliseconds(Math.Max(1, ResolveSliceDurationMs(slice)));
+
+            if (start <= previousTimestamp)
+            {
+                start = previousTimestamp.AddMilliseconds(1);
+            }
+
+            if (end <= start)
+            {
+                end = start.AddMilliseconds(1);
+            }
+
+            var middle = start + TimeSpan.FromTicks(Math.Max(1, (end - start).Ticks / 2));
+            var avgDisplay = Math.Clamp(slice.Display.AvgDb, 20, 100);
+            var p95Display = Math.Clamp(slice.Display.P95Db, 20, 100);
+            var avgDbfs = Math.Clamp(slice.Raw.AvgDbfs, -100, 0);
+            var p95Dbfs = Math.Clamp(slice.Raw.P95Dbfs, -100, 0);
+
+            synthetic.Add(CreatePoint(start, avgDisplay, avgDbfs, config.ScoreThresholdDbfs));
+            synthetic.Add(CreatePoint(middle, p95Display, p95Dbfs, config.ScoreThresholdDbfs));
+            synthetic.Add(CreatePoint(end, avgDisplay, avgDbfs, config.ScoreThresholdDbfs));
+
+            previousTimestamp = end;
+        }
+
+        return DownsampleIfNeeded(synthetic, Math.Max(60, maxPoints));
+    }
+
+    public static bool TryAggregate(
+        StudySessionReport report,
+        StudyAnalyticsConfig config,
+        out StudySessionReportAggregate aggregate)
+    {
+        aggregate = default;
+        if (report.Slices.Count == 0)
+        {
+            return false;
+        }
+
+        var totalDurationMs = 0d;
+        var weightedDisplay = 0d;
+        var weightedDisplayP95 = 0d;
+        var weightedDbfs = 0d;
+        var weightedP50Dbfs = 0d;
+        var weightedOverRatio = 0d;
+        var totalSegments = 0;
+
+        for (var i = 0; i < report.Slices.Count; i++)
+        {
+            var slice = report.Slices[i];
+            var durationMs = ResolveSliceDurationMs(slice);
+            if (durationMs <= 0)
+            {
+                continue;
+            }
+
+            totalDurationMs += durationMs;
+            weightedDisplay += slice.Display.AvgDb * durationMs;
+            weightedDisplayP95 += slice.Display.P95Db * durationMs;
+            weightedDbfs += slice.Raw.AvgDbfs * durationMs;
+            weightedP50Dbfs += slice.Raw.P50Dbfs * durationMs;
+            weightedOverRatio += slice.Raw.OverRatioDbfs * durationMs;
+            totalSegments += Math.Max(0, slice.Raw.SegmentCount);
+        }
+
+        if (totalDurationMs <= 0)
+        {
+            return false;
+        }
+
+        var averageDisplay = weightedDisplay / totalDurationMs;
+        var p95Display = weightedDisplayP95 / totalDurationMs;
+        var averageDbfs = weightedDbfs / totalDurationMs;
+        var p50Dbfs = weightedP50Dbfs / totalDurationMs;
+        var overRatio = Math.Clamp(weightedOverRatio / totalDurationMs, 0, 1);
+        var minutes = Math.Max(1d / 60d, totalDurationMs / 60000d);
+        var segmentsPerMin = totalSegments / minutes;
+
+        var sustainedPenalty = Clamp01((p50Dbfs - config.ScoreThresholdDbfs) / 6d);
+        var timePenalty = Clamp01(overRatio / 0.30d);
+        var segmentPenalty = Clamp01(segmentsPerMin / Math.Max(1, config.MaxSegmentsPerMin));
+        var totalPenalty = (0.40d * sustainedPenalty) + (0.30d * timePenalty) + (0.30d * segmentPenalty);
+        var score = Math.Clamp(100d * (1d - totalPenalty), 0, 100);
+
+        aggregate = new StudySessionReportAggregate(
+            Duration: TimeSpan.FromMilliseconds(totalDurationMs),
+            AverageDisplayDb: Math.Round(averageDisplay, 2),
+            AverageDbfs: Math.Round(averageDbfs, 2),
+            P95DisplayDb: Math.Round(p95Display, 2),
+            P50Dbfs: Math.Round(p50Dbfs, 2),
+            OverRatio: Math.Round(overRatio, 4),
+            SegmentCount: Math.Max(0, totalSegments),
+            SegmentsPerMin: Math.Round(segmentsPerMin, 3),
+            SustainedPenalty: Math.Round(sustainedPenalty, 4),
+            TimePenalty: Math.Round(timePenalty, 4),
+            SegmentPenalty: Math.Round(segmentPenalty, 4),
+            TotalPenalty: Math.Round(totalPenalty, 4),
+            Score: Math.Round(score, 1));
+        return true;
+    }
+
+    public static double ResolveSliceDurationMs(NoiseSliceSummary slice)
+    {
+        if (slice.ScoreDetail.DurationMs > 0)
+        {
+            return slice.ScoreDetail.DurationMs;
+        }
+
+        if (slice.Raw.SampledDurationMs > 0)
+        {
+            return slice.Raw.SampledDurationMs;
+        }
+
+        return Math.Max(1, (slice.EndAt - slice.StartAt).TotalMilliseconds);
+    }
+
+    private static NoiseRealtimePoint CreatePoint(
+        DateTimeOffset timestamp,
+        double displayDb,
+        double dbfs,
+        double scoreThresholdDbfs)
+    {
+        var clampedDbfs = Math.Clamp(dbfs, -100, 0);
+        var rms = Math.Pow(10d, clampedDbfs / 20d);
+        return new NoiseRealtimePoint(
+            Timestamp: timestamp,
+            Rms: rms,
+            Dbfs: clampedDbfs,
+            DisplayDb: Math.Clamp(displayDb, 20, 100),
+            Peak: rms,
+            IsOverThreshold: clampedDbfs >= scoreThresholdDbfs);
+    }
+
+    private static IReadOnlyList<NoiseRealtimePoint> DownsampleIfNeeded(List<NoiseRealtimePoint> points, int maxPoints)
+    {
+        if (points.Count <= maxPoints)
+        {
+            return points;
+        }
+
+        var result = new List<NoiseRealtimePoint>(maxPoints);
+        result.Add(points[0]);
+
+        var middleCount = maxPoints - 2;
+        var sourceMiddleCount = points.Count - 2;
+        for (var i = 0; i < middleCount; i++)
+        {
+            var sourceIndex = 1 + (int)Math.Round(i * (sourceMiddleCount - 1) / (double)Math.Max(1, middleCount - 1));
+            sourceIndex = Math.Clamp(sourceIndex, 1, points.Count - 2);
+            result.Add(points[sourceIndex]);
+        }
+
+        result.Add(points[^1]);
+        return result;
+    }
+
+    private static double Clamp01(double value)
+    {
+        return Math.Clamp(value, 0, 1);
+    }
+}