From 09a17f3623ce5e686a6ecda016bb41dff1a438ac Mon Sep 17 00:00:00 2001
From: gudbjartur22 <gudbjartur22@ru.is>
Date: Mon, 4 May 2026 22:19:42 +0000
Subject: [PATCH] Added sensor validation option and function

---
 app/src/main/AndroidManifest.xml              |   1 +
 .../FrequencyValidationAnalyzer.java          | 165 ++++++
 .../org/openseizuredetector/MainActivity.java |  15 +-
 .../openseizuredetector/MainActivity2.java    |  14 +
 .../SensorValidationActivity.java             | 479 ++++++++++++++++++
 .../res/layout/activity_sensor_validation.xml | 179 +++++++
 .../main/res/menu/main_activity_actions.xml   |   4 +
 7 files changed, 856 insertions(+), 1 deletion(-)
 create mode 100644 app/src/main/java/uk/org/openseizuredetector/FrequencyValidationAnalyzer.java
 create mode 100644 app/src/main/java/uk/org/openseizuredetector/SensorValidationActivity.java
 create mode 100644 app/src/main/res/layout/activity_sensor_validation.xml

diff --git a/app/src/main/AndroidManifest.xml b/app/src/main/AndroidManifest.xml
index d430ce7..a57956c 100644
--- a/app/src/main/AndroidManifest.xml
+++ b/app/src/main/AndroidManifest.xml
@@ -50,6 +50,7 @@
         <activity
             android:name=".MainActivity2"
             android:exported="false" />
+		<activity android:name=".SensorValidationActivity" />
         <!--<activity
             android:name=".MlModelManager"
             android:exported="false"
diff --git a/app/src/main/java/uk/org/openseizuredetector/FrequencyValidationAnalyzer.java b/app/src/main/java/uk/org/openseizuredetector/FrequencyValidationAnalyzer.java
new file mode 100644
index 0000000..d0e330a
--- /dev/null
+++ b/app/src/main/java/uk/org/openseizuredetector/FrequencyValidationAnalyzer.java
@@ -0,0 +1,165 @@
+package uk.org.openseizuredetector;
+
+import org.jtransforms.fft.DoubleFFT_1D;
+
+import java.util.ArrayList;
+import java.util.Locale;
+
+/**
+ * Standalone FFT-based frequency validation helper.
+ *
+ * This deliberately does not call SdDataSource.doAnalysis(), because doAnalysis() also performs
+ * alarm, fall, HR, O2, and notification checks. This class reuses the same JTransforms FFT style
+ * used by SdDataSource, but only returns measurement/validation values.
+ */
+public class FrequencyValidationAnalyzer {
+    public static final double DEFAULT_SAMPLE_RATE_HZ = 25.0;
+    public static final double DEFAULT_MAX_DISPLAY_FREQ_HZ = 10.0;
+    public static final double DEFAULT_DISPLAY_BIN_WIDTH_HZ = 0.5;
+    public static final double DEFAULT_MIN_PEAK_FREQ_HZ = 0.5;
+
+    public static class SpectrumBar {
+        public final double freqStartHz;
+        public final double freqEndHz;
+        public final double power;
+
+        SpectrumBar(double freqStartHz, double freqEndHz, double power) {
+            this.freqStartHz = freqStartHz;
+            this.freqEndHz = freqEndHz;
+            this.power = power;
+        }
+
+        public String label() {
+            return String.format(Locale.UK, "%.1f-%.1f Hz", freqStartHz, freqEndHz);
+        }
+    }
+
+    public static class Result {
+        public double expectedHz;
+        public double measuredHz;
+        public double errorHz;
+        public double errorPercent;
+        public double tolerancePercent;
+        public double sampleRateHz;
+        public int sampleCount;
+        public double durationSeconds;
+        public double peakPower;
+        public boolean pass;
+        public ArrayList<SpectrumBar> displaySpectrum = new ArrayList<>();
+        public double[] rawSamples;
+    }
+
+    public static Result analyze(double[] rawSamples,
+                                 double sampleRateHz,
+                                 double expectedHz,
+                                 double tolerancePercent) {
+        if (rawSamples == null || rawSamples.length < 4) {
+            throw new IllegalArgumentException("Not enough samples for FFT analysis");
+        }
+        if (sampleRateHz <= 0) sampleRateHz = DEFAULT_SAMPLE_RATE_HZ;
+        if (tolerancePercent <= 0) tolerancePercent = 5.0;
+
+        Result result = new Result();
+        result.expectedHz = expectedHz;
+        result.tolerancePercent = tolerancePercent;
+        result.sampleRateHz = sampleRateHz;
+        result.sampleCount = rawSamples.length;
+        result.durationSeconds = rawSamples.length / sampleRateHz;
+        result.rawSamples = rawSamples.clone();
+
+        double mean = 0.0;
+        for (double sample : rawSamples) {
+            mean += sample;
+        }
+        mean = mean / rawSamples.length;
+
+        double[] fft = new double[rawSamples.length * 2];
+        for (int i = 0; i < rawSamples.length; i++) {
+            // Remove the static/gravity/DC component. This makes the validation peak clearer.
+            double centered = rawSamples[i] - mean;
+
+            // Apply a Hann window. This reduces spectral leakage at the edges of the 30/60 sec
+            // validation window and helps prevent very low-frequency drift from dominating.
+            double window = 0.5 * (1.0 - Math.cos((2.0 * Math.PI * i) / (rawSamples.length - 1)));
+            fft[i] = centered * window;
+        }
+
+        DoubleFFT_1D fftDo = new DoubleFFT_1D(rawSamples.length);
+        fftDo.realForward(fft);
+
+        int maxUsefulBin = Math.min(rawSamples.length / 2 - 1,
+                Math.max(1, (int) Math.floor(DEFAULT_MAX_DISPLAY_FREQ_HZ * rawSamples.length / sampleRateHz)));
+
+        // For validation, do not simply pick the strongest bin from the entire spectrum.
+        // Hand/watch motion often has slow drift below 0.5 Hz that can be stronger than the
+        // simulated test frequency. Instead, look near the expected frequency and ignore
+        // near-DC bins. This is for calibration/measurement, not detection.
+        double searchHalfWidthHz;
+        if (expectedHz > 0) {
+            searchHalfWidthHz = Math.max(0.75, expectedHz * tolerancePercent / 100.0 * 2.0);
+        } else {
+            searchHalfWidthHz = DEFAULT_MAX_DISPLAY_FREQ_HZ;
+        }
+
+        double searchMinHz = expectedHz > 0
+                ? Math.max(DEFAULT_MIN_PEAK_FREQ_HZ, expectedHz - searchHalfWidthHz)
+                : DEFAULT_MIN_PEAK_FREQ_HZ;
+        double searchMaxHz = expectedHz > 0
+                ? Math.min(DEFAULT_MAX_DISPLAY_FREQ_HZ, expectedHz + searchHalfWidthHz)
+                : DEFAULT_MAX_DISPLAY_FREQ_HZ;
+
+        int startBin = Math.max(1, (int) Math.ceil(searchMinHz * rawSamples.length / sampleRateHz));
+        int endBin = Math.min(maxUsefulBin, (int) Math.floor(searchMaxHz * rawSamples.length / sampleRateHz));
+        if (endBin < startBin) {
+            startBin = Math.max(1, (int) Math.ceil(DEFAULT_MIN_PEAK_FREQ_HZ * rawSamples.length / sampleRateHz));
+            endBin = maxUsefulBin;
+        }
+
+        int dominantBin = startBin;
+        double dominantPower = 0.0;
+        for (int i = startBin; i <= endBin; i++) {
+            double power = getMagnitude(fft, i);
+            if (power > dominantPower) {
+                dominantPower = power;
+                dominantBin = i;
+            }
+        }
+
+        result.measuredHz = dominantBin * sampleRateHz / rawSamples.length;
+        result.peakPower = dominantPower;
+        result.errorHz = result.measuredHz - expectedHz;
+        if (expectedHz != 0) {
+            result.errorPercent = 100.0 * result.errorHz / expectedHz;
+        } else {
+            result.errorPercent = 0.0;
+        }
+        result.pass = Math.abs(result.errorPercent) <= tolerancePercent;
+
+        int displayBins = (int) Math.ceil(DEFAULT_MAX_DISPLAY_FREQ_HZ / DEFAULT_DISPLAY_BIN_WIDTH_HZ);
+        for (int b = 0; b < displayBins; b++) {
+            double fStart = b * DEFAULT_DISPLAY_BIN_WIDTH_HZ;
+            double fEnd = fStart + DEFAULT_DISPLAY_BIN_WIDTH_HZ;
+            int binStart = Math.max(1, (int) Math.ceil(fStart * rawSamples.length / sampleRateHz));
+            int binEnd = Math.max(binStart, (int) Math.floor(fEnd * rawSamples.length / sampleRateHz));
+            binEnd = Math.min(binEnd, rawSamples.length / 2 - 1);
+
+            double powerSum = 0.0;
+            int count = 0;
+            for (int i = binStart; i <= binEnd; i++) {
+                powerSum += getMagnitude(fft, i);
+                count++;
+            }
+            double averagePower = count > 0 ? powerSum / count : 0.0;
+            result.displaySpectrum.add(new SpectrumBar(fStart, fEnd, averagePower));
+        }
+
+        return result;
+    }
+
+    /**
+     * Same magnitude calculation style as SdDataSource.getMagnitude().
+     */
+    private static double getMagnitude(double[] fft, int i) {
+        return (fft[2 * i] * fft[2 * i]) + (fft[2 * i + 1] * fft[2 * i + 1]);
+    }
+}
diff --git a/app/src/main/java/uk/org/openseizuredetector/MainActivity.java b/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
index 71f9322..7a09e35 100644
--- a/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
+++ b/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
@@ -269,7 +269,6 @@ public class MainActivity extends AppCompatActivity {
                 Log.i(TAG, "action_install_watch_app");
                 mConnection.mSdServer.mSdDataSource.installWatchApp();
                 return true;
-
             case R.id.action_accept_alarm:
                 Log.i(TAG, "action_accept_alarm");
                 if (mConnection.mBound) {
@@ -401,6 +400,20 @@ public class MainActivity extends AppCompatActivity {
                     Log.i(TAG, "exception starting Report Seizure activity " + ex.toString());
                 }
                 return true;
+			case R.id.action_sensor_validation:
+				Log.i(TAG, "action_sensor_validation selected");
+				mUtil.showToast("Opening Sensor Validation Test");
+
+				try {
+					Intent intent = new Intent(
+							MainActivity.this,
+							SensorValidationActivity.class);
+					this.startActivity(intent);
+				} catch (Exception ex) {
+					Log.e(TAG, "exception starting Sensor Validation activity", ex);
+					mUtil.showToast("Error opening Sensor Validation: " + ex.toString());
+				}
+				return true;
             case R.id.action_settings:
                 Log.i(TAG, "action_settings");
                 try {
diff --git a/app/src/main/java/uk/org/openseizuredetector/MainActivity2.java b/app/src/main/java/uk/org/openseizuredetector/MainActivity2.java
index 291f964..511c39a 100644
--- a/app/src/main/java/uk/org/openseizuredetector/MainActivity2.java
+++ b/app/src/main/java/uk/org/openseizuredetector/MainActivity2.java
@@ -290,6 +290,20 @@ public class MainActivity2 extends AppCompatActivity {
                     Log.i(TAG, "exception starting log manager activity " + ex.toString());
                 }
                 return true;
+			case R.id.action_sensor_validation:
+				Log.i(TAG, "action_sensor_validation selected");
+				mUtil.showToast("Opening Sensor Validation Test");
+
+				try {
+					Intent intent = new Intent(
+							MainActivity2.this,
+							SensorValidationActivity.class);
+					this.startActivity(intent);
+				} catch (Exception ex) {
+					Log.e(TAG, "exception starting Sensor Validation activity", ex);
+					mUtil.showToast("Error opening Sensor Validation: " + ex.toString());
+				}
+				return true;
             case R.id.action_report_seizure:
                 Log.i(TAG, "action_report_seizure");
                 try {
diff --git a/app/src/main/java/uk/org/openseizuredetector/SensorValidationActivity.java b/app/src/main/java/uk/org/openseizuredetector/SensorValidationActivity.java
new file mode 100644
index 0000000..ab3ebef
--- /dev/null
+++ b/app/src/main/java/uk/org/openseizuredetector/SensorValidationActivity.java
@@ -0,0 +1,479 @@
+package uk.org.openseizuredetector;
+
+import android.content.Context;
+import android.content.SharedPreferences;
+import android.graphics.Color;
+import android.os.Bundle;
+import android.os.Handler;
+import android.preference.PreferenceManager;
+import android.text.format.Time;
+import android.util.Log;
+import android.view.View;
+import android.view.WindowManager;
+import android.widget.AdapterView;
+import android.widget.ArrayAdapter;
+import android.widget.Button;
+import android.widget.EditText;
+import android.widget.Spinner;
+import android.widget.TextView;
+
+import androidx.appcompat.app.AppCompatActivity;
+
+import com.github.mikephil.charting.charts.BarChart;
+import com.github.mikephil.charting.components.XAxis;
+import com.github.mikephil.charting.components.YAxis;
+import com.github.mikephil.charting.data.BarData;
+import com.github.mikephil.charting.data.BarDataSet;
+import com.github.mikephil.charting.data.BarEntry;
+import com.github.mikephil.charting.utils.ValueFormatter;
+
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.OutputStreamWriter;
+import java.text.DecimalFormat;
+import java.text.SimpleDateFormat;
+import java.util.ArrayList;
+import java.util.Date;
+import java.util.Locale;
+import java.util.Timer;
+import java.util.TimerTask;
+
+/**
+ * Test/validation screen for measuring a known simulated acceleration frequency.
+ *
+ * This screen does not perform seizure detection. It binds to SdServer, watches the latest 5 second
+ * BLE2 rawData blocks already being produced by the app, accumulates 30/60 seconds, then runs a
+ * longer-window FFT and displays/saves the result.
+ */
+public class SensorValidationActivity extends AppCompatActivity {
+    private static final String TAG = "SensorValidation";
+    private static final double SAMPLE_RATE_HZ = 25.0;
+    private static final int RAW_BLOCK_SECONDS = 5;
+
+    private OsdUtil mUtil;
+    private SdServiceConnection mConnection;
+    private final Handler mHandler = new Handler();
+    private Timer mUiTimer;
+    private Context mContext;
+
+    private EditText expectedHzEt;
+    private EditText toleranceEt;
+    private Spinner durationSpinner;
+    private Button startButton;
+    private Button stopButton;
+    private Button saveRawButton;
+    private Button saveSpectrumButton;
+    private TextView statusTv;
+    private TextView progressTv;
+    private TextView resultTv;
+    private BarChart chart;
+
+    private boolean collecting = false;
+    private int targetSeconds = 30;
+    private long lastBlockTimeMillis = -1;
+    private long collectionStartMillis = -1;
+    private double lastAnalysisDurationSeconds = 0.0;
+    private int collectedBlockCount = 0;
+    private final ArrayList<Double> sampleBuffer = new ArrayList<>();
+    private FrequencyValidationAnalyzer.Result lastResult = null;
+
+    @Override
+    protected void onCreate(Bundle savedInstanceState) {
+        super.onCreate(savedInstanceState);
+        Log.i(TAG, "onCreate()");
+        mContext = this;
+        mUtil = new OsdUtil(getApplicationContext(), mHandler);
+        mConnection = new SdServiceConnection(getApplicationContext());
+
+        getWindow().addFlags(WindowManager.LayoutParams.FLAG_KEEP_SCREEN_ON);
+        setContentView(R.layout.activity_sensor_validation);
+
+        expectedHzEt = (EditText) findViewById(R.id.validationExpectedHzEt);
+        toleranceEt = (EditText) findViewById(R.id.validationToleranceEt);
+        durationSpinner = (Spinner) findViewById(R.id.validationDurationSpinner);
+        startButton = (Button) findViewById(R.id.validationStartButton);
+        stopButton = (Button) findViewById(R.id.validationStopButton);
+        saveRawButton = (Button) findViewById(R.id.validationSaveRawButton);
+        saveSpectrumButton = (Button) findViewById(R.id.validationSaveSpectrumButton);
+        statusTv = (TextView) findViewById(R.id.validationStatusTv);
+        progressTv = (TextView) findViewById(R.id.validationProgressTv);
+        resultTv = (TextView) findViewById(R.id.validationResultTv);
+        chart = (BarChart) findViewById(R.id.validationChart);
+
+        ArrayAdapter<String> adapter = new ArrayAdapter<>(this,
+                android.R.layout.simple_spinner_item,
+                new String[]{"30 seconds", "60 seconds"});
+        adapter.setDropDownViewResource(android.R.layout.simple_spinner_dropdown_item);
+        durationSpinner.setAdapter(adapter);
+        durationSpinner.setOnItemSelectedListener(new AdapterView.OnItemSelectedListener() {
+            @Override
+            public void onItemSelected(AdapterView<?> parent, View view, int position, long id) {
+                targetSeconds = position == 0 ? 30 : 60;
+                updateProgressText();
+            }
+
+            @Override
+            public void onNothingSelected(AdapterView<?> parent) {
+                targetSeconds = 30;
+            }
+        });
+
+        startButton.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View v) {
+                startValidationTest();
+            }
+        });
+        stopButton.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View v) {
+                stopValidationTest("Stopped by user.");
+            }
+        });
+        saveRawButton.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View v) {
+                saveRawCsv();
+            }
+        });
+        saveSpectrumButton.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View v) {
+                saveSpectrumCsv();
+            }
+        });
+
+        configureChart();
+        updateButtons();
+        updateProgressText();
+    }
+
+    @Override
+    protected void onStart() {
+        super.onStart();
+        Log.i(TAG, "onStart()");
+        if (mUtil.isServerRunning()) {
+            mUtil.bindToServer(getApplicationContext(), mConnection);
+        } else {
+            statusTv.setText("Background service is not running. Start the OSD service before validation.");
+            statusTv.setBackgroundColor(Color.rgb(245, 158, 11));
+        }
+
+        mUiTimer = new Timer();
+        mUiTimer.schedule(new TimerTask() {
+            @Override
+            public void run() {
+                mHandler.post(new Runnable() {
+                    @Override
+                    public void run() {
+                        pollLatestDataBlock();
+                        updateStatusText();
+                    }
+                });
+            }
+        }, 0, 500);
+    }
+
+    @Override
+    protected void onStop() {
+        super.onStop();
+        Log.i(TAG, "onStop()");
+        if (mUiTimer != null) {
+            mUiTimer.cancel();
+            mUiTimer = null;
+        }
+        mUtil.unbindFromServer(getApplicationContext(), mConnection);
+    }
+
+    private void startValidationTest() {
+        if (!mConnection.mBound || mConnection.mSdServer == null) {
+            mUtil.showToast("Cannot start: background service is not connected.");
+            return;
+        }
+
+        sampleBuffer.clear();
+        lastResult = null;
+        lastAnalysisDurationSeconds = 0.0;
+        collectedBlockCount = 0;
+
+        // Start from the next fresh data block so we do not immediately count an old 5-second
+        // block that arrived before the user pressed Start.
+        SdData current = mConnection.mSdServer.mSdData;
+        lastBlockTimeMillis = current != null ? getDataTimeMillis(current) : -1;
+        collectionStartMillis = System.currentTimeMillis();
+
+        collecting = true;
+        resultTv.setText("Collecting validation data... Waiting for fresh BLE2 data blocks.");
+        chart.clear();
+        updateButtons();
+        updateProgressText();
+    }
+
+    private void stopValidationTest(String message) {
+        collecting = false;
+        updateButtons();
+        if (message != null) {
+            resultTv.setText(message);
+        }
+    }
+
+    private void pollLatestDataBlock() {
+        if (!collecting) return;
+        if (!mConnection.mBound || mConnection.mSdServer == null || mConnection.mSdServer.mSdData == null) {
+            return;
+        }
+
+        SdData sdData = mConnection.mSdServer.mSdData;
+        if (!sdData.haveData || sdData.rawData == null || sdData.mNsamp <= 0) {
+            return;
+        }
+
+        long blockTime = getDataTimeMillis(sdData);
+        if (blockTime <= 0 || blockTime == lastBlockTimeMillis) {
+            return;
+        }
+        lastBlockTimeMillis = blockTime;
+
+        int nSamples = Math.min(sdData.mNsamp, sdData.rawData.length);
+        for (int i = 0; i < nSamples; i++) {
+            sampleBuffer.add(sdData.rawData[i]);
+        }
+        collectedBlockCount++;
+
+        updateProgressText();
+
+        long elapsedMillis = collectionStartMillis > 0
+                ? System.currentTimeMillis() - collectionStartMillis
+                : 0;
+        if (elapsedMillis >= targetSeconds * 1000L && sampleBuffer.size() >= 4) {
+            collecting = false;
+            lastAnalysisDurationSeconds = elapsedMillis / 1000.0;
+            runLongWindowAnalysis();
+            updateButtons();
+        }
+    }
+
+    private long getDataTimeMillis(SdData sdData) {
+        try {
+            Time t = sdData.dataTime;
+            if (t != null) {
+                return t.toMillis(false);
+            }
+        } catch (Exception ignored) {
+        }
+        return 0;
+    }
+
+    private void runLongWindowAnalysis() {
+        try {
+            double expectedHz = parseDoubleOrDefault(expectedHzEt.getText().toString(), 3.0);
+            double tolerancePct = parseDoubleOrDefault(toleranceEt.getText().toString(), 5.0);
+
+            double[] samples = new double[sampleBuffer.size()];
+            for (int i = 0; i < sampleBuffer.size(); i++) {
+                samples[i] = sampleBuffer.get(i);
+            }
+
+            double analysisSampleRate = SAMPLE_RATE_HZ;
+            if (lastAnalysisDurationSeconds > 0.0) {
+                analysisSampleRate = samples.length / lastAnalysisDurationSeconds;
+            }
+
+            lastResult = FrequencyValidationAnalyzer.analyze(samples, analysisSampleRate, expectedHz, tolerancePct);
+            showResult(lastResult);
+            updateChart(lastResult);
+        } catch (Exception e) {
+            Log.e(TAG, "Validation analysis failed: " + e.toString());
+            resultTv.setText("Validation analysis failed: " + e.toString());
+        }
+    }
+
+    private double parseDoubleOrDefault(String str, double defaultValue) {
+        try {
+            return Double.parseDouble(str.trim());
+        } catch (Exception e) {
+            return defaultValue;
+        }
+    }
+
+    private void showResult(FrequencyValidationAnalyzer.Result result) {
+        DecimalFormat df2 = new DecimalFormat("0.00");
+        DecimalFormat df3 = new DecimalFormat("0.000");
+        StringBuilder sb = new StringBuilder();
+        sb.append(result.pass ? "PASS" : "FAIL").append("\n\n");
+        sb.append("Expected frequency: ").append(df2.format(result.expectedHz)).append(" Hz\n");
+        sb.append("Measured frequency: ").append(df3.format(result.measuredHz)).append(" Hz\n");
+        sb.append("Error: ").append(df3.format(result.errorHz)).append(" Hz\n");
+        sb.append("Error percent: ").append(df2.format(result.errorPercent)).append("%\n");
+        sb.append("Tolerance: ±").append(df2.format(result.tolerancePercent)).append("%\n");
+        sb.append("Actual elapsed window: ").append(df2.format(result.durationSeconds)).append(" seconds\n");
+        sb.append("Samples: ").append(result.sampleCount).append("\n");
+        sb.append("Data blocks: ").append(collectedBlockCount).append("\n");
+        if (collectedBlockCount > 0) {
+            sb.append("Average block length: ").append(df2.format(result.durationSeconds / collectedBlockCount)).append(" seconds\n");
+            sb.append("Average samples/block: ").append(df2.format(result.sampleCount / (double) collectedBlockCount)).append("\n");
+        }
+        sb.append("Estimated sample rate: ").append(df2.format(result.sampleRateHz)).append(" Hz\n");
+        if (Math.abs(result.sampleRateHz - SAMPLE_RATE_HZ) > 2.0) {
+            sb.append("Note: using estimated sample rate, not the original 25 Hz assumption.\n");
+        }
+        sb.append("Peak power: ").append(df2.format(result.peakPower));
+        resultTv.setText(sb.toString());
+    }
+
+    private void configureChart() {
+        chart.setDrawBarShadow(false);
+        chart.setNoDataTextDescription("Run a validation test to show the long-window spectrum.");
+        chart.setDescription("");
+
+        XAxis xAxis = chart.getXAxis();
+        xAxis.setPosition(XAxis.XAxisPosition.BOTTOM);
+        xAxis.setTextSize(9f);
+        xAxis.setDrawAxisLine(true);
+        xAxis.setDrawLabels(true);
+        xAxis.setDrawGridLines(false);
+
+        YAxis left = chart.getAxisLeft();
+        left.setAxisMinValue(0f);
+        YAxis right = chart.getAxisRight();
+        right.setEnabled(false);
+    }
+
+    private void updateChart(FrequencyValidationAnalyzer.Result result) {
+        ArrayList<String> xVals = new ArrayList<>();
+        ArrayList<BarEntry> yVals = new ArrayList<>();
+        int[] colors = new int[result.displaySpectrum.size()];
+
+        for (int i = 0; i < result.displaySpectrum.size(); i++) {
+            FrequencyValidationAnalyzer.SpectrumBar bar = result.displaySpectrum.get(i);
+            xVals.add(bar.label());
+            yVals.add(new BarEntry((float) bar.power, i));
+            if (result.expectedHz >= bar.freqStartHz && result.expectedHz < bar.freqEndHz) {
+                colors[i] = Color.rgb(239, 68, 68);
+            } else {
+                colors[i] = Color.rgb(96, 165, 250);
+            }
+        }
+
+        BarDataSet dataSet = new BarDataSet(yVals, "Long-window spectrum");
+        dataSet.setColors(colors);
+        dataSet.setBarSpacePercent(20f);
+        BarData data = new BarData(xVals, dataSet);
+        data.setValueFormatter(new ValueFormatter() {
+            @Override
+            public String getFormattedValue(float v) {
+                DecimalFormat format = new DecimalFormat("####");
+                return format.format(v);
+            }
+        });
+        chart.setData(data);
+        chart.invalidate();
+    }
+
+    private void updateStatusText() {
+        if (!mConnection.mBound || mConnection.mSdServer == null) {
+            statusTv.setText("Service: not connected");
+            statusTv.setBackgroundColor(Color.rgb(245, 158, 11));
+            return;
+        }
+        SdData sdData = mConnection.mSdServer.mSdData;
+        String dataSource = mConnection.mSdServer.mSdDataSourceName;
+        String watchStatus = (sdData != null && sdData.watchConnected) ? "connected" : "not connected";
+        statusTv.setText("Service: connected | Datasource: " + dataSource + " | Watch: " + watchStatus);
+        statusTv.setBackgroundColor(Color.rgb(37, 99, 235));
+        statusTv.setTextColor(Color.WHITE);
+    }
+
+    private void updateProgressText() {
+        int collectedSamples = sampleBuffer.size();
+        double elapsedSeconds = 0.0;
+        if (collecting && collectionStartMillis > 0) {
+            elapsedSeconds = (System.currentTimeMillis() - collectionStartMillis) / 1000.0;
+        } else if (lastAnalysisDurationSeconds > 0.0) {
+            elapsedSeconds = lastAnalysisDurationSeconds;
+        }
+
+        double estimatedRate = elapsedSeconds > 0.0 ? collectedSamples / elapsedSeconds : 0.0;
+        double averageBlockSeconds = collectedBlockCount > 0 ? elapsedSeconds / collectedBlockCount : 0.0;
+
+        progressTv.setText("Progress: "
+                + String.format(Locale.UK, "%.1f", elapsedSeconds)
+                + " / " + targetSeconds + " sec elapsed, "
+                + collectedSamples + " samples, "
+                + collectedBlockCount + " blocks, "
+                + "estimated rate " + String.format(Locale.UK, "%.1f", estimatedRate)
+                + " Hz, avg block " + String.format(Locale.UK, "%.2f", averageBlockSeconds)
+                + " sec");
+    }
+
+    private void updateButtons() {
+        startButton.setEnabled(!collecting);
+        stopButton.setEnabled(collecting);
+        saveRawButton.setEnabled(lastResult != null);
+        saveSpectrumButton.setEnabled(lastResult != null);
+    }
+
+    private File getOutputDir() {
+        File dir = new File(getExternalFilesDir(null), "sensor_validation");
+        if (!dir.exists()) {
+            //noinspection ResultOfMethodCallIgnored
+            dir.mkdirs();
+        }
+        return dir;
+    }
+
+    private String timestampForFilename() {
+        return new SimpleDateFormat("yyyyMMdd_HHmmss", Locale.UK).format(new Date());
+    }
+
+    private void saveRawCsv() {
+        if (lastResult == null) return;
+        File file = new File(getOutputDir(), "validation_raw_" + timestampForFilename() + ".csv");
+        try {
+            OutputStreamWriter writer = new OutputStreamWriter(new FileOutputStream(file));
+            writer.write("sample_index,time_seconds,accel_magnitude\n");
+            for (int i = 0; i < lastResult.rawSamples.length; i++) {
+                double t = i / lastResult.sampleRateHz;
+                writer.write(i + "," + String.format(Locale.UK, "%.4f", t) + ","
+                        + String.format(Locale.UK, "%.6f", lastResult.rawSamples[i]) + "\n");
+            }
+            writer.close();
+            mUtil.showToast("Saved raw CSV: " + file.getAbsolutePath());
+        } catch (Exception e) {
+            Log.e(TAG, "Error saving raw CSV: " + e.toString());
+            mUtil.showToast("Error saving raw CSV: " + e.toString());
+        }
+    }
+
+    private void saveSpectrumCsv() {
+        if (lastResult == null) return;
+        File file = new File(getOutputDir(), "validation_spectrum_" + timestampForFilename() + ".csv");
+        try {
+            OutputStreamWriter writer = new OutputStreamWriter(new FileOutputStream(file));
+            writer.write("expected_hz,measured_hz,error_hz,error_percent,tolerance_percent,pass,sample_rate_hz,sample_count,duration_seconds,block_count,average_block_seconds\n");
+            double averageBlockSeconds = collectedBlockCount > 0 ? lastResult.durationSeconds / collectedBlockCount : 0.0;
+            writer.write(String.format(Locale.UK, "%.6f,%.6f,%.6f,%.6f,%.6f,%s,%.6f,%d,%.6f,%d,%.6f\n",
+                    lastResult.expectedHz,
+                    lastResult.measuredHz,
+                    lastResult.errorHz,
+                    lastResult.errorPercent,
+                    lastResult.tolerancePercent,
+                    lastResult.pass ? "PASS" : "FAIL",
+                    lastResult.sampleRateHz,
+                    lastResult.sampleCount,
+                    lastResult.durationSeconds,
+                    collectedBlockCount,
+                    averageBlockSeconds));
+            writer.write("\nfrequency_start_hz,frequency_end_hz,power\n");
+            for (FrequencyValidationAnalyzer.SpectrumBar bar : lastResult.displaySpectrum) {
+                writer.write(String.format(Locale.UK, "%.6f,%.6f,%.6f\n",
+                        bar.freqStartHz, bar.freqEndHz, bar.power));
+            }
+            writer.close();
+            mUtil.showToast("Saved spectrum CSV: " + file.getAbsolutePath());
+        } catch (Exception e) {
+            Log.e(TAG, "Error saving spectrum CSV: " + e.toString());
+            mUtil.showToast("Error saving spectrum CSV: " + e.toString());
+        }
+    }
+}
diff --git a/app/src/main/res/layout/activity_sensor_validation.xml b/app/src/main/res/layout/activity_sensor_validation.xml
new file mode 100644
index 0000000..6afbba3
--- /dev/null
+++ b/app/src/main/res/layout/activity_sensor_validation.xml
@@ -0,0 +1,179 @@
+<?xml version="1.0" encoding="utf-8"?>
+<ScrollView xmlns:android="http://schemas.android.com/apk/res/android"
+    android:layout_width="match_parent"
+    android:layout_height="match_parent"
+    android:background="#f1f5f9"
+    android:fillViewport="true">
+
+    <LinearLayout
+        android:layout_width="match_parent"
+        android:layout_height="wrap_content"
+        android:orientation="vertical"
+        android:padding="16dp">
+
+        <TextView
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:text="Sensor Frequency Validation"
+            android:textColor="#111827"
+            android:textSize="22sp"
+            android:textStyle="bold" />
+
+        <TextView
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:layout_marginTop="4dp"
+            android:text="Use a known simulated motion frequency and measure the long-window FFT output from the watch data. This does not affect seizure detection."
+            android:textColor="#4b5563"
+            android:textSize="14sp" />
+
+        <TextView
+            android:id="@+id/validationStatusTv"
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:layout_marginTop="12dp"
+            android:background="#f59e0b"
+            android:padding="10dp"
+            android:text="Service: not connected"
+            android:textColor="#ffffff"
+            android:textSize="14sp" />
+
+        <LinearLayout
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:layout_marginTop="14dp"
+            android:background="#ffffff"
+            android:orientation="vertical"
+            android:padding="12dp">
+
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:text="Test setup"
+                android:textColor="#111827"
+                android:textSize="18sp"
+                android:textStyle="bold" />
+
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="10dp"
+                android:text="Expected frequency (Hz)" />
+
+            <EditText
+                android:id="@+id/validationExpectedHzEt"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:inputType="numberDecimal"
+                android:text="3.0" />
+
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="10dp"
+                android:text="Pass tolerance (%)" />
+
+            <EditText
+                android:id="@+id/validationToleranceEt"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:inputType="numberDecimal"
+                android:text="5.0" />
+
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="10dp"
+                android:text="Validation window" />
+
+            <Spinner
+                android:id="@+id/validationDurationSpinner"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content" />
+
+            <LinearLayout
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="12dp"
+                android:orientation="horizontal">
+
+                <Button
+                    android:id="@+id/validationStartButton"
+                    android:layout_width="0dp"
+                    android:layout_height="wrap_content"
+                    android:layout_weight="1"
+                    android:text="Start" />
+
+                <Button
+                    android:id="@+id/validationStopButton"
+                    android:layout_width="0dp"
+                    android:layout_height="wrap_content"
+                    android:layout_marginStart="8dp"
+                    android:layout_weight="1"
+                    android:text="Stop" />
+            </LinearLayout>
+
+            <TextView
+                android:id="@+id/validationProgressTv"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="10dp"
+                android:text="Progress: 0 / 750 samples"
+                android:textColor="#374151" />
+        </LinearLayout>
+
+        <LinearLayout
+            android:layout_width="match_parent"
+            android:layout_height="wrap_content"
+            android:layout_marginTop="14dp"
+            android:background="#ffffff"
+            android:orientation="vertical"
+            android:padding="12dp">
+
+            <TextView
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:text="Result"
+                android:textColor="#111827"
+                android:textSize="18sp"
+                android:textStyle="bold" />
+
+            <TextView
+                android:id="@+id/validationResultTv"
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="8dp"
+                android:text="No test run yet."
+                android:textColor="#111827"
+                android:textSize="15sp" />
+
+            <com.github.mikephil.charting.charts.BarChart
+                android:id="@+id/validationChart"
+                android:layout_width="match_parent"
+                android:layout_height="320dp"
+                android:layout_marginTop="12dp" />
+
+            <LinearLayout
+                android:layout_width="match_parent"
+                android:layout_height="wrap_content"
+                android:layout_marginTop="12dp"
+                android:orientation="horizontal">
+
+                <Button
+                    android:id="@+id/validationSaveRawButton"
+                    android:layout_width="0dp"
+                    android:layout_height="wrap_content"
+                    android:layout_weight="1"
+                    android:text="Save Raw CSV" />
+
+                <Button
+                    android:id="@+id/validationSaveSpectrumButton"
+                    android:layout_width="0dp"
+                    android:layout_height="wrap_content"
+                    android:layout_marginStart="8dp"
+                    android:layout_weight="1"
+                    android:text="Save Spectrum CSV" />
+            </LinearLayout>
+        </LinearLayout>
+    </LinearLayout>
+</ScrollView>
diff --git a/app/src/main/res/menu/main_activity_actions.xml b/app/src/main/res/menu/main_activity_actions.xml
index 1e1eb96..75f3ea9 100644
--- a/app/src/main/res/menu/main_activity_actions.xml
+++ b/app/src/main/res/menu/main_activity_actions.xml
@@ -100,6 +100,10 @@
             android:icon="@drawable/ic_action_settings"
             app:showAsAction="never|withText"
             android:title="@string/settings" />
+		<item
+			android:id="@+id/action_sensor_validation"
+			android:title="Sensor Validation Test"
+			android:showAsAction="never|withText" />
 
     </group>