Improved Video and Accelerometer detection in Project
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5d7b949e54
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97c3d2c937
@ -101,12 +101,19 @@ public class VideodetectionAndAccelerometerActivity extends AppCompatActivity im
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@Override
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@Override
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public void onChanged(Boolean aBoolean) {
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public void onChanged(Boolean aBoolean) {
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if (aBoolean) {
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if (aBoolean) {
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if (mVideodetectionAndAccelerometerViewModel.getAccelerometerAlarmDetected() && !mVideodetectionAndAccelerometerViewModel.getVideoAlarmDetected()) {
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), true, "Accelerometer", 10);
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), true, "Accelerometer", 10);
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}
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}
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else {
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else if (mVideodetectionAndAccelerometerViewModel.getVideoAlarmDetected() && !mVideodetectionAndAccelerometerViewModel.getAccelerometerAlarmDetected()) {
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), false, "Accelerometer", 0);
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), true, "Video", 10);
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}
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else if (mVideodetectionAndAccelerometerViewModel.getAccelerometerAlarmDetected() && mVideodetectionAndAccelerometerViewModel.getVideoAlarmDetected()) {
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), true, "2VideoAndAccelerometer", 10);
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}
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}
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else {
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mVideodetectionAndAccelerometerViewModel.updateDevice(mVideodetectionAndAccelerometerViewModel.getLocalDeviceUUID(), mVideodetectionAndAccelerometerViewModel.getSystemTimeStamp(), false, "VideoAndAccelerometer", 0);
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}
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}
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}
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}
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});
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});
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@ -3,6 +3,7 @@ package com.example.greenwatch.sensors;
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import android.content.Context;
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import android.content.Context;
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import android.graphics.ImageFormat;
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import android.graphics.ImageFormat;
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import android.media.Image;
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import android.media.Image;
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import android.os.Handler;
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import android.util.Size;
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import android.util.Size;
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import androidx.camera.core.CameraSelector;
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import androidx.camera.core.CameraSelector;
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@ -18,9 +19,18 @@ public class CameraSensor {
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private final MutableLiveData<Boolean> mVideoAlarmDetected = new MutableLiveData<>();
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private final MutableLiveData<Boolean> mVideoAlarmDetected = new MutableLiveData<>();
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private static CameraSensor cameraSensorInstance;
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private static CameraSensor cameraSensorInstance;
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private boolean videoAlarmDetected;
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private boolean videoAlarmDetected;
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private boolean isMotionDetected;
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private ByteBuffer previousBuffer;
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private ByteBuffer previousBuffer;
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private int previousWidth;
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private int previousWidth;
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private int previousHeight;
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private int previousHeight;
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private final int threshold = 50;
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private int startX;
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private int startY;
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private int endX;
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private int endY;
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private static final long ALARM_RESET_DELAY = 5000;
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private Runnable alarmResetRunnable;
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private final Handler alarmResetHandler = new Handler();
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private CameraSensor() {
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private CameraSensor() {
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videoAlarmDetected = false;
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videoAlarmDetected = false;
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@ -59,7 +69,7 @@ public class CameraSensor {
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if (previousHeight != 0) {
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if (previousHeight != 0) {
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assert currentImage != null;
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assert currentImage != null;
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videoAlarmDetected = compareFrames(currentImage);
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isMotionDetected = compareFrames(currentImage);
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}
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}
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assert currentImage != null;
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assert currentImage != null;
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@ -72,6 +82,18 @@ public class CameraSensor {
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currentImage.close();
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currentImage.close();
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if (isMotionDetected) {
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videoAlarmDetected = true;
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if(alarmResetRunnable != null) {
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alarmResetHandler.removeCallbacks(alarmResetRunnable);
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}
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alarmResetRunnable = this::resetAlarmStatus;
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alarmResetHandler.postDelayed(alarmResetRunnable, ALARM_RESET_DELAY);
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}
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checkAlarmCondition();
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checkAlarmCondition();
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}
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}
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@ -85,36 +107,76 @@ public class CameraSensor {
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}
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}
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private boolean compareFrames(Image currentImage) {
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private boolean compareFrames(Image currentImage) {
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Image.Plane[] planes = currentImage.getPlanes();
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ByteBuffer currentBuffer = currentImage.getPlanes()[0].getBuffer();
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ByteBuffer currentBuffer = planes[0].getBuffer();
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int currentWidth = currentImage.getWidth();
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int currentWidth = currentImage.getWidth();
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int currentHeight = currentImage.getHeight();
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int currentHeight = currentImage.getHeight();
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int yRowStride = planes[0].getRowStride();
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int yPixelStride = planes[0].getPixelStride();
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if (previousWidth != currentWidth || previousHeight != currentHeight) {
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if (previousWidth != currentWidth || previousHeight != currentHeight) {
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return false;
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return false;
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}
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}
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for (int row = 0; row < previousHeight; row++) {
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int blockSize = kleinstesQuadrat(previousHeight, previousWidth) / 8;
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for (int col = 0; col < previousWidth; col++) {
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int previousIndex = row * previousWidth + col;
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int numBlocksX = currentWidth / blockSize;
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int currentIndex = row * currentWidth + col;
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int numBlocksY = currentHeight / blockSize;
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int previousPixel = previousBuffer.get(previousIndex) & 0xFF;
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for (int blockY = 0; blockY < numBlocksY; blockY++) {
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int currentPixel = currentBuffer.get(currentIndex) & 0xFF;
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for (int blockX = 0; blockX < numBlocksX; blockX++) {
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startX = blockX * blockSize;
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startY = blockY * blockSize;
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endX = startX + blockSize;
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endY = startY + blockSize;
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int pixelDifference = Math.abs(previousPixel - currentPixel);
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float currentLuminance = berechneMittlereLuminanz(currentBuffer, yRowStride, yPixelStride);
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int threshold = 120;
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float previousLuminance = berechneMittlereLuminanz(previousBuffer, yRowStride, yPixelStride);
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int pixelDifference = Math.abs((int) previousLuminance - (int) currentLuminance);
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if (pixelDifference > threshold) {
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if (pixelDifference > threshold) {
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System.out.println(pixelDifference);
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return true;
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return true;
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}
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}
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}
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}
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}
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}
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return false;
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return false;
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}
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}
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private float berechneMittlereLuminanz(ByteBuffer buffer, int rowStride, int pixelStride) {
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int sumLuminance = 0;
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int countPixels = 0;
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for (int row = startY; row < endY; row++) {
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for (int col = startX; col < endX; col++) {
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int bufferIndex = row * rowStride + col * pixelStride;
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int currentPixel = buffer.get(bufferIndex) & 0xFF;
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sumLuminance += currentPixel;
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countPixels++;
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}
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}
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return (float) sumLuminance / countPixels;
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}
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private int kleinstesQuadrat(int height, int width) {
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if (height == width) {
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return height;
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} else if (height > width) {
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return kleinstesQuadrat(height - width, width);
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} else {
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return kleinstesQuadrat(height, width - height);
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}
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}
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private void resetAlarmStatus() {
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videoAlarmDetected = false;
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alarmResetRunnable = null;
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}
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public void checkAlarmCondition() {
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public void checkAlarmCondition() {
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if (videoAlarmDetected && !mVideoAlarmDetected.getValue()) {
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if (videoAlarmDetected && !mVideoAlarmDetected.getValue()) {
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setMutableLiveDataVideoAlarmDetected();
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setMutableLiveDataVideoAlarmDetected();
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@ -26,7 +26,9 @@ public class VideodetectionAndAccelerometerViewModel extends ViewModel implement
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private AccelerometerSensor mAccelerometerSensor;
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private AccelerometerSensor mAccelerometerSensor;
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private CameraSensor mCameraSensor;
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private CameraSensor mCameraSensor;
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private DeviceRepository mDeviceRepository;
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private DeviceRepository mDeviceRepository;
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private boolean VideodetectionAndAccelerometerAlarmDetected;
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private boolean videoAlarmDetected;
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private boolean accelerometerAlarmDetected;
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private boolean videodetectionAndAccelerometerAlarmDetected;
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@Override
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@Override
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public void init() {
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public void init() {
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@ -54,7 +56,9 @@ public class VideodetectionAndAccelerometerViewModel extends ViewModel implement
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if (mVideoAlarmDetected == null) {
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if (mVideoAlarmDetected == null) {
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mVideoAlarmDetected = mCameraSensor.getVideoAlarmDetectedValue();
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mVideoAlarmDetected = mCameraSensor.getVideoAlarmDetectedValue();
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}
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}
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VideodetectionAndAccelerometerAlarmDetected = false;
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videodetectionAndAccelerometerAlarmDetected = false;
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videoAlarmDetected = false;
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accelerometerAlarmDetected = false;
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registerAlarmObserver();
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registerAlarmObserver();
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}
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}
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@ -84,19 +88,37 @@ public class VideodetectionAndAccelerometerViewModel extends ViewModel implement
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}
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}
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private void setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected() {
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private void setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected() {
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mVideodetectionAndAccelerometerAlarmDetected.setValue(VideodetectionAndAccelerometerAlarmDetected);
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mVideodetectionAndAccelerometerAlarmDetected.setValue(videodetectionAndAccelerometerAlarmDetected);
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}
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private void setAccelerometerAlarmDetected(boolean accelerometerAlarmDetected) {
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this.accelerometerAlarmDetected = accelerometerAlarmDetected;
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}
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public boolean getAccelerometerAlarmDetected() {
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return accelerometerAlarmDetected;
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}
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private void setVideoAlarmDetected(boolean videoAlarmDetected) {
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this.videoAlarmDetected = videoAlarmDetected;
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}
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public boolean getVideoAlarmDetected() {
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return videoAlarmDetected;
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}
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}
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Observer<Boolean> observer = new Observer<Boolean>() {
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Observer<Boolean> observer = new Observer<Boolean>() {
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@Override
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@Override
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public void onChanged(Boolean aBoolean) {
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public void onChanged(Boolean aBoolean) {
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if (mVideoAlarmDetected.getValue() || mAccelerometerAlarmDetected.getValue() && !VideodetectionAndAccelerometerAlarmDetected) {
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setAccelerometerAlarmDetected(mAccelerometerAlarmDetected.getValue());
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VideodetectionAndAccelerometerAlarmDetected = true;
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setVideoAlarmDetected(mVideoAlarmDetected.getValue());
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if (videoAlarmDetected || accelerometerAlarmDetected && !videodetectionAndAccelerometerAlarmDetected) {
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videodetectionAndAccelerometerAlarmDetected = true;
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setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected();
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setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected();
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}
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}
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else if (!mVideoAlarmDetected.getValue() && !mAccelerometerAlarmDetected.getValue() && VideodetectionAndAccelerometerAlarmDetected) {
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else if (!videoAlarmDetected && !accelerometerAlarmDetected && videodetectionAndAccelerometerAlarmDetected) {
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VideodetectionAndAccelerometerAlarmDetected = false;
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videodetectionAndAccelerometerAlarmDetected = false;
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setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected();
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setMutableLiveDataVideodetectionAndAccelerometerAlarmDetected();
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}
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}
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}
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}
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