I am implementing the fall detection using accelerometer sensor, and create below code.
  public void onSensorChanged(SensorEvent foEvent) {
        if (foEvent.sensor.getType() == Sensor.TYPE_ACCELEROMETER) {
            double loX = foEvent.values[0];
            double loY = foEvent.values[1];
            double loZ = foEvent.values[2];
            double loAccelerationReader = Math.sqrt(Math.pow(loX, 2)
                    + Math.pow(loY, 2)
                    + Math.pow(loZ, 2));
            mlPreviousTime = System.currentTimeMillis();
            Log.i(TAG, "loX : " + loX + " loY : " + loY + " loZ : " + loZ);
            if (loAccelerationReader <= 6.0) {
                moIsMin = true;
                Log.i(TAG, "min");
            }
            if (moIsMin) {
                i++;
                Log.i(TAG, " loAcceleration : " + loAccelerationReader);
                if (loAccelerationReader >= 30) {
                    long llCurrentTime = System.currentTimeMillis();
                    long llTimeDiff = llCurrentTime - mlPreviousTime;
                    Log.i(TAG, "loTime :" + llTimeDiff);
                    if (llTimeDiff >= 10) {
                        moIsMax = true;
                        Log.i(TAG, "max");
                    }
                }
            }
            if (moIsMin && moIsMax) {
                Log.i(TAG, "loX : " + loX + " loY : " + loY + " loZ : " + loZ);
                Log.i(TAG, "FALL DETECTED!!!!!");
                Toast.makeText(this, "FALL DETECTED!!!!!", Toast.LENGTH_LONG).show();
                i = 0;
                moIsMin = false;
                moIsMax = false;
            }
            if (i > 5) {
                i = 0;
                moIsMin = false;
                moIsMax = false;
            }
        }        
}
its give me fall detected, but if i am riding or running it will also give me fall alert.
if i throw device from 6 inch, alert shown.
I also see the sensitivity is device specific.
when i test moto e and mi 4 with same height
Moto e return maximum 32 value for loAccelerationReader
and in mi 4 it will return 60 value for loAccelerationReader
can any one help me out for the correct way.
I got some solution not sure its work for all or not, but i am using below code and its working for me.
if (foEvent.sensor.getType() == Sensor.TYPE_ACCELEROMETER) {
        double loX = foEvent.values[0];
        double loY = foEvent.values[1];
        double loZ = foEvent.values[2];
        double loAccelerationReader = Math.sqrt(Math.pow(loX, 2)
                + Math.pow(loY, 2)
                + Math.pow(loZ, 2));
        DecimalFormat precision = new DecimalFormat("0.00");
        double ldAccRound = Double.parseDouble(precision.format(loAccelerationReader));
        if (ldAccRound > 0.3d && ldAccRound < 0.5d) {
           //Do your stuff
        }
   }
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