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Norbert Schmidt
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/*
File: AccelerometerFilter.m
Abstract: Implements a low and high pass filter with optional adaptive filtering.
Version: 2.5
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*/
#import "AccelerometerFilter.h"
// Implementation of the basic filter. All it does is mirror input to output.
@implementation AccelerometerFilter
@synthesize x, y, z, adaptive;
-(void)addAcceleration:(UIAcceleration*)accel
{
x = accel.x;
y = accel.y;
z = accel.z;
}
-(NSString*)name
{
return @"You should not see this";
}
@end
#define kAccelerometerMinStep 0.02
#define kAccelerometerNoiseAttenuation 3.0
double Norm(double x, double y, double z)
{
return sqrt(x * x + y * y + z * z);
}
double Clamp(double v, double min, double max)
{
if(v > max)
return max;
else if(v < min)
return min;
else
return v;
}
// See http://en.wikipedia.org/wiki/Low-pass_filter for details low pass filtering
@implementation LowpassFilter
-(id)initWithSampleRate:(double)rate cutoffFrequency:(double)freq
{
self = [super init];
if(self != nil)
{
double dt = 1.0 / rate;
double RC = 1.0 / freq;
filterConstant = dt / (dt + RC);
}
return self;
}
-(void)addAcceleration:(UIAcceleration*)accel
{
double alpha = filterConstant;
if(adaptive)
{
double d = Clamp(fabs(Norm(x, y, z) - Norm(accel.x, accel.y, accel.z)) / kAccelerometerMinStep - 1.0, 0.0, 1.0);
alpha = (1.0 - d) * filterConstant / kAccelerometerNoiseAttenuation + d * filterConstant;
}
x = accel.x * alpha + x * (1.0 - alpha);
y = accel.y * alpha + y * (1.0 - alpha);
z = accel.z * alpha + z * (1.0 - alpha);
}
-(NSString*)name
{
return adaptive ? @"Adaptive Lowpass Filter" : @"Lowpass Filter";
}
@end
// See http://en.wikipedia.org/wiki/High-pass_filter for details on high pass filtering
@implementation HighpassFilter
-(id)initWithSampleRate:(double)rate cutoffFrequency:(double)freq
{
self = [super init];
if(self != nil)
{
double dt = 1.0 / rate;
double RC = 1.0 / freq;
filterConstant = RC / (dt + RC);
}
return self;
}
-(void)addAcceleration:(UIAcceleration*)accel
{
double alpha = filterConstant;
if(adaptive)
{
double d = Clamp(fabs(Norm(x, y, z) - Norm(accel.x, accel.y, accel.z)) / kAccelerometerMinStep - 1.0, 0.0, 1.0);
alpha = d * filterConstant / kAccelerometerNoiseAttenuation + (1.0 - d) * filterConstant;
}
x = alpha * (x + accel.x - lastX);
y = alpha * (y + accel.y - lastY);
z = alpha * (z + accel.z - lastZ);
lastX = accel.x;
lastY = accel.y;
lastZ = accel.z;
}
-(NSString*)name
{
return adaptive ? @"Adaptive Highpass Filter" : @"Highpass Filter";
}
@end