openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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/*
* Copyright (C) 2012 The Android Open Source Project
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#ifndef _LIBINPUT_VELOCITY_TRACKER_H
#define _LIBINPUT_VELOCITY_TRACKER_H
#include <input/Input.h>
#include <utils/Timers.h>
#include <utils/BitSet.h>
namespace android {
class VelocityTrackerStrategy;
/*
* Calculates the velocity of pointer movements over time.
*/
class VelocityTracker {
public:
struct Position {
float x, y;
};
struct Estimator {
static const size_t MAX_DEGREE = 4;
// Estimator time base.
nsecs_t time;
// Polynomial coefficients describing motion in X and Y.
float xCoeff[MAX_DEGREE + 1], yCoeff[MAX_DEGREE + 1];
// Polynomial degree (number of coefficients), or zero if no information is
// available.
uint32_t degree;
// Confidence (coefficient of determination), between 0 (no fit) and 1 (perfect fit).
float confidence;
inline void clear() {
time = 0;
degree = 0;
confidence = 0;
for (size_t i = 0; i <= MAX_DEGREE; i++) {
xCoeff[i] = 0;
yCoeff[i] = 0;
}
}
};
// Creates a velocity tracker using the specified strategy.
// If strategy is NULL, uses the default strategy for the platform.
VelocityTracker(const char* strategy = NULL);
~VelocityTracker();
// Resets the velocity tracker state.
void clear();
// Resets the velocity tracker state for specific pointers.
// Call this method when some pointers have changed and may be reusing
// an id that was assigned to a different pointer earlier.
void clearPointers(BitSet32 idBits);
// Adds movement information for a set of pointers.
// The idBits bitfield specifies the pointer ids of the pointers whose positions
// are included in the movement.
// The positions array contains position information for each pointer in order by
// increasing id. Its size should be equal to the number of one bits in idBits.
void addMovement(nsecs_t eventTime, BitSet32 idBits, const Position* positions);
// Adds movement information for all pointers in a MotionEvent, including historical samples.
void addMovement(const MotionEvent* event);
// Gets the velocity of the specified pointer id in position units per second.
// Returns false and sets the velocity components to zero if there is
// insufficient movement information for the pointer.
bool getVelocity(uint32_t id, float* outVx, float* outVy) const;
// Gets an estimator for the recent movements of the specified pointer id.
// Returns false and clears the estimator if there is no information available
// about the pointer.
bool getEstimator(uint32_t id, Estimator* outEstimator) const;
// Gets the active pointer id, or -1 if none.
inline int32_t getActivePointerId() const { return mActivePointerId; }
// Gets a bitset containing all pointer ids from the most recent movement.
inline BitSet32 getCurrentPointerIdBits() const { return mCurrentPointerIdBits; }
private:
static const char* DEFAULT_STRATEGY;
nsecs_t mLastEventTime;
BitSet32 mCurrentPointerIdBits;
int32_t mActivePointerId;
VelocityTrackerStrategy* mStrategy;
bool configureStrategy(const char* strategy);
static VelocityTrackerStrategy* createStrategy(const char* strategy);
};
/*
* Implements a particular velocity tracker algorithm.
*/
class VelocityTrackerStrategy {
protected:
VelocityTrackerStrategy() { }
public:
virtual ~VelocityTrackerStrategy() { }
virtual void clear() = 0;
virtual void clearPointers(BitSet32 idBits) = 0;
virtual void addMovement(nsecs_t eventTime, BitSet32 idBits,
const VelocityTracker::Position* positions) = 0;
virtual bool getEstimator(uint32_t id, VelocityTracker::Estimator* outEstimator) const = 0;
};
/*
* Velocity tracker algorithm based on least-squares linear regression.
*/
class LeastSquaresVelocityTrackerStrategy : public VelocityTrackerStrategy {
public:
enum Weighting {
// No weights applied. All data points are equally reliable.
WEIGHTING_NONE,
// Weight by time delta. Data points clustered together are weighted less.
WEIGHTING_DELTA,
// Weight such that points within a certain horizon are weighed more than those
// outside of that horizon.
WEIGHTING_CENTRAL,
// Weight such that points older than a certain amount are weighed less.
WEIGHTING_RECENT,
};
// Degree must be no greater than Estimator::MAX_DEGREE.
LeastSquaresVelocityTrackerStrategy(uint32_t degree, Weighting weighting = WEIGHTING_NONE);
virtual ~LeastSquaresVelocityTrackerStrategy();
virtual void clear();
virtual void clearPointers(BitSet32 idBits);
virtual void addMovement(nsecs_t eventTime, BitSet32 idBits,
const VelocityTracker::Position* positions);
virtual bool getEstimator(uint32_t id, VelocityTracker::Estimator* outEstimator) const;
private:
// Sample horizon.
// We don't use too much history by default since we want to react to quick
// changes in direction.
static const nsecs_t HORIZON = 100 * 1000000; // 100 ms
// Number of samples to keep.
static const uint32_t HISTORY_SIZE = 20;
struct Movement {
nsecs_t eventTime;
BitSet32 idBits;
VelocityTracker::Position positions[MAX_POINTERS];
inline const VelocityTracker::Position& getPosition(uint32_t id) const {
return positions[idBits.getIndexOfBit(id)];
}
};
float chooseWeight(uint32_t index) const;
const uint32_t mDegree;
const Weighting mWeighting;
uint32_t mIndex;
Movement mMovements[HISTORY_SIZE];
};
/*
* Velocity tracker algorithm that uses an IIR filter.
*/
class IntegratingVelocityTrackerStrategy : public VelocityTrackerStrategy {
public:
// Degree must be 1 or 2.
IntegratingVelocityTrackerStrategy(uint32_t degree);
~IntegratingVelocityTrackerStrategy();
virtual void clear();
virtual void clearPointers(BitSet32 idBits);
virtual void addMovement(nsecs_t eventTime, BitSet32 idBits,
const VelocityTracker::Position* positions);
virtual bool getEstimator(uint32_t id, VelocityTracker::Estimator* outEstimator) const;
private:
// Current state estimate for a particular pointer.
struct State {
nsecs_t updateTime;
uint32_t degree;
float xpos, xvel, xaccel;
float ypos, yvel, yaccel;
};
const uint32_t mDegree;
BitSet32 mPointerIdBits;
State mPointerState[MAX_POINTER_ID + 1];
void initState(State& state, nsecs_t eventTime, float xpos, float ypos) const;
void updateState(State& state, nsecs_t eventTime, float xpos, float ypos) const;
void populateEstimator(const State& state, VelocityTracker::Estimator* outEstimator) const;
};
/*
* Velocity tracker strategy used prior to ICS.
*/
class LegacyVelocityTrackerStrategy : public VelocityTrackerStrategy {
public:
LegacyVelocityTrackerStrategy();
virtual ~LegacyVelocityTrackerStrategy();
virtual void clear();
virtual void clearPointers(BitSet32 idBits);
virtual void addMovement(nsecs_t eventTime, BitSet32 idBits,
const VelocityTracker::Position* positions);
virtual bool getEstimator(uint32_t id, VelocityTracker::Estimator* outEstimator) const;
private:
// Oldest sample to consider when calculating the velocity.
static const nsecs_t HORIZON = 200 * 1000000; // 100 ms
// Number of samples to keep.
static const uint32_t HISTORY_SIZE = 20;
// The minimum duration between samples when estimating velocity.
static const nsecs_t MIN_DURATION = 10 * 1000000; // 10 ms
struct Movement {
nsecs_t eventTime;
BitSet32 idBits;
VelocityTracker::Position positions[MAX_POINTERS];
inline const VelocityTracker::Position& getPosition(uint32_t id) const {
return positions[idBits.getIndexOfBit(id)];
}
};
uint32_t mIndex;
Movement mMovements[HISTORY_SIZE];
};
} // namespace android
#endif // _LIBINPUT_VELOCITY_TRACKER_H