Program Listing for File ewma_covariance_provider.h
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// Copyright 2025 Analog Devices, Inc.
//
// 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 ADI_IMU__EWMA_WINDOW_COVARIANCE_PROVIDER_H_
#define ADI_IMU__EWMA_WINDOW_COVARIANCE_PROVIDER_H_
#include <cstddef>
#include "adi_imu/imu_covariance_interface.h"
#include "adi_imu/motion_detector.h"
namespace adi_imu
{
class EwmaCovarianceProvider : public ImuCovarianceInterface
{
public:
// Default EWMA covariance estimator parameters
inline static constexpr double DEFAULT_ALPHA = 0.02;
inline static constexpr size_t DEFAULT_WARMUP_SAMPLES = 100;
inline static constexpr double DEFAULT_MIN_VARIANCE = 1e-9;
explicit EwmaCovarianceProvider(
double alpha = DEFAULT_ALPHA, size_t warmup_samples = DEFAULT_WARMUP_SAMPLES,
double min_variance = DEFAULT_MIN_VARIANCE, MotionDetector motion_detector = MotionDetector());
void addSample(const Vec3 & accel, const Vec3 & gyro) override;
bool isReady() const override;
CovarianceMatrix getAccelCovariance() const override;
CovarianceMatrix getGyroCovariance() const override;
void reset() override;
double getCalibrationProgress() const override;
private:
double m_alpha;
size_t m_warmup_samples;
size_t m_sample_count;
double m_min_variance;
// Motion detector for stationary filtering
MotionDetector m_motion_detector;
// EWMA state (mean and variance for each axis)
Vec3 m_accel_mean;
Vec3 m_accel_var;
Vec3 m_gyro_mean;
Vec3 m_gyro_var;
};
} // namespace adi_imu
#endif // ADI_IMU__EWMA_WINDOW_COVARIANCE_PROVIDER_H_