esphome/esphome/components/kalman_combinator/kalman_combinator.h
2022-01-09 23:44:36 +01:00

46 lines
1.4 KiB
C++

#pragma once
#include "esphome/core/component.h"
#include "esphome/components/sensor/sensor.h"
#include <cmath>
#include <vector>
namespace esphome {
namespace kalman_combinator {
class KalmanCombinatorComponent : public Component, public sensor::Sensor {
public:
KalmanCombinatorComponent() = default;
float get_setup_priority() const override { return esphome::setup_priority::DATA; }
void dump_config() override;
void setup() override;
void add_source(Sensor *sensor, std::function<float(float)> const &stddev);
void add_source(Sensor *sensor, float stddev);
void set_process_std_dev(float process_std_dev) {
this->update_variance_value_ = process_std_dev * process_std_dev * 0.001f;
}
void set_std_dev_sensor(Sensor *sensor) { this->std_dev_sensor_ = sensor; }
private:
void update_variance_();
void correct_(float value, float stddev);
// Source sensors and their error functions
std::vector<std::pair<Sensor *, std::function<float(float)>>> sensors_;
// Optional sensor for publishing the current error
sensor::Sensor *std_dev_sensor_{nullptr};
// Tick of the last update
uint32_t last_update_{0};
// Change of the variance, per ms
float update_variance_value_{0.f};
// Best guess for the state and its variance
float state_{NAN};
float variance_{INFINITY};
};
} // namespace kalman_combinator
} // namespace esphome