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Calculating the AC only component of the samples (#1906)
Co-authored-by: Synco Reynders <synco@deviceware.co.nz> Co-authored-by: Jesse Hills <3060199+jesserockz@users.noreply.github.com>
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@ -8,18 +8,6 @@ namespace ct_clamp {
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static const char *const TAG = "ct_clamp";
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void CTClampSensor::setup() {
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this->is_calibrating_offset_ = true;
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this->high_freq_.start();
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this->set_timeout("calibrate_offset", this->sample_duration_, [this]() {
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this->high_freq_.stop();
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this->is_calibrating_offset_ = false;
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if (this->num_samples_ != 0) {
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this->offset_ = this->sample_sum_ / this->num_samples_;
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}
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});
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}
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void CTClampSensor::dump_config() {
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LOG_SENSOR("", "CT Clamp Sensor", this);
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ESP_LOGCONFIG(TAG, " Sample Duration: %.2fs", this->sample_duration_ / 1e3f);
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@ -27,9 +15,6 @@ void CTClampSensor::dump_config() {
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}
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void CTClampSensor::update() {
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if (this->is_calibrating_offset_)
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return;
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// Update only starts the sampling phase, in loop() the actual sampling is happening.
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// Request a high loop() execution interval during sampling phase.
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@ -46,20 +31,23 @@ void CTClampSensor::update() {
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return;
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}
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float raw = this->sample_sum_ / this->num_samples_;
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float irms = std::sqrt(raw);
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ESP_LOGD(TAG, "'%s' - Raw Value: %.2fA", this->name_.c_str(), irms);
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this->publish_state(irms);
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float dc = this->sample_sum_ / this->num_samples_;
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float var = (this->sample_squared_sum_ / this->num_samples_) - dc * dc;
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float ac = std::sqrt(var);
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ESP_LOGD(TAG, "'%s' - Got %d samples", this->name_.c_str(), this->num_samples_);
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ESP_LOGD(TAG, "'%s' - Raw AC Value: %.3fA", this->name_.c_str(), ac);
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this->publish_state(ac);
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});
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// Set sampling values
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this->is_sampling_ = true;
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this->num_samples_ = 0;
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this->sample_sum_ = 0.0f;
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this->sample_squared_sum_ = 0.0f;
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}
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void CTClampSensor::loop() {
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if (!this->is_sampling_ && !this->is_calibrating_offset_)
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if (!this->is_sampling_)
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return;
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// Perform a single sample
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@ -67,22 +55,8 @@ void CTClampSensor::loop() {
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if (isnan(value))
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return;
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if (this->is_calibrating_offset_) {
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this->sample_sum_ += value;
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this->num_samples_++;
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return;
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}
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// Adjust DC offset via low pass filter (exponential moving average)
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const float alpha = 0.001f;
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this->offset_ = this->offset_ * (1 - alpha) + value * alpha;
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// Filtered value centered around the mid-point (0V)
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float filtered = value - this->offset_;
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// IRMS is sqrt(∑v_i²)
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float sq = filtered * filtered;
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this->sample_sum_ += sq;
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this->sample_squared_sum_ += value * value;
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this->num_samples_++;
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}
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@ -10,7 +10,6 @@ namespace ct_clamp {
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class CTClampSensor : public sensor::Sensor, public PollingComponent {
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public:
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void setup() override;
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void update() override;
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void loop() override;
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void dump_config() override;
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@ -35,17 +34,19 @@ class CTClampSensor : public sensor::Sensor, public PollingComponent {
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*
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* Diagram: https://learn.openenergymonitor.org/electricity-monitoring/ct-sensors/interface-with-arduino
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*
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* This is automatically calculated with an exponential moving average/digital low pass filter.
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*
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* 0.5 is a good initial approximation to start with for most ESP8266 setups.
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* The current clamp only measures AC, so any DC component is an unwanted artifact from the
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* sampling circuit. The AC component is essentially the same as the calculating the Standard-Deviation,
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* which can be done by cumulating 3 values per sample:
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* 1) Number of samples
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* 2) Sum of samples
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* 3) Sum of sample squared
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* https://en.wikipedia.org/wiki/Root_mean_square
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*/
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float offset_ = 0.5f;
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float sample_sum_ = 0.0f;
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float sample_squared_sum_ = 0.0f;
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uint32_t num_samples_ = 0;
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bool is_sampling_ = false;
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/// Calibrate offset value once at boot
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bool is_calibrating_offset_ = false;
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};
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} // namespace ct_clamp
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