do not use es2015 here
This commit is contained in:
parent
9b1b8252bb
commit
245977c2e8
1 changed files with 72 additions and 73 deletions
145
third-party/kalman.js
vendored
145
third-party/kalman.js
vendored
|
@ -11,79 +11,78 @@
|
|||
|
||||
|
||||
|
||||
class KalmanFilter {
|
||||
function KalmanFilter(params) {
|
||||
/**
|
||||
* Create 1-dimensional kalman filter
|
||||
* @param {Number} options.R Process noise
|
||||
* @param {Number} options.Q Measurement noise
|
||||
* @param {Number} options.A State vector
|
||||
* @param {Number} options.B Control vector
|
||||
* @param {Number} options.C Measurement vector
|
||||
* @return {KalmanFilter}
|
||||
*/
|
||||
|
||||
/**
|
||||
* Create 1-dimensional kalman filter
|
||||
* @param {Number} options.R Process noise
|
||||
* @param {Number} options.Q Measurement noise
|
||||
* @param {Number} options.A State vector
|
||||
* @param {Number} options.B Control vector
|
||||
* @param {Number} options.C Measurement vector
|
||||
* @return {KalmanFilter}
|
||||
*/
|
||||
constructor({R = 1, Q = 1, A = 1, B = 0, C = 1} = {}) {
|
||||
this.R = typeof params.R == "undefined" ? 1 : params.R; // noise power desirable
|
||||
this.Q = typeof params.Q == "undefined" ? 1 : params.Q; // noise power estimated
|
||||
|
||||
this.R = R; // noise power desirable
|
||||
this.Q = Q; // noise power estimated
|
||||
|
||||
this.A = A;
|
||||
this.C = C;
|
||||
this.B = B;
|
||||
this.cov = NaN;
|
||||
this.x = NaN; // estimated signal without noise
|
||||
}
|
||||
|
||||
/**
|
||||
* Filter a new value
|
||||
* @param {Number} z Measurement
|
||||
* @param {Number} u Control
|
||||
* @return {Number}
|
||||
*/
|
||||
filter(z, u = 0) {
|
||||
|
||||
if (isNaN(this.x)) {
|
||||
this.x = (1 / this.C) * z;
|
||||
this.cov = (1 / this.C) * this.Q * (1 / this.C);
|
||||
}
|
||||
else {
|
||||
|
||||
// Compute prediction
|
||||
const predX = (this.A * this.x) + (this.B * u);
|
||||
const predCov = ((this.A * this.cov) * this.A) + this.R;
|
||||
|
||||
// Kalman gain
|
||||
const K = predCov * this.C * (1 / ((this.C * predCov * this.C) + this.Q));
|
||||
|
||||
// Correction
|
||||
this.x = predX + K * (z - (this.C * predX));
|
||||
this.cov = predCov - (K * this.C * predCov);
|
||||
}
|
||||
|
||||
return this.x;
|
||||
}
|
||||
|
||||
/**
|
||||
* Return the last filtered measurement
|
||||
* @return {Number}
|
||||
*/
|
||||
lastMeasurement() {
|
||||
return this.x;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set measurement noise Q
|
||||
* @param {Number} noise
|
||||
*/
|
||||
setMeasurementNoise(noise) {
|
||||
this.Q = noise;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the process noise R
|
||||
* @param {Number} noise
|
||||
*/
|
||||
setProcessNoise(noise) {
|
||||
this.R = noise;
|
||||
}
|
||||
this.A = typeof params.A == "undefined" ? 1 : params.A;
|
||||
this.C = typeof params.C == "undefined" ? 1 : params.C;
|
||||
this.B = typeof params.B == "undefined" ? 0 : params.B;
|
||||
this.cov = NaN;
|
||||
this.x = NaN; // estimated signal without noise
|
||||
}
|
||||
|
||||
/**
|
||||
* Filter a new value
|
||||
* @param {Number} z Measurement
|
||||
* @param {Number} u Control
|
||||
* @return {Number}
|
||||
*/
|
||||
KalmanFilter.prototype.filter = function (z, u) {
|
||||
if (typeof u == "undefined")
|
||||
u = 0;
|
||||
if (isNaN(this.x)) {
|
||||
this.x = (1 / this.C) * z;
|
||||
this.cov = (1 / this.C) * this.Q * (1 / this.C);
|
||||
}
|
||||
else {
|
||||
|
||||
// Compute prediction
|
||||
const predX = (this.A * this.x) + (this.B * u);
|
||||
const predCov = ((this.A * this.cov) * this.A) + this.R;
|
||||
|
||||
// Kalman gain
|
||||
const K = predCov * this.C * (1 / ((this.C * predCov * this.C) + this.Q));
|
||||
|
||||
// Correction
|
||||
this.x = predX + K * (z - (this.C * predX));
|
||||
this.cov = predCov - (K * this.C * predCov);
|
||||
}
|
||||
|
||||
return this.x;
|
||||
}
|
||||
|
||||
/**
|
||||
* Return the last filtered measurement
|
||||
* @return {Number}
|
||||
*/
|
||||
KalmanFilter.prototype.lastMeasurement = function () {
|
||||
return this.x;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set measurement noise Q
|
||||
* @param {Number} noise
|
||||
*/
|
||||
KalmanFilter.prototype.setMeasurementNoise = function (noise) {
|
||||
this.Q = noise;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the process noise R
|
||||
* @param {Number} noise
|
||||
*/
|
||||
KalmanFilter.prototype.setProcessNoise = function (noise) {
|
||||
this.R = noise;
|
||||
}
|
||||
|
||||
|
|
Loading…
Reference in a new issue