#include #include #include "xprintf.h" #include "math.h" #include "main.h" #include "gpx.h" #include "ff.h" #include "settings.h" #define KALMAN_Q 8.5e-6 #define KALMAN_R 4e-5 #define KALMAN_ERR_MAX 6e-4 __flash const char xml_header[] = "\n" "\n" "\t\n" "\t\t\n"; FIL gpx_file; static char buf[sizeof(xml_header)+1]; struct kalman_s { unsigned char initialized; float x_est_last; float P_last; float Q; float R; float K; }; #define PREV_POINTS_LENGTH 4 #define AVG_COUNT 3 #define MIN_DIST_DELTA 2.0 struct { struct location_s data[PREV_POINTS_LENGTH]; unsigned char start; unsigned char count; } prev_points; struct location_s last_saved; static struct kalman_s kalman[2]; static struct { float lat; float lon; time_t time; } avg_store; static unsigned char avg_count; float kalman_predict(struct kalman_s *k, float data); void kalman_init(struct kalman_s *k); float distance(struct location_s *pos1, struct location_s *pos2); void prev_points_append(struct location_s *new){ prev_points.data[(prev_points.start + prev_points.count)%PREV_POINTS_LENGTH] = *new; if(++prev_points.count > PREV_POINTS_LENGTH){ prev_points.count--; prev_points.start++; prev_points.start %= PREV_POINTS_LENGTH; } } struct location_s *prev_points_get(unsigned char index){ unsigned char i, addr = prev_points.start; for(i=0; itime, 0); xsprintf(buf, PSTR("\t\t\t\n\t\t\t\t\n"), loc->lat, loc->lon, time); /* alt */ strcat_P(buf, PSTR("\t\t\t\n")); return f_write(file, buf, strlen(buf), &bw); } unsigned char gpx_close(FIL *file) { unsigned int bw; strcpy_P(buf, PSTR("\t\t\n\t\n\n")); f_write(file, buf, strlen(buf), &bw); return f_close(file); } void gpx_process_point(struct location_s *loc, FIL *file){ float lon_est, lon_err, lat_est, lat_err; struct location_s *ptr; struct location_s nloc; if (get_flag(CONFFLAG_DISABLE_FILTERS)) { xputs_P(PSTR("Write with filters disabled\r\n")); gpx_write(loc, file); } else { lat_est = kalman_predict(&kalman[0], loc->lat); lon_est = kalman_predict(&kalman[1], loc->lon); lat_err = fabs(loc->lat - lat_est); lon_err = fabs(loc->lon - lon_est); // xprintf(PSTR("lat_err: %e, lon_err: %e, limit: %e\r\n"), lat_err, lon_err, (float)KALMAN_ERR_MAX); if(lat_err > KALMAN_ERR_MAX || lon_err > KALMAN_ERR_MAX){ xputs_P(PSTR("KALMAN REJECT\r\n")); return; } loc->lat = lat_est; loc->lon = lon_est; prev_points_append(loc); if(prev_points.count == PREV_POINTS_LENGTH){ float dist12 = distance(prev_points_get(0), prev_points_get(1)); float dist34 = distance(prev_points_get(2), prev_points_get(3)); float dist32 = distance(prev_points_get(2), prev_points_get(1)); xprintf(PSTR("New distance: %fm\r\n"), dist32); if(dist34 > dist12 && dist32 > dist12){ xputs_P(PSTR("DISTANCE DIFF REJECT\r\n")); return; } ptr = prev_points_get(PREV_POINTS_LENGTH - 2); } else { if(prev_points.count >= PREV_POINTS_LENGTH-2){ ptr = prev_points_get(prev_points.count - 2); xputs_P(PSTR("NEW\r\n")); } else { return; } } if(distance(&last_saved, ptr) < MIN_DIST_DELTA){ xputs_P(PSTR("Too small position change REJECT\r\n")); return; } xputs_P(PSTR("ACCEPT\r\n")); avg_store.lat += ptr->lat; avg_store.lon += ptr->lon; if(avg_count == AVG_COUNT/2) avg_store.time = ptr->time; if(++avg_count == AVG_COUNT){ nloc.lat = avg_store.lat / AVG_COUNT; nloc.lon = avg_store.lon / AVG_COUNT; nloc.time = avg_store.time; avg_count = 0; avg_store.lat = 0; avg_store.lon = 0; avg_store.time = 0; last_saved = nloc; gpx_write(&nloc, file); return; } } } void kalman_init(struct kalman_s *k){ k->initialized = 0; k->P_last = 0; //the noise in the system k->Q = KALMAN_Q; // process variance k->R = KALMAN_R; // measurement variance k->K = 0; } float kalman_predict(struct kalman_s *k, float data){ if(!k->initialized){ //initial values for the kalman filter k->x_est_last = data; k->initialized = 1; return data; } //do a prediction float x_temp_est = k->x_est_last; float P_temp = k->P_last + k->Q; //calculate the Kalman gain k->K = P_temp * (1.0/(P_temp + k->R)); //correct float x_est = x_temp_est + k->K * (data - x_temp_est); k->P_last = (1 - k->K) * P_temp; k->x_est_last = x_est; return x_est; } float distance(struct location_s *pos1, struct location_s *pos2){ float lon_delta = fabs(pos1->lon - pos2->lon) * 111139.0; float lat_delta = fabs(pos1->lat - pos2->lat) * 111139.0; // xprintf(PSTR("lat1=%f; lat2=%f; lon1=%f; lon2=%f; lat_delta=%f; lon_delta=%f\r\n"), pos1->lat, pos2->lat, pos1->lon, pos2->lon, lon_delta, lat_delta); return sqrtf(lon_delta * lon_delta + lat_delta * lat_delta); }