summaryrefslogtreecommitdiff
path: root/src/kernel/ao_kalman.c
blob: 7b0f8145d807ce74bd5db66c0d23408251a8d745 (plain) (blame)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
/*
 * Copyright © 2011 Keith Packard <keithp@keithp.com>
 *
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; version 2 of the License.
 *
 * This program is distributed in the hope that it will be useful, but
 * WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 * General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License along
 * with this program; if not, write to the Free Software Foundation, Inc.,
 * 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA.
 */

#ifndef AO_FLIGHT_TEST
#include "ao.h"
#include "ao_flight.h"
#endif

#include "ao_sample.h"
#include "ao_kalman.h"

static __pdata ao_k_t		ao_k_height;
static __pdata ao_k_t		ao_k_speed;
static __pdata ao_k_t		ao_k_accel;

#define AO_K_STEP_100		to_fix_v(0.01)
#define AO_K_STEP_2_2_100	to_fix_v(0.00005)

#define AO_K_STEP_10		to_fix_v(0.1)
#define AO_K_STEP_2_2_10	to_fix_v(0.005)

#define AO_K_STEP_1		to_fix_v(1)
#define AO_K_STEP_2_2_1		to_fix_v(0.5)

__pdata ao_v_t			ao_height;
__pdata ao_v_t			ao_speed;
__pdata ao_v_t			ao_accel;
__xdata ao_v_t			ao_max_height;
static __pdata ao_k_t		ao_avg_height_scaled;
__xdata ao_v_t			ao_avg_height;

__pdata ao_v_t			ao_error_h;
__pdata ao_v_t			ao_error_h_sq_avg;

#if HAS_ACCEL
__pdata ao_v_t			ao_error_a;
#endif

static void
ao_kalman_predict(void)
{
#ifdef AO_FLIGHT_TEST
	if (ao_sample_tick - ao_sample_prev_tick > 50) {
		ao_k_height += ((ao_k_t) ao_speed * AO_K_STEP_1 +
				(ao_k_t) ao_accel * AO_K_STEP_2_2_1) >> 4;
		ao_k_speed += (ao_k_t) ao_accel * AO_K_STEP_1;

		return;
	}
	if (ao_sample_tick - ao_sample_prev_tick > 5) {
		ao_k_height += ((ao_k_t) ao_speed * AO_K_STEP_10 +
				(ao_k_t) ao_accel * AO_K_STEP_2_2_10) >> 4;
		ao_k_speed += (ao_k_t) ao_accel * AO_K_STEP_10;

		return;
	}
	if (ao_flight_debug) {
		printf ("predict speed %g + (%g * %g) = %g\n",
			ao_k_speed / (65536.0 * 16.0), ao_accel / 16.0, AO_K_STEP_100 / 65536.0,
			(ao_k_speed + (ao_k_t) ao_accel * AO_K_STEP_100) / (65536.0 * 16.0));
	}
#endif
	ao_k_height += ((ao_k_t) ao_speed * AO_K_STEP_100 +
			(ao_k_t) ao_accel * AO_K_STEP_2_2_100) >> 4;
	ao_k_speed += (ao_k_t) ao_accel * AO_K_STEP_100;
}

static void
ao_kalman_err_height(void)
{
	ao_v_t	e;
	ao_v_t height_distrust;
#if HAS_ACCEL
	ao_v_t	speed_distrust;
#endif

	ao_error_h = ao_sample_height - (ao_v_t) (ao_k_height >> 16);

	e = ao_error_h;
	if (e < 0)
		e = -e;
	if (e > 127)
		e = 127;
#if HAS_ACCEL
	ao_error_h_sq_avg -= ao_error_h_sq_avg >> 2;
	ao_error_h_sq_avg += (e * e) >> 2;
#else
	ao_error_h_sq_avg -= ao_error_h_sq_avg >> 4;
	ao_error_h_sq_avg += (e * e) >> 4;
#endif

	if (ao_flight_state >= ao_flight_drogue)
		return;
	height_distrust = ao_sample_alt - AO_MAX_BARO_HEIGHT;
#if HAS_ACCEL
	/* speed is stored * 16, but we need to ramp between 200 and 328, so
	 * we want to multiply by 2. The result is a shift by 3.
	 */
	speed_distrust = (ao_speed - AO_MS_TO_SPEED(AO_MAX_BARO_SPEED)) >> (4 - 1);
	if (speed_distrust <= 0)
		speed_distrust = 0;
	else if (speed_distrust > height_distrust)
		height_distrust = speed_distrust;
#endif
	if (height_distrust > 0) {
#ifdef AO_FLIGHT_TEST
		int	old_ao_error_h = ao_error_h;
#endif
		if (height_distrust > 0x100)
			height_distrust = 0x100;
		ao_error_h = (ao_v_t) (((ao_k_t) ao_error_h * (0x100 - height_distrust)) >> 8);
#ifdef AO_FLIGHT_TEST
		if (ao_flight_debug) {
			printf("over height %g over speed %g distrust: %g height: error %d -> %d\n",
			       (double) (ao_sample_alt - AO_MAX_BARO_HEIGHT),
			       (ao_speed - AO_MS_TO_SPEED(AO_MAX_BARO_SPEED)) / 16.0,
			       height_distrust / 256.0,
			       old_ao_error_h, ao_error_h);
		}
#endif
	}
}

static void
ao_kalman_correct_baro(void)
{
	ao_kalman_err_height();
#ifdef AO_FLIGHT_TEST
	if (ao_sample_tick - ao_sample_prev_tick > 50) {
		ao_k_height += (ao_k_t) AO_BARO_K0_1 * ao_error_h;
		ao_k_speed  += (ao_k_t) AO_BARO_K1_1 * ao_error_h;
		ao_k_accel  += (ao_k_t) AO_BARO_K2_1 * ao_error_h;
		return;
	}
	if (ao_sample_tick - ao_sample_prev_tick > 5) {
		ao_k_height += (ao_k_t) AO_BARO_K0_10 * ao_error_h;
		ao_k_speed  += (ao_k_t) AO_BARO_K1_10 * ao_error_h;
		ao_k_accel  += (ao_k_t) AO_BARO_K2_10 * ao_error_h;
		return;
	}
#endif
	ao_k_height += (ao_k_t) AO_BARO_K0_100 * ao_error_h;
	ao_k_speed  += (ao_k_t) AO_BARO_K1_100 * ao_error_h;
	ao_k_accel  += (ao_k_t) AO_BARO_K2_100 * ao_error_h;
}

#if HAS_ACCEL

static void
ao_kalman_err_accel(void)
{
	ao_k_t	accel;

	accel = (ao_config.accel_plus_g - ao_sample_accel) * ao_accel_scale;

	/* Can't use ao_accel here as it is the pre-prediction value still */
	ao_error_a = (accel - ao_k_accel) >> 16;
}

#ifndef FORCE_ACCEL
static void
ao_kalman_correct_both(void)
{
	ao_kalman_err_height();
	ao_kalman_err_accel();

#ifdef AO_FLIGHT_TEST
	if (ao_sample_tick - ao_sample_prev_tick > 50) {
		if (ao_flight_debug) {
			printf ("correct speed %g + (%g * %g) + (%g * %g) = %g\n",
				ao_k_speed / (65536.0 * 16.0),
				(double) ao_error_h, AO_BOTH_K10_1 / 65536.0,
				(double) ao_error_a, AO_BOTH_K11_1 / 65536.0,
				(ao_k_speed +
				 (ao_k_t) AO_BOTH_K10_1 * ao_error_h +
				 (ao_k_t) AO_BOTH_K11_1 * ao_error_a) / (65536.0 * 16.0));
		}
		ao_k_height +=
			(ao_k_t) AO_BOTH_K00_1 * ao_error_h +
			(ao_k_t) AO_BOTH_K01_1 * ao_error_a;
		ao_k_speed +=
			(ao_k_t) AO_BOTH_K10_1 * ao_error_h +
			(ao_k_t) AO_BOTH_K11_1 * ao_error_a;
		ao_k_accel +=
			(ao_k_t) AO_BOTH_K20_1 * ao_error_h +
			(ao_k_t) AO_BOTH_K21_1 * ao_error_a;
		return;
	}
	if (ao_sample_tick - ao_sample_prev_tick > 5) {
		if (ao_flight_debug) {
			printf ("correct speed %g + (%g * %g) + (%g * %g) = %g\n",
				ao_k_speed / (65536.0 * 16.0),
				(double) ao_error_h, AO_BOTH_K10_10 / 65536.0,
				(double) ao_error_a, AO_BOTH_K11_10 / 65536.0,
				(ao_k_speed +
				 (ao_k_t) AO_BOTH_K10_10 * ao_error_h +
				 (ao_k_t) AO_BOTH_K11_10 * ao_error_a) / (65536.0 * 16.0));
		}
		ao_k_height +=
			(ao_k_t) AO_BOTH_K00_10 * ao_error_h +
			(ao_k_t) AO_BOTH_K01_10 * ao_error_a;
		ao_k_speed +=
			(ao_k_t) AO_BOTH_K10_10 * ao_error_h +
			(ao_k_t) AO_BOTH_K11_10 * ao_error_a;
		ao_k_accel +=
			(ao_k_t) AO_BOTH_K20_10 * ao_error_h +
			(ao_k_t) AO_BOTH_K21_10 * ao_error_a;
		return;
	}
	if (ao_flight_debug) {
		printf ("correct speed %g + (%g * %g) + (%g * %g) = %g\n",
			ao_k_speed / (65536.0 * 16.0),
			(double) ao_error_h, AO_BOTH_K10_100 / 65536.0,
			(double) ao_error_a, AO_BOTH_K11_100 / 65536.0,
			(ao_k_speed +
			 (ao_k_t) AO_BOTH_K10_100 * ao_error_h +
			 (ao_k_t) AO_BOTH_K11_100 * ao_error_a) / (65536.0 * 16.0));
	}
#endif
	ao_k_height +=
		(ao_k_t) AO_BOTH_K00_100 * ao_error_h +
		(ao_k_t) AO_BOTH_K01_100 * ao_error_a;
	ao_k_speed +=
		(ao_k_t) AO_BOTH_K10_100 * ao_error_h +
		(ao_k_t) AO_BOTH_K11_100 * ao_error_a;
	ao_k_accel +=
		(ao_k_t) AO_BOTH_K20_100 * ao_error_h +
		(ao_k_t) AO_BOTH_K21_100 * ao_error_a;
}

#else

static void
ao_kalman_correct_accel(void)
{
	ao_kalman_err_accel();

	if (ao_sample_tick - ao_sample_prev_tick > 5) {
		ao_k_height +=(ao_k_t) AO_ACCEL_K0_10 * ao_error_a;
		ao_k_speed  += (ao_k_t) AO_ACCEL_K1_10 * ao_error_a;
		ao_k_accel  += (ao_k_t) AO_ACCEL_K2_10 * ao_error_a;
		return;
	}
	ao_k_height += (ao_k_t) AO_ACCEL_K0_100 * ao_error_a;
	ao_k_speed  += (ao_k_t) AO_ACCEL_K1_100 * ao_error_a;
	ao_k_accel  += (ao_k_t) AO_ACCEL_K2_100 * ao_error_a;
}

#endif /* else FORCE_ACCEL */
#endif /* HAS_ACCEL */

void
ao_kalman(void)
{
	ao_kalman_predict();
#if HAS_ACCEL
	if (ao_flight_state <= ao_flight_coast) {
#ifdef FORCE_ACCEL
		ao_kalman_correct_accel();
#else
		ao_kalman_correct_both();
#endif
	} else
#endif
		ao_kalman_correct_baro();
	ao_height = from_fix(ao_k_height);
	ao_speed = from_fix(ao_k_speed);
	ao_accel = from_fix(ao_k_accel);
	if (ao_height > ao_max_height)
		ao_max_height = ao_height;
	ao_avg_height_scaled = ao_avg_height_scaled - ao_avg_height + ao_sample_height;
#ifdef AO_FLIGHT_TEST
	if (ao_sample_tick - ao_sample_prev_tick > 50)
		ao_avg_height = (ao_avg_height_scaled + 1) >> 1;
	else if (ao_sample_tick - ao_sample_prev_tick > 5)
		ao_avg_height = (ao_avg_height_scaled + 7) >> 4;
	else 
#endif
		ao_avg_height = (ao_avg_height_scaled + 63) >> 7;
}