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- #include "system.h"
- #include "detect_zero_vel.h"
- #include "hal_mt.h"
- #include "hal_mt.h"
- #include "app_flash.h"
- //#include "hal_imu.h"
- #define MAG_THRESHHOLD 500
- #define SAMPLE_C 4
- int16_t front_zero_tmp = 0;
- int16_t back_zero_tmp = 0;
- static float var_acc_temp;
- int32_t get_var_acc(void)
- {
- return var_acc_temp * 1000.f;
- }
- void start_cal_step(int16_t front[3], int16_t back[3], int16_t acc[3])
- {
- }
- void cal_step(int16_t front_zero, int16_t back_zero, float acc_x, float acc_y, float acc_z)
- {
- }
- float var_acc_f(int16_t* acc, int length, int sample_c)
- {
- if (length < 10*sample_c)
- {
- return 0.0f;
- }
- float mean_x = 0;
- float sum_x = 0;
- for (int i = length - 1; i >= length - 10*sample_c; i-=sample_c)
- {
- sum_x += acc[i];
- }
- mean_x = sum_x *0.1f;
- sum_x = 0.0f;
- for (int i = length - 1; i >= length - 10*sample_c; i-=sample_c)
- {
- sum_x += ((acc[i] - mean_x) * (acc[i] - mean_x));
- }
- return sum_x *0.1f / 2048.f /2048.f;
- }
- int16_t find_val(int16_t* data, int start_index, int end_index, char s)
- {
- int16_t val = data[end_index - 1];
- for (int i = end_index - 1; i >= start_index; i-= SAMPLE_C)
- {
- if (s == '<')
- {
- if (val > data[i])
- {
- val = data[i];
- }
- }
- else
- {
- if (val < data[i])
- {
- val = data[i];
- }
- }
- }
- return val;
- }
- //2020/01/02
- //长趋势判断压力上升
- int isLongTimeUpTrend(int16_t *mag_window, int16_t length, int16_t up_threshhold, int16_t *min_val)
- {
- //上下沿判断
- int16_t max_index = 0; int16_t min_index = 0;
-
- int16_t window_max_val = mag_window[length - 1];
- int16_t window_min_val = mag_window[length - 1];
-
- for(int i = length - 1; i >= 0; i -= SAMPLE_C)
- {
- if(window_max_val < mag_window[i])
- {
- window_max_val = mag_window[i];
- max_index = i;
- }
-
- if(window_min_val > mag_window[i])
- {
- window_min_val = mag_window[i];
- min_index = i;
- }
- }
-
- *min_val = window_min_val;
-
- if((max_index > min_index && window_max_val - window_min_val > up_threshhold && window_max_val - mag_window[length - 1] < 10 )
- || (mag_window[length - 1] - window_min_val > up_threshhold && window_max_val - mag_window[length - 1] < 10))
- {
- return 1;
- }
-
-
- return 0;
-
- }
- int isLongTimeDownTrend(int16_t *mag_window, int16_t length, int16_t down_threshhold, int16_t *max_val)
- {
- //上下沿判断
- int16_t max_index = 0; int16_t min_index = 0;
-
- int16_t window_max_val = mag_window[length - 1];
- int16_t window_min_val = mag_window[length - 1];
-
- for(int i = length - 1; i >=0; i -= SAMPLE_C)
- {
- if(window_max_val < mag_window[i])
- {
- window_max_val = mag_window[i];
- max_index = i;
- }
-
- if(window_min_val > mag_window[i])
- {
- window_min_val = mag_window[i];
- min_index = i;
- }
- }
-
- *max_val = window_max_val;
-
- if((max_index < min_index && window_max_val - window_min_val > down_threshhold && mag_window[length - 1] - window_min_val < down_threshhold/2)
- || window_max_val - mag_window[length - 1] > down_threshhold / 2)
- {
- return 1;
- }
-
-
- return 0;
-
- }
- //寻找加速度的最大值以及最小值
- void find_acc_max_and_min_val(int16_t*src, int16_t start_index, int16_t end_index, int16_t sample, int16_t* max_val, int16_t*min_val)
- {
- *max_val = src[end_index - 1];
- *min_val = src[end_index - 1];
-
- for(int i = end_index - 1; i >= start_index; i -= sample)
- {
- if(*max_val < src[i])
- {
- *max_val = src[i];
- }
-
- if(*min_val > src[i])
- {
- *min_val = src[i];
- }
-
- }
-
- }
- //根据压力的上升或下降,设置零速估计状态
- void setZeroStatus(int16_t up_trend, int16_t down_trend, int16_t *zero_tmp)
- {
- if(up_trend)
- {
- *zero_tmp = 1;
- }
- else if(down_trend)
- {
- *zero_tmp = 0;
- }
- else if(*zero_tmp == 1)
- {
- *zero_tmp = 2;
- }
- }
- //归纳整理触地信息的结果
- void setTouchFloorStatus(int16_t *zero_tmp, int16_t *zero,
- int16_t *acc_x_window, int16_t *acc_y_window, int16_t *acc_z_window)
- {
- if (*zero_tmp == 1)
- {
- *zero = 1;
- }
- else if(*zero_tmp == 2 &&abs(acc_x_window[WINDOW_SIZE - 1- SAMPLE_C] - acc_x_window[WINDOW_SIZE - 1]) < 103
- && abs(acc_y_window[WINDOW_SIZE - 1- SAMPLE_C] - acc_y_window[WINDOW_SIZE - 1]) < 103
- && abs(acc_z_window[WINDOW_SIZE - 1- SAMPLE_C] - acc_z_window[WINDOW_SIZE - 1]) < 103)
- {
- *zero = 1;
- }
- else
- {
- *zero_tmp = 0;
- *zero = 0;
- }
- }
- void detect_zero_vel(int16_t front[3], int16_t back[3], int16_t acc[3],
- int16_t *front_zero, int16_t *back_zero, int16_t *acc_zero)
- {
- //压力滑动窗口
- static int16_t front_mag_window[WINDOW_SIZE];
- static int16_t back_mag_window[WINDOW_SIZE];
-
- //加速度滑动窗口
- static int16_t acc_x_window[WINDOW_SIZE];
- static int16_t acc_y_window[WINDOW_SIZE];
- static int16_t acc_z_window[WINDOW_SIZE];
-
- static int16_t last_front_zupt;
- static int16_t last_back_zupt;
-
- static int16_t front_zupt_wait;
- static int16_t back_zupt_wait;
- static int16_t press_wait;
- static int16_t shake_acc_wait;
-
- static int16_t continue_up_min_val;
- static int acc_zero_count;
- static int16_t front_up_wait;
- static int16_t back_up_wait;
- static int16_t press_up_wait;
-
- static int16_t special_press_up_wait;
-
-
- static int16_t front_min_val;
- static int16_t back_min_val;
-
- static int16_t front_max_val;
- static int16_t back_max_val;
-
-
- int16_t front_val = abs(front[2]);
- int16_t back_val = abs(back[2]);
-
-
-
- //滑动窗口更新数据
- memcpy(front_mag_window, front_mag_window + 1, (WINDOW_SIZE - 1) * sizeof(int16_t));
- memcpy(back_mag_window, back_mag_window + 1, (WINDOW_SIZE - 1) * sizeof(int16_t));
-
- memcpy(acc_x_window, acc_x_window + 1, (WINDOW_SIZE - 1) * sizeof(int16_t));
- memcpy(acc_y_window, acc_y_window + 1, (WINDOW_SIZE - 1) * sizeof(int16_t));
- memcpy(acc_z_window, acc_z_window + 1, (WINDOW_SIZE - 1) * sizeof(int16_t));
-
- front_mag_window[WINDOW_SIZE - 1] = front_val;
- back_mag_window[WINDOW_SIZE - 1] = back_val;
-
- acc_x_window[WINDOW_SIZE - 1] = acc[0];
- acc_y_window[WINDOW_SIZE - 1] = acc[1];
- acc_z_window[WINDOW_SIZE - 1] = acc[2];
-
- /*
- * 计算稳定的状态
- */
-
- int16_t acc_max_val_x , acc_min_val_x ;
-
- int16_t acc_max_val_y , acc_min_val_y ;
-
- int16_t acc_max_val_z , acc_min_val_z ;
-
- //寻找加速度窗口的最大值、最小值
- find_acc_max_and_min_val(acc_x_window, WINDOW_SIZE - SAMPLE_C * 10, WINDOW_SIZE, SAMPLE_C , &acc_max_val_x, &acc_min_val_x);
-
- find_acc_max_and_min_val(acc_y_window, WINDOW_SIZE - SAMPLE_C * 10, WINDOW_SIZE, SAMPLE_C, &acc_max_val_y, &acc_min_val_y);
-
- find_acc_max_and_min_val(acc_z_window, WINDOW_SIZE - SAMPLE_C * 10, WINDOW_SIZE, SAMPLE_C, &acc_max_val_z, &acc_min_val_z);
- //判断前后脚的压力上升下降状态
- int back_up_trend = isLongTimeUpTrend(back_mag_window, WINDOW_SIZE, MAG_THRESHHOLD, &back_min_val);
- //由于不能直接用后脚用压力来判断,那么就弄个倒计时好了
- if (back_up_trend == 1)
- {
- back_up_wait = 20 * SAMPLE_C;
- }
- int back_down_trend = isLongTimeDownTrend(back_mag_window, WINDOW_SIZE, MAG_THRESHHOLD, &back_max_val);
- //当还处于后脚压力上升的余热中,降低前脚的判断阈值
- int front_up_trend;
- //当back_up_wait 后脚跟压力上升的等待时间 大于0时候, 阈值调低为2000,否则为3000
- if (back_up_wait > 0)
- {
- front_up_trend = isLongTimeUpTrend(front_mag_window, WINDOW_SIZE, MAG_THRESHHOLD * 2, &front_min_val);
- }
- else
- {
- front_up_trend = isLongTimeUpTrend(front_mag_window, WINDOW_SIZE, MAG_THRESHHOLD * 4, &front_min_val);
- }
-
- //缓慢踩地
- if(front_mag_window[WINDOW_SIZE - 1] - front_mag_window[WINDOW_SIZE - 1 - SAMPLE_C] >-50)
- {
- if(continue_up_min_val > front_mag_window[WINDOW_SIZE - 1])
- {
- continue_up_min_val = front_mag_window[WINDOW_SIZE - 1];
- }
- }
- else
- {
- continue_up_min_val = front_mag_window[WINDOW_SIZE - 1];
- }
- if (front_mag_window[WINDOW_SIZE - 1] - continue_up_min_val > MAG_THRESHHOLD * 2)
- {
- front_up_trend = 1;
- }
- //front_down_trend 为 1时候, 意味着前脚掌压力下降
- int front_down_trend = isLongTimeDownTrend(front_mag_window, WINDOW_SIZE, MAG_THRESHHOLD, &front_max_val);
- // 自定义前后脚压力均上升,则重置压力等待时间,press_up_wait用于判断产生剧烈抖动时,则为触地
- // special_press_up_wait 用于判断延续触地逻辑,使其阈值变大(解决触地剧烈抖动的情况)
- if ((back_mag_window[WINDOW_SIZE - 1] - back_min_val > 500 && back_max_val - back_mag_window[WINDOW_SIZE - 1] < 200) ||
- (front_mag_window[WINDOW_SIZE - 1] - front_min_val > 500 && front_max_val - front_mag_window[WINDOW_SIZE - 1] < 200) ||
- (front_mag_window[WINDOW_SIZE - 1] - continue_up_min_val > 500))
- {
- press_up_wait = 20 * SAMPLE_C;
-
- special_press_up_wait = 20 * SAMPLE_C;
- }
-
- //发现前脚压力向下降的时候,置special_press_up_wait为0,避免离地时候,该倒计时还要生效
- if(front_down_trend == 1)
- {
- special_press_up_wait = 0;
- }
-
-
- //当前脚掌压力上升,后脚压力上升,则意味全脚掌着地,那就意味是真正的触地
- if (back_mag_window[WINDOW_SIZE - 1] - back_min_val > MAG_THRESHHOLD * 2 && front_mag_window[WINDOW_SIZE - 1] - front_min_val > MAG_THRESHHOLD * 2)
- {
- front_up_trend = 1;
- }
- //if (back_down_trend == 1 || front_down_trend == 1)
- //{
- // front_up_trend = 0;
- // back_up_trend = 0;
- //}
-
- //根据压力的上升或下降,设置零速估计状态
- setZeroStatus(front_up_trend, front_down_trend, &front_zero_tmp);
-
- //当触发了压力上升及平稳的时候,需要用加速度倒计时延续状态
- if(front_zero_tmp > 0)
- {
- front_zupt_wait = 20 * SAMPLE_C;
- }
- //后脚作同样的处理
- //setZeroStatus(back_up_trend, back_down_trend, &back_zero_tmp);
- //
- //
- ////当触发了压力上升及平稳的时候,需要用加速度倒计时延续状态
- //if(back_zero_tmp > 0)
- //{
- // back_zupt_wait = 20 * SAMPLE_C;
- //}
-
-
- /*过滤一下类似于穿拖鞋,后鞋垫与磁力计传感器之间的距离在振荡*/
- //相当于脚尖开始用力了,开始要走的状态,发现后脚的状态还处于触地状态,那么认为是误判
- /*if( back_zero_tmp != 0 && front_down_trend)
- {
- back_zero_tmp = 0;
- }*/
- //同样的,后脚泄力了,但是前脚还处于稳定的触地状态,那么解除这个稳定状态
- /*if(front_zero_tmp == 2 && back_down_trend)
- {
- front_zero_tmp = 0;
- }*/
-
- //下面处理的刚触地时候,导致剧烈抖动,从而使触地状态不连续
- // var_acc_temp = var_acc_f(acc_z_window, 10 * SAMPLE_C, 1);
- // //寻找前后脚窗口的最大最小值
- // float front_mag_max_temp = find_val(front_mag_window, 0, 10 * SAMPLE_C , '>');
- // float front_mag_min_temp = find_val(front_mag_window, 0, 10 * SAMPLE_C , '<');
- // float back_mag_max_temp = find_val(back_mag_window, 0, 10 * SAMPLE_C , '>');
- // float back_mag_min_temp = find_val(back_mag_window, 0, 10 * SAMPLE_C , '<');
- //发现抖动得厉害,而且压力窗口的前半部分处于一种平缓的状态,那么认为这个触地抖动导致的
- //if (var_acc_temp > 0.05f && back_mag_max_temp - back_mag_min_temp > 1000)
- //{
- // press_wait = 10 * SAMPLE_C;
- //}
- //
- ////处于假定的触地抖动时间press_wait, 发现有压力上升,那么肯定是触地了
- //if (front_mag_window[WINDOW_SIZE - 1] - front_mag_window[0] > 2000 && press_wait > 0)
- //{
- // front_zero_tmp = 1;
- // shake_acc_wait = 20 * SAMPLE_C;
- //}
- //后脚同理
- // if (back_mag_window[WINDOW_SIZE - 1] - back_mag_window[0] > 1500 && press_wait > 0)
- // {
- // back_zero_tmp = 1;
- // shake_acc_wait = 20 * SAMPLE_C;
- // }
-
- //归纳上述的处理结果,并且利用acc来延续触地的判断
- setTouchFloorStatus(&front_zero_tmp, front_zero, acc_x_window, acc_y_window, acc_z_window);
-
- //setTouchFloorStatus(&back_zero_tmp, back_zero, acc_x_window, acc_y_window, acc_z_window);
-
-
- //有时候触地状态中断了,那么根据短时间内出现加速度平稳,那么意味着这个平稳状态是触地状态
- if((front_zupt_wait > 0 || press_up_wait > 0 ) &&
- (acc_max_val_x - acc_min_val_x < 130 && acc_max_val_y - acc_min_val_y < 130 && acc_max_val_z - acc_min_val_z < 130))
- {
- *front_zero = 1;
- if (front_zero_tmp == 0)
- {
- front_zero_tmp = 2;
- }
-
- }
-
-
- int32_t acc_norm = (int32_t)acc[0] * (int32_t)acc[0] + (int32_t)acc[1] *(int32_t) acc[1] + (int32_t)acc[2] * (int32_t)acc[2];
- //利用特殊的压力上升等待时间和抖动来判断
- if(special_press_up_wait > 0 && abs(acc_norm - 4194304) < 300000)
- {
- //*front_zero = 1;
- if (front_zero_tmp == 0)
- {
- front_zero_tmp = 2;
- }
- }
-
- //累加平稳加速度的数目,如果超过一秒,则强制归位触地状态
- if(acc_max_val_x - acc_min_val_x < 103 && acc_max_val_y - acc_min_val_y < 103 && acc_max_val_z - acc_min_val_z < 103)
- {
- *acc_zero = 1;
- acc_zero_count ++;
- }
- else
- {
- *acc_zero = 0;
- acc_zero_count = 0;
- }
-
- // /*
- // * 强制大于1秒的零速均视为触地
- // */
- if(acc_zero_count > 100 * SAMPLE_C)
- {
- *front_zero = 1;
-
- front_zero_tmp = 1;
- }
-
- //利用加速度延续
- int16_t continue_thresh = 103;
-
- if(special_press_up_wait > 0 )
- {
- continue_thresh = 1030;
- }
- // if (shake_acc_wait > 0)
- // {
- // continue_thresh = 1030;
- // }else if(MT_GetState())
- // {
- // //震动,导致加速度数据产生抖动
- // continue_thresh = 250;
- // }
-
- if(last_front_zupt == 1
- && abs(acc_x_window[WINDOW_SIZE - 1 - SAMPLE_C] - acc_x_window[WINDOW_SIZE - 1]) < continue_thresh
- && abs(acc_y_window[WINDOW_SIZE - 1 - SAMPLE_C] - acc_y_window[WINDOW_SIZE - 1]) < continue_thresh
- && abs(acc_z_window[WINDOW_SIZE - 1 - SAMPLE_C] - acc_z_window[WINDOW_SIZE - 1]) < continue_thresh)
- {
-
- *front_zero = 1;
- if (front_zero_tmp == 0)
- {
- front_zero_tmp = 2;
- }
-
- }
- //各种倒计时
- if(front_zupt_wait > 0)
- {
- front_zupt_wait --;
- }
- if (press_wait > 0)
- {
- press_wait--;
- }
- if (shake_acc_wait > 0)
- {
- shake_acc_wait--;
- }
- if (back_up_wait > 0)
- {
- back_up_wait--;
- }
- if (press_up_wait > 0)
- {
- press_up_wait--;
- }
-
- if (*front_zero)
- {
- front_zupt_wait = 20 * SAMPLE_C;
- }
-
- if(special_press_up_wait > 0)
- {
- special_press_up_wait --;
- }
-
- last_front_zupt = *front_zero;
-
- last_back_zupt = *back_zero;
-
- }
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