多维聚合:构建可下钻、可上卷、可秒查的数据立方体
2026/6/7 15:54:13
位置式PID算法的离散形式为:
u(k)=Kp×e(k)+Ki×∑e(j)+Kd×[e(k)−e(k−1)]u(k) = Kp × e(k) + Ki × ∑e(j) + Kd × [e(k) - e(k-1)]u(k)=Kp×e(k)+Ki×∑e(j)+Kd×[e(k)−e(k−1)]
其中:
// PWM输出引脚 (控制电机)#defineMOTOR_PWM_PINGPIO_Pin_8#defineMOTOR_PWM_PORTGPIOA#defineMOTOR_PWM_TIMTIM1// 编码器输入引脚#defineENCODER_A_PINGPIO_Pin_6#defineENCODER_B_PINGPIO_Pin_7#defineENCODER_PORTGPIOA#defineENCODER_TIMTIM3typedefstruct{floatTarget;// 目标转速floatCurrent;// 当前转速floatError;// 当前误差floatLastError;// 上一次误差floatPreError;// 上上次误差floatKp;// 比例系数floatKi;// 积分系数floatKd;// 微分系数floatIntegral;// 积分累计floatIntegralMax;// 积分限幅floatOutput;// PID输出floatOutputMax;// 输出限幅floatOutputMin;// 输出下限}PID_TypeDef;// 初始化PID参数voidPID_Init(PID_TypeDef*pid,floatkp,floatki,floatkd,floatmax_output){pid->Kp=kp;pid->Ki=ki;pid->Kd=kd;pid->Integral=0;pid->Target=0;pid->Current=0;pid->Output=0;pid->OutputMax=max_output;pid->OutputMin=0;pid->IntegralMax=max_output*0.8f;// 积分限幅为输出的80%}// 位置式PID计算floatPID_Calculate(PID_TypeDef*pid,floattarget,floatcurrent){floatincrement=0;// 更新目标值和当前值pid->Target=target;pid->Current=current;// 计算误差pid->PreError=pid->LastError;pid->LastError=pid->Error;pid->Error=pid->Target-pid->Current;// 积分项处理(带积分限幅和抗积分饱和)pid->Integral+=pid->Error;// 积分限幅if(pid->Integral>pid->IntegralMax){pid->Integral=pid->IntegralMax;}elseif(pid->Integral<-pid->IntegralMax){pid->Integral=-pid->IntegralMax;}// 位置式PID计算pid->Output=pid->Kp*pid->Error+pid->Ki*pid->Integral+pid->Kd*(pid->Error-pid->LastError);// 输出限幅if(pid->Output>pid->OutputMax){pid->Output=pid->OutputMax;}elseif(pid->Output<pid->OutputMin){pid->Output=pid->OutputMin;}returnpid->Output;}// 编码器相关变量volatileint32_tEncoderCount=0;volatileint32_tLastEncoderCount=0;volatilefloatMotorSpeed=0;// 转速 RPM// 编码器计数读取(在编码器中断中调用)voidEncoder_Update(void){EncoderCount=(int32_t)TIM_GetCounter(ENCODER_TIM);TIM_SetCounter(ENCODER_TIM,0);// 清零计数器}// 速度计算函数(在定时中断中调用,如10ms)voidSpeed_Calculate(void){staticuint32_tlast_time=0;uint32_tcurrent_time=HAL_GetTick();uint32_ttime_diff=current_time-last_time;if(time_diff>=10){// 10ms计算一次速度int32_tpulse_diff=EncoderCount;EncoderCount=0;// 计算转速 (RPM)// 假设编码器分辨率: 1000脉冲/转// 公式: RPM = (脉冲数 / 编码器分辨率) × (60000 / 采样时间ms)MotorSpeed=(pulse_diff/1000.0f)*(60000.0f/time_diff);last_time=current_time;}}// PWM初始化voidPWM_Init(void){TIM_OC_InitTypeDef sConfigOC={0};// PWM频率设置 (例如: 10kHz)htim1.Instance=TIM1;htim1.Init.Prescaler=84-1;// 84MHz/84 = 1MHzhtim1.Init.CounterMode=TIM_COUNTERMODE_UP;htim1.Init.Period=100-1;// 1MHz/100 = 10kHzhtim1.Init.ClockDivision=TIM_CLOCKDIVISION_DIV1;HAL_TIM_PWM_Init(&htim1);sConfigOC.OCMode=TIM_OCMODE_PWM1;sConfigOC.Pulse=0;// 初始占空比0%sConfigOC.OCPolarity=TIM_OCPOLARITY_HIGH;sConfigOC.OCFastMode=TIM_OCFAST_DISABLE;HAL_TIM_PWM_ConfigChannel(&htim1,&sConfigOC,TIM_CHANNEL_1);HAL_TIM_PWM_Start(&htim1,TIM_CHANNEL_1);}// 设置PWM占空比voidSet_PWM_Duty(floatduty_cycle){uint32_tpulse;// 限制占空比范围 0~100%if(duty_cycle<0)duty_cycle=0;if(duty_cycle>100)duty_cycle=100;// 计算PWM脉冲值pulse=(uint32_t)(duty_cycle*(TIM1->ARR+1)/100.0f);// 更新PWM占空比__HAL_TIM_SET_COMPARE(&htim1,TIM_CHANNEL_1,pulse);}PID_TypeDef MotorPID;floatTargetSpeed=1000.0f;// 目标转速 1000 RPMintmain(void){// 系统初始化HAL_Init();SystemClock_Config();// 外设初始化PWM_Init();Encoder_Init();// 编码器初始化(需要自己实现)TIM_Init();// 定时器初始化(用于定时采样)// PID参数初始化(需要根据实际电机调试)PID_Init(&MotorPID,0.5f,0.01f,0.05f,100.0f);while(1){// 在定时中断中调用Speed_Calculate()更新速度// 主循环中可以处理目标速度设定等// 每50ms执行一次PID控制staticuint32_tlast_pid_time=0;if(HAL_GetTick()-last_pid_time>=50){floatpwm_output;// PID计算pwm_output=PID_Calculate(&MotorPID,TargetSpeed,MotorSpeed);// 更新PWM输出Set_PWM_Duty(pwm_output);last_pid_time=HAL_GetTick();// 可以通过串口输出调试信息printf("Target: %.1f, Current: %.1f, PWM: %.1f%%\r\n",TargetSpeed,MotorSpeed,pwm_output);}// 其他任务...HAL_Delay(1);}}// 定时器中断回调函数(例如1kHz)voidHAL_TIM_PeriodElapsedCallback(TIM_HandleTypeDef*htim){if(htim->Instance==TIM2){// 假设TIM2用于定时采样// 更新编码器计数Encoder_Update();// 计算速度(每10次调用计算一次速度)staticuint8_tspeed_counter=0;if(++speed_counter>=10){Speed_Calculate();speed_counter=0;}}}// 直流有刷电机典型参数#defineKP_START0.1f// 开始调试值#defineKI_START0.001f#defineKD_START0.01f// 无刷电机典型参数#defineKP_BLDC0.3f#defineKI_BLDC0.005f#defineKD_BLDC0.02f参考代码 位置式PID调节PWM占空比控制电动机转速www.3dddown.com/csa/70961.html