/** * PID Controller * * The PID controller is a linear control algorithm that has three terms: * - Proportional: A simple scaling of the error value by a gain kP * - Integral: Integration of the error value over time, then multipled by gain * kI * - Derivative: Rate of change of the error value over time, multiplied by * gain kD * * Terms of the controller can be removed by setting their gain to 0, creating a * PI (kD = 0) or PD (kI = 0) controller. Depending on the control problem at * hand, some terms may not increase the performance of the system, or may have * a negative effect. * * For a more mathematical expanation of the PID Controller, see * https://en.wikipedia.org/wiki/PID_controller * * Limitations of this implementation: * - Since this implementation is just for demonstration, the pid_step function * takes the dt as a parameter, and it can be provided by the user in main(). * This allows deterministic experimentation with the algorithm, rather than * using time(NULL) which would make the function non-deterministic. * * Inputs: e(t) - Current error at time t. For example, how far a servo is off * the desired angle Output: u(t) - Controller output at time t. */ #include struct pid { // Controller gains float kP; float kI; float kD; // State variables float lastError; float integral; }; float pid_step(struct pid *controller, float dt, float error) { // Calculate p term float p = error * controller->kP; // Calculate i term controller->integral += error * dt * controller->kI; // Calculate d term, taking care to not divide by zero float d = dt == 0 ? 0 : ((error - controller->lastError) / dt) * controller->kD; controller->lastError = error; return p + controller->integral + d; } int main() { printf("PID Controller Example\n"); struct pid controller = {.lastError = 0, .integral = 0}; // Take the controller gains from the user printf( "Please enter controller gains in format kP, kI, KD. For example, " "\"1.2 2.1 3.2\"\n> "); scanf("%f %f %f", &controller.kP, &controller.kI, &controller.kD); printf("Using kP: %f, kI: %f, kD: %f\n", controller.kP, controller.kI, controller.kD); // How often the pid_step algorithm expects to be called. In a real life // scenario this would be provided by calling time(NULL) - last_time, or by // calling the function reliably at X Hz (using a timer or RTOS etc) For // demonstration of this algorithm though, it is defined below as 1 second, // allowing easy testing of integral and derivative terms. float time_step = 1; float error_value; while (1) { printf("Enter error value\n>"); scanf("%f", &error_value); float output = pid_step(&controller, time_step, error_value); printf("Output: %f\n", output); } }