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⚖️ PID Balancing Robot

Defy gravity with math. Dynamically balance a two-wheeled ESP32 robot using an MPU6050.

📋 Overview

An inverted pendulum is a classic control theory problem. By reading the precise tilt angle from an IMU and applying a calculated counter-force via the wheels, the robot can remain upright indefinitely.

What you'll learn: I2C IMU reading, complementary/Kalman filters to fuse accelerometer and gyroscope data, and advanced PID loop tuning.

Estimated time: 6-8 hours. Difficulty: ⭐⭐⭐⭐⭐ Expert.

🧩 Components Needed

ComponentSpecificationQtyNotes
ESP32 Development BoardFast processing1Needed for fast PID loops
MPU60506-DOF IMU1Accelerometer + Gyro
Stepper MotorsNEMA 17 or similar2For precise, immediate torque
A4988 DriversStepper Driver2
ChassisCustom/3D Printed1Center of mass should be high

📖 Step-by-Step Tutorial

1

Mechanical Build

A high center of gravity actually makes balancing EASIER because it falls slower. Mount heavy components (like batteries) near the top.
2

Read the IMU

Raw accelerometer data is noisy; raw gyro data drifts over time. Use a Complementary Filter: angle = 0.98 * (angle + gyro * dt) + 0.02 * accel.
3

Fast PID Loop

The PID loop must run at a strict, fast interval (e.g., 200Hz). Use timer interrupts on the ESP32 to ensure the loop timing is precise.
4

Drive Steppers

Unlike DC motors, steppers need step pulses. The PID output determines the frequency of these step pulses (speed).
💡
Tuning a balancing robot PID: Set Kp until it oscillates quickly. Set Kd to slow down the oscillation. Set Ki to fix long-term drift.

💻 Code / Configuration

balancing_bot.ino
INO
// Balancing Robot IMU Filter (Snippet) - Volt X
#include <Wire.h>
#include <MPU6050.h>

MPU6050 mpu;
float angle, gyroRate;
unsigned long lastTime;

void setup() {
  Wire.begin();
  mpu.initialize();
  lastTime = micros();
}

void loop() {
  unsigned long now = micros();
  float dt = (now - lastTime) / 1000000.0;
  lastTime = now;
  
  int16_t ax, ay, az, gx, gy, gz;
  mpu.getMotion6(&ax, &ay, &az, &gx, &gy, &gz);
  
  // Calculate accelerometer angle
  float accelAngle = atan2(ay, az) * 180 / PI;
  

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