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CYBERRCORE Self-Driving Car (WRO 2026)

A compact four-wheeled autonomous vehicle for WRO 2026 Future Engineers that uses ESP32-CAM color detection, ultrasonic and gyro sensing, and Ackermann steering to complete open and obstacle rounds.

  • Self-driving 1:10
  • Open source
  • micropython
  • 3D printable

Suggested by Robotheca, created by @cyberrcore (opens in a new tab), from github.com/cyberrcore/WRO2026_FE (opens in a new tab). Pinned to commit c2fdba2 (opens in a new tab).

Photo and 3D model

CYBERRCORE Self-Driving Car (WRO 2026), photo from its repository
Photo:@cyberrcore (opens in a new tab)MITsource file (opens in a new tab)

3D preview converted from github.com/cyberrcore/WRO2026_FE at c2fdba2, under MIT. View the original files from GitHub (2.1 MB) (opens in a new tab)

What it can do

Written by Robotheca from the project's documents.

  • Autonomous four-wheeled vehicle for WRO 2026 Future Engineers open and obstacle rounds
  • Completes 16 corners in the open round using ultrasonic wall detection and gyro-assisted 90 degree turns
  • Detects red and green obstacles with a camera and passes them on the right or left respectively
  • Stops after a required number of laps (4 in obstacle round) using corner counting
  • Steers with a PID heading controller and an Ackermann front steering linkage
  • Drive motor controlled by PWM and direction pins through a motor driver

Bill of materials

13 parts

13 of 13 parts shown

Parts list
#ComponentQuantityEst. priceSupplier
1Raspberry Pi Pico 2 W H1––
2ESP32-CAM1––
3TB6612FNG1––
46 V micro DC motor1––
5HD-1440A servo1––
6US-100 ultrasonic sensor1––
7MPU60501––
8TCS347251––
9LM2596 / RT3505 buck converter2––
102S 450 mAh 40C LiPo1––
11On/off switch1––
123x10x4 bearings4––
13M3 fasteners / washers–––

13 of 13 parts have no price in the source, so there is no parts total. Read from README.md at the pinned commit.

Build guide

The creator's steps, each with its instructions.

  1. 1Print all custom mechanical parts from models/STL
  2. 2Assemble main chassis, steering linkage, rear axle, differential, wheel hubs and
  3. 3Check steering movement manually before installing electronics
  4. 4Install motor mount, rear gear pair and rear drivetrain
  5. 5Mount ESP32-CAM and US-100 using printed brackets
  6. 6Wire electronics according to the electronics wiring scheme
  7. 7Verify the 5 V logic buck converter output with a multimeter
  8. 8Verify the 5 V / 6 V servo buck converter output with a multimeter
  9. 9Confirm all modules share a common ground
  10. 10Upload camera.cpp to the ESP32-CAM
  11. 11Copy the selected MicroPython file to the Raspberry Pi Pico
  12. 12Run servo_tune.py to set center, direction and limits
  13. 13Run camera_uart_blink.py to test UART communication
  14. 14Validate open round using openround.py
  15. 15Validate obstacle round using obstacleround.py
  16. 16Record final competition videos and place links in video/

The guide appears here as you scroll.

Guide by @cyberrcore (README.md), under MIT.

More guides

Wiring and electronics

Notes written by Robotheca from the project's documents.

Main parts

  • Raspberry Pi Pico 2 W H main controller running MicroPython
  • ESP32-CAM camera module performing RGB565 color detection
  • TB6612FNG motor driver for the brushed DC drive motor
  • 6 V micro DC drive motor
  • HD-1440A servo for steering
  • US-100 ultrasonic distance sensor
  • MPU6050 gyro for yaw estimation
  • TCS34725 color sensor, described as a backup or future validation module
  • Two LM2596 / RT3505 buck converters for logic and servo rails
  • 2S 450 mAh 40C LiPo battery with on/off switch

Connections

  • ESP32-CAM sends RED, GREEN or NONE lines over UART at 115200 baud to the Pico, with a resistor divider level shift on its TX line
  • Pico drives the steering servo with 50 Hz PWM on one GPIO pin
  • Pico controls the TB6612FNG with PWM and direction pins, plus a standby pin that must be high to enable output
  • MPU6050 and TCS34725 share an I2C bus on the Pico
  • US-100 uses separate trigger and echo GPIO pins on the Pico
  • Battery feeds one buck converter for the 5 V logic rail, another for the servo rail, and the motor driver's motor supply directly
  • All modules share a common ground reference
  • Power rails are separated so motor and servo current spikes do not reset the logic boards

Schematics, boards and diagrams