An Unmanned Ground Vehicle (UGV), or Humanoid is a robotic vehicle that operates on land without a human driver onboard. These vehicles are controlled remotely by an operator or autonomously using pre-programmed instructions or artificial intelligence algorithms. UGVs are designed for a wide range of applications across military, commercial, industrial, and research fields