Introduction.- Evolutionary Algorithms and the Control of Systems.- Evolutionary Robotics (ER).- Humanoid Robots, Their Simulators, and the Reality Gap.- Evolutionary Humanoid Robotics (EHR).- The State of the Art in EHR.- Performance Evaluation and Benchmarking of Humanoid Robots.- Ethical, Philosophical and Moral Considerations.- Conclusions, and the Future.