This book presents cutting-edge research and practical innovations in the field of mechatronic systems, particularly focusing on hybrid energy systems and AI integration. It addresses both theoretical foundations and real-world applications, ranging from artificial intelligence and hybrid energy systems to diagnostics, robotics, and control strategies. This book offers a substantial contribution to the academic and engineering community, fostering future advancements and collaborative research opportunities.