Artificial Cognitive Architecture with Self-Learning and Self-Optimization Capabilities Case Studies in Micromachining Processes /

• Main Author: Beruvides, Gerardo (Author, http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2019.
• Edition: 1st ed. 2019.
• Series: Springer Theses, Recognizing Outstanding Ph.D. Research,
• Subjects: Control engineering.; Computational intelligence.; Manufactures.; Artificial intelligence.; Control and Systems Theory.; Computational Intelligence.; Manufacturing, Machines, Tools, Processes.; Artificial Intelligence.

This book introduces three key issues: (i) development of a gradient-free method to enable multi-objective self-optimization; (ii) development of a reinforcement learning strategy to carry out self-learning and finally, (iii) experimental evaluation and validation in two micromachining processes (i....