Artificial Cognitive Architecture with Self-Learning and Self-Optimization Capabilities
Gerardo Beruvides
Gebundenes Buch

Artificial Cognitive Architecture with Self-Learning and Self-Optimization Capabilities

Case Studies in Micromachining Processes

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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.e., micro-milling and micro-drilling). The computational architecture (modular, network and reconfigurable for real-time monitoring and control) takes into account the analysis of different types of sensors, processing strategies and methodologies for extracting behavior patterns from representative...