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Artificial Cognitive Architecture with Self Learning and Self Optimization Capabilities Case Studies in Micromachining Processes Gerardo Beruvides

Name: Artificial Cognitive Architecture with Self Learning and Self Optimization Capabilities Case Studies in Micromachining Processes Gerardo Beruvides
SKU: EB-7321424
Availability: InStock

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Artificial Cognitive Architecture with Self Learning and Self Optimization Capabilities Case Studies in Micromachining Processes Gerardo Beruvides Digital Instant Download

Author(s): Gerardo Beruvides

ISBN(s): 9783030039486, 9783030039493, 303003948X, 3030039498

Edition: 1st ed.

File Details: PDF, 6.29 MB

Year: 2019

Language: English

SKU: EB-7321424 Category: Computers - Computer Science Tags: 3030039498, 9783030039493, Artificial Cognitive, Gerardo Beruvides, Micromachining Processes

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Product details:

ISBN-10 : 3030039498
ISBN-13 : 9783030039493
Author : Gerardo Beruvides

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 process’ signals.

Table of contents:

1. State of the Art

2. Modeling Techniques for Micromachining Processes

3. Cross Entropy Multi-objective Optimization Algorithm

4. Artificial Cognitive Architecture. Design and Implementation

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