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

Artificial Cognitive Architecture with Self-Learning and Self-Optimization Capabilities PDF Author: Gerardo Beruvides
Publisher: Springer
ISBN: 3030039498
Category : Technology & Engineering
Languages : en
Pages : 216

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Book Description
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. The reconfiguration capability and portability of this architecture are supported by two major levels: the cognitive level (core) and the executive level (direct data exchange with the process). At the same time, the architecture includes different operating modes that interact with the process to be monitored and/or controlled. The cognitive level includes three fundamental modes such as modeling, optimization and learning, which are necessary for decision-making (in the form of control signals) and for the real-time experimental characterization of complex processes. In the specific case of the micromachining processes, a series of models based on linear regression, nonlinear regression and artificial intelligence techniques were obtained. On the other hand, the executive level has a constant interaction with the process to be monitored and/or controlled. This level receives the configuration and parameterization from the cognitive level to perform the desired monitoring and control tasks.

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

Artificial Cognitive Architecture with Self-Learning and Self-Optimization Capabilities PDF Author: Gerardo Beruvides
Publisher: Springer
ISBN: 3030039498
Category : Technology & Engineering
Languages : en
Pages : 216

Get Book Here

Book Description
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. The reconfiguration capability and portability of this architecture are supported by two major levels: the cognitive level (core) and the executive level (direct data exchange with the process). At the same time, the architecture includes different operating modes that interact with the process to be monitored and/or controlled. The cognitive level includes three fundamental modes such as modeling, optimization and learning, which are necessary for decision-making (in the form of control signals) and for the real-time experimental characterization of complex processes. In the specific case of the micromachining processes, a series of models based on linear regression, nonlinear regression and artificial intelligence techniques were obtained. On the other hand, the executive level has a constant interaction with the process to be monitored and/or controlled. This level receives the configuration and parameterization from the cognitive level to perform the desired monitoring and control tasks.

An Introduction to Robophilosophy Cognition, Intelligence, Autonomy, Consciousness, Conscience, and Ethics

An Introduction to Robophilosophy Cognition, Intelligence, Autonomy, Consciousness, Conscience, and Ethics PDF Author: Spyros G. Tzafestas
Publisher: CRC Press
ISBN: 1000795675
Category : Science
Languages : en
Pages : 344

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Book Description
Modern robots have arrived at a very matured state both in their mechanical / control aspects and their mental aspects. An Introduction to Robophilosophy explores the philosophical questions that arise in the development, creation, and use of mental – anthropomorphic and zoomorphic- robots that are capable of semiautonomous / autonomous operation, decision making and human-like action, being able to socially interact with humans and exhibit behavior similar to human beings or animals. Coverage first presents fundamental concepts, and an overview of philosophy, philosophy of science, and philosophy of technology. The six principal mental capabilities of modern robots, namely cognition, intelligence, autonomy, consciousness, conscience, and ethics are then studied from a philosophical point of view. They actually represent the product of technological embodiment of cognitive features to robots. Overall, readers are provided a consolidated thorough investigation of the philosophical aspects of these mental capabilities when embedded to robots. This book will serve as an ideal educational source in engineering and robotics courses as well as an introductory reference for researchers in the field of robotics, and it includes a rich bibliography.

China’s e-Science Blue Book 2018

China’s e-Science Blue Book 2018 PDF Author: Chinese Academy of Sciences
Publisher: Springer Nature
ISBN: 9811393907
Category : Technology & Engineering
Languages : en
Pages : 387

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Book Description
This book is jointly compiled by Chinese Academy of Sciences, Cyberspace Administration of China, Ministry of Education of the People’s Republic of China, Ministry of Science and Technology of the People’s Republic of China, Chinese Academy of Social Sciences, National Natural Science Foundation of China and Chinese Academy of Agricultural Sciences. Over the past several years, Chinese scholars have contributed numerous research works on the development of Chinese scientific information and technology, and produced a range of outstanding achievements. Focusing on the main topic of e-Science, this book explores the forefront of science and technology around the globe, the major demands in China and the main fields in China’s economic development. Furthermore, it reviews the major achievements and the typical cases in China's e-Science research. It provides a valuable reference source for future technological innovations and will introduce researchers and students in the area of e-Science to the latest results in China.

Complexity and Self-Organization

Complexity and Self-Organization PDF Author: Carlos Gershenson
Publisher: Frontiers Media SA
ISBN: 2889667812
Category : Science
Languages : en
Pages : 116

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Book Description


Data-Driven Cognitive Manufacturing - Applications in Predictive Maintenance and Zero Defect Manufacturing

Data-Driven Cognitive Manufacturing - Applications in Predictive Maintenance and Zero Defect Manufacturing PDF Author: Dimitris Kiritsis
Publisher: Frontiers Media SA
ISBN: 2889665836
Category : Science
Languages : en
Pages : 124

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Book Description


HCI for Cybersecurity, Privacy and Trust

HCI for Cybersecurity, Privacy and Trust PDF Author: Abbas Moallem
Publisher: Springer Nature
ISBN: 3031613821
Category :
Languages : en
Pages : 267

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Book Description


AI for Large Scale Communication Networks

AI for Large Scale Communication Networks PDF Author: Kanthavel, R.
Publisher: IGI Global
ISBN:
Category : Computers
Languages : en
Pages : 534

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Book Description
Artificial Intelligence (AI) is rapidly becoming essential to large-scale communication networks. Driven by the need for greater efficiency, security, and optimization, AI has evolved into a powerful tool that processes vast data and delivers insights through real-time processing, predictive analysis, and adaptive learning. Because these advancements transform how we interact with data and services, applying AI to complex networks has never been more essential. AI for Large Scale Communication Networks explores how AI can enhance network performance, scalability, and security. With contributions from experts, this book covers topics such as algorithm optimization, machine learning improvements, and neural network applications. It also addresses critical challenges like fault tolerance and distributed computing, emphasizing the need for interdisciplinary collaboration. Designed for academics, practitioners, and students, this resource provides actionable insights and strategies to optimize communication networks using AI.

Cognitive Computation and Systems

Cognitive Computation and Systems PDF Author: Fuchun Sun
Publisher: Springer Nature
ISBN: 9819927897
Category : Computers
Languages : en
Pages : 390

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Book Description
This volume constitutes selected papers presented during the First International Conference on Cognitive Computation and Systems, ICCCS 2022, held in Beijing, China, in October 2022. The 31 papers were thoroughly reviewed and selected from the 75 submissions. The papers are organized in topical sections on ​computer vision; decision making and cognitive computation; robot and autonomous vehicle.

Digital Transformation Shaping the Subconscious Minds of Organizations

Digital Transformation Shaping the Subconscious Minds of Organizations PDF Author: Werner Leodolter
Publisher: Springer
ISBN: 3319536184
Category : Psychology
Languages : en
Pages : 271

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Book Description
This book offers a new framework for conceptualizing and managing organizations when using new information and communication technologies, for example decision support and artificial intelligence. The book supports managers to actively guide the digital transformation of an organization through its strong metaphor of the subconscious mind of organizations. By designing and developing the subconscious mind, future organizations will evolve as successful and sustainable when implementing “hybrid intelligences” with a significant share of artificial intelligence but the clear primacy of the human. The author draws upon the psychological aspects of decision making, taking the reader from perception to analysis, conclusions and on to decision and action. Short, lucid stories support the conceptual ideas and form three narrations about the future of manufacturing, healthcare and retail. The effects of incorporating new technologies like sensors, visual analytics, decision support, artificial intelligence and robotics are explored. The reader gains a comprehensive view on management and organizational behavior, both as it is now and expectations for the future. This book will have wide appeal: information managers, strategists, organizational developers, management consultants and management students will find valuable support in this book which enables them to triumph in the digital transformation. The thought-provoking set of guiding principles and the ideas explored have something to offer to all those interested in the future of organizations, economics and society.

THE FUTURE OF CLOUD: INTEGRATING AI, ML, AND GENERATIVE AI FOR SCALABLE SOLUTIONS

THE FUTURE OF CLOUD: INTEGRATING AI, ML, AND GENERATIVE AI FOR SCALABLE SOLUTIONS PDF Author: Chandrakanth Rao Madhavaram
Publisher: JEC PUBLICATION
ISBN: 9361754424
Category : Computers
Languages : en
Pages : 216

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Book Description
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