Learning To Adapt For Intelligent Robot Behavior

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Learning for Adaptive and Reactive Robot Control

Author : Aude Billard
Publisher : MIT Press
ISBN 13 : 0262367017
Total Pages : 425 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Learning for Adaptive and Reactive Robot Control by : Aude Billard

Download or read book Learning for Adaptive and Reactive Robot Control written by Aude Billard and published by MIT Press. This book was released on 2022-02-08 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: Methods by which robots can learn control laws that enable real-time reactivity using dynamical systems; with applications and exercises. This book presents a wealth of machine learning techniques to make the control of robots more flexible and safe when interacting with humans. It introduces a set of control laws that enable reactivity using dynamical systems, a widely used method for solving motion-planning problems in robotics. These control approaches can replan in milliseconds to adapt to new environmental constraints and offer safe and compliant control of forces in contact. The techniques offer theoretical advantages, including convergence to a goal, non-penetration of obstacles, and passivity. The coverage of learning begins with low-level control parameters and progresses to higher-level competencies composed of combinations of skills. Learning for Adaptive and Reactive Robot Control is designed for graduate-level courses in robotics, with chapters that proceed from fundamentals to more advanced content. Techniques covered include learning from demonstration, optimization, and reinforcement learning, and using dynamical systems in learning control laws, trajectory planning, and methods for compliant and force control . Features for teaching in each chapter: applications, which range from arm manipulators to whole-body control of humanoid robots; pencil-and-paper and programming exercises; lecture videos, slides, and MATLAB code examples available on the author’s website . an eTextbook platform website offering protected material[EPS2] for instructors including solutions.

Robot Shaping

Author : Marco Dorigo
Publisher : MIT Press
ISBN 13 : 9780262041645
Total Pages : 238 pages
Book Rating : 4.0/5 (416 download)

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Book Synopsis Robot Shaping by : Marco Dorigo

Download or read book Robot Shaping written by Marco Dorigo and published by MIT Press. This book was released on 1998 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: foreword by Lashon Booker To program an autonomous robot to act reliably in a dynamic environment is a complex task. The dynamics of the environment are unpredictable, and the robots' sensors provide noisy input. A learning autonomous robot, one that can acquire knowledge through interaction with its environment and then adapt its behavior, greatly simplifies the designer's work. A learning robot need not be given all of the details of its environment, and its sensors and actuators need not be finely tuned. Robot Shaping is about designing and building learning autonomous robots. The term "shaping" comes from experimental psychology, where it describes the incremental training of animals. The authors propose a new engineering discipline, "behavior engineering," to provide the methodologies and tools for creating autonomous robots. Their techniques are based on classifier systems, a reinforcement learning architecture originated by John Holland, to which they have added several new ideas, such as "mutespec," classifier system "energy,"and dynamic population size. In the book they present Behavior Analysis and Training (BAT) as an example of a behavior engineering methodology.

Cognitive Computing for Human-Robot Interaction

Author : Mamta Mittal
Publisher : Academic Press
ISBN 13 : 0323856470
Total Pages : 420 pages
Book Rating : 4.3/5 (238 download)

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Book Synopsis Cognitive Computing for Human-Robot Interaction by : Mamta Mittal

Download or read book Cognitive Computing for Human-Robot Interaction written by Mamta Mittal and published by Academic Press. This book was released on 2021-08-13 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive Computing for Human-Robot Interaction: Principles and Practices explores the efforts that should ultimately enable society to take advantage of the often-heralded potential of robots to provide economical and sustainable computing applications. This book discusses each of these applications, presents working implementations, and combines coherent and original deliberative architecture for human–robot interactions (HRI). Supported by experimental results, it shows how explicit knowledge management promises to be instrumental in building richer and more natural HRI, by pushing for pervasive, human-level semantics within the robot's deliberative system for sustainable computing applications. This book will be of special interest to academics, postgraduate students, and researchers working in the area of artificial intelligence and machine learning. Key features: - Introduces several new contributions to the representation and management of humans in autonomous robotic systems; - Explores the potential of cognitive computing, robots, and HRI to generate a deeper understanding and to provide a better contribution from robots to society; - Engages with the potential repercussions of cognitive computing and HRI in the real world. - Introduces several new contributions to the representation and management of humans in an autonomous robotic system - Explores cognitive computing, robots and HRI, presenting a more in-depth understanding to make robots better for society - Gives a challenging approach to those several repercussions of cognitive computing and HRI in the actual global scenario

Intelligent Robotics and Applications

Author : Chee Seng Chan
Publisher : Springer Nature
ISBN 13 : 303066645X
Total Pages : 544 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Intelligent Robotics and Applications by : Chee Seng Chan

Download or read book Intelligent Robotics and Applications written by Chee Seng Chan and published by Springer Nature. This book was released on 2021-01-08 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 13th International Conference on Intelligent Robotics and Applications, ICIRA 2020, held in Kuala Lumpur, Malaysia, in November 2020. The 45 full papers and 3 short papers were carefully reviewed and selected from 66 submissions. The accepted papers were grouped into various subtopics including Advanced Measurement and Machine Vision System; Automation; Human-Robot Interaction; Mobile Robots and Intelligent Autonomous System; Recent Trends in Computational Intelligence; Robot Design, and Development and Control. Due to the Corona pandemic ICIRA 2020 was held as a virtual event.

Biologically Inspired Intelligent Robots

Author : Yoseph Bar-Cohen
Publisher : SPIE Press
ISBN 13 : 9780819448729
Total Pages : 414 pages
Book Rating : 4.4/5 (487 download)

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Book Synopsis Biologically Inspired Intelligent Robots by : Yoseph Bar-Cohen

Download or read book Biologically Inspired Intelligent Robots written by Yoseph Bar-Cohen and published by SPIE Press. This book was released on 2003 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: The multidisciplinary issues involved in the development of biologically inspired intelligent robots include materials, actuators, sensors, structures, functionality, control, intelligence, and autonomy. This book reviews various aspects ranging from the biological model to the vision for the future.

TEXPLORE: Temporal Difference Reinforcement Learning for Robots and Time-Constrained Domains

Author : Todd Hester
Publisher : Springer
ISBN 13 : 3319011685
Total Pages : 170 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis TEXPLORE: Temporal Difference Reinforcement Learning for Robots and Time-Constrained Domains by : Todd Hester

Download or read book TEXPLORE: Temporal Difference Reinforcement Learning for Robots and Time-Constrained Domains written by Todd Hester and published by Springer. This book was released on 2013-06-22 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents and develops new reinforcement learning methods that enable fast and robust learning on robots in real-time. Robots have the potential to solve many problems in society, because of their ability to work in dangerous places doing necessary jobs that no one wants or is able to do. One barrier to their widespread deployment is that they are mainly limited to tasks where it is possible to hand-program behaviors for every situation that may be encountered. For robots to meet their potential, they need methods that enable them to learn and adapt to novel situations that they were not programmed for. Reinforcement learning (RL) is a paradigm for learning sequential decision making processes and could solve the problems of learning and adaptation on robots. This book identifies four key challenges that must be addressed for an RL algorithm to be practical for robotic control tasks. These RL for Robotics Challenges are: 1) it must learn in very few samples; 2) it must learn in domains with continuous state features; 3) it must handle sensor and/or actuator delays; and 4) it should continually select actions in real time. This book focuses on addressing all four of these challenges. In particular, this book is focused on time-constrained domains where the first challenge is critically important. In these domains, the agent’s lifetime is not long enough for it to explore the domains thoroughly, and it must learn in very few samples.

Design and Control of Intelligent Robotic Systems

Author : Dikai Liu
Publisher : Springer
ISBN 13 : 3540899332
Total Pages : 491 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Design and Control of Intelligent Robotic Systems by : Dikai Liu

Download or read book Design and Control of Intelligent Robotic Systems written by Dikai Liu and published by Springer. This book was released on 2009-01-22 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the increasing applications of intelligent robotic systems in various ?elds, the - sign and control of these systems have increasingly attracted interest from researchers. This edited book entitled “Design and Control of Intelligent Robotic Systems” in the book series of “Studies in Computational Intelligence” is a collection of some advanced research on design and control of intelligent robots. The works presented range in scope from design methodologies to robot development. Various design approaches and al- rithms, such as evolutionary computation, neural networks, fuzzy logic, learning, etc. are included. We also would like to mention that most studies reported in this book have been implemented in physical systems. An overview on the applications of computational intelligence in bio-inspired robotics is given in Chapter 1 by M. Begum and F. Karray, with highlights of the recent progress in bio-inspired robotics research and a focus on the usage of computational intelligence tools to design human-like cognitive abilities in the robotic systems. In Chapter 2, Lisa L. Grant and Ganesh K. Venayagamoorthy present greedy search, particle swarm optimization and fuzzy logic based strategies for navigating a swarm of robots for target search in a hazardous environment, with potential applications in high-risk tasks such as disaster recovery and hazardous material detection.

Emotions and Personality in Personalized Services

Author : Marko Tkalčič
Publisher : Springer
ISBN 13 : 3319314130
Total Pages : 400 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Emotions and Personality in Personalized Services by : Marko Tkalčič

Download or read book Emotions and Personality in Personalized Services written by Marko Tkalčič and published by Springer. This book was released on 2016-07-13 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Personalization is ubiquitous from search engines to online-shopping websites helping us find content more efficiently and this book focuses on the key developments that are shaping our daily online experiences. With advances in the detection of end users’ emotions, personality, sentiment and social signals, researchers and practitioners now have the tools to build a new generation of personalized systems that will really understand the user’s state and deliver the right content. With leading experts from a vast array of domains from user modeling, mobile sensing and information retrieval to artificial intelligence, human-computer interaction (HCI) social computing and psychology, a broad spectrum of topics are covered. From discussing psychological theoretical models and exploring state-of-the-art methods for acquiring emotions and personality in an unobtrusive way, as well as describing how these concepts can be used to improve various aspects of the personalization process and chapters that discuss evaluation and privacy issues. Emotions and Personality in Personalized Systems will help aid researchers and practitioners develop and evaluate user-centric personalization systems that take into account the factors that have a tremendous impact on our decision-making – emotions and personality.

A Survey on Policy Search for Robotics

Author : Marc Peter Deisenroth
Publisher : Foundations and Trends(r) in R
ISBN 13 : 9781601987020
Total Pages : 160 pages
Book Rating : 4.9/5 (87 download)

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Book Synopsis A Survey on Policy Search for Robotics by : Marc Peter Deisenroth

Download or read book A Survey on Policy Search for Robotics written by Marc Peter Deisenroth and published by Foundations and Trends(r) in R. This book was released on 2013-08 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Survey on Policy Search for Robotics provides an overview of successful policy search methods in the context of robot learning, where high-dimensional and continuous state-action space challenge any Reinforcement Learning (RL) algorithm. It distinguishes between model-free and model-based policy search methods.

Applied AI and Humanoid Robotics for the Ultra-Smart Cyberspace

Author : Babulak, Eduard
Publisher : IGI Global
ISBN 13 :
Total Pages : 329 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Applied AI and Humanoid Robotics for the Ultra-Smart Cyberspace by : Babulak, Eduard

Download or read book Applied AI and Humanoid Robotics for the Ultra-Smart Cyberspace written by Babulak, Eduard and published by IGI Global. This book was released on 2024-06-04 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly transforming landscape of fast-paced technology evolution, the fusion of artificial intelligence (AI) and humanoid robotics is set to redefine academia as we know it. From advancements in AI, humanoid robotics, nano and bio technologies, and smart medicine, the vision of an ultra-smart cyberspace is becoming a tangible reality. Yet, amid this transformative potential, scholars face a pressing challenge how to navigate the complexities of these cutting-edge technologies to drive impactful research and innovation. Applied AI and Humanoid Robotics for the Ultra-Smart Cyberspace beckons scholars to harness the full potential of applied AI and humanoid robotics in academia. This book illuminates the most effective applications of these technologies across various disciplines such as industry, business, health, government, military, and critical cyber infrastructure. Through rigorously peer-reviewed chapters, the book addresses key issues, provides technical solutions, and guides future research directions, fostering a collaborative bridge between academia and industry.

The SAGE Handbook of Evolutionary Psychology

Author : Todd K. Shackelford
Publisher : SAGE
ISBN 13 : 1529737451
Total Pages : 754 pages
Book Rating : 4.5/5 (297 download)

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Book Synopsis The SAGE Handbook of Evolutionary Psychology by : Todd K. Shackelford

Download or read book The SAGE Handbook of Evolutionary Psychology written by Todd K. Shackelford and published by SAGE. This book was released on 2020-11-25 with total page 754 pages. Available in PDF, EPUB and Kindle. Book excerpt: Evolutionary psychology is an important and rapidly expanding area in the life, social, and behavioral sciences, and this Handbook represents the most comprehensive and up-to-date reference text in the field today. Chapters in this Handbook address real-world and practical applications of evolutionary psychology such as applications to medicine, psychiatry, law, and technology. The SAGE Handbook of Evolutionary Psychology is an essential resource for researchers, graduate students, and advanced undergraduate students in all areas of psychology, and in related disciplines across the life, social, and behavioral sciences. Part 1: Applications to Health and Well-Being Part 2: Applications to Law and Order Part 3: Applications to Technology, Communications, and the Future

Robot Programming by Demonstration

Author : Sylvain Calinon
Publisher : EPFL Press
ISBN 13 : 9781439808672
Total Pages : 248 pages
Book Rating : 4.8/5 (86 download)

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Book Synopsis Robot Programming by Demonstration by : Sylvain Calinon

Download or read book Robot Programming by Demonstration written by Sylvain Calinon and published by EPFL Press. This book was released on 2009-08-24 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in RbD have identified a number of key issues for ensuring a generic approach to the transfer of skills across various agents and contexts. This book focuses on the two generic questions of what to imitate and how to imitate and proposes active teaching methods.

Learning Motor Skills

Author : Jens Kober
Publisher : Springer
ISBN 13 : 3319031945
Total Pages : 201 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Learning Motor Skills by : Jens Kober

Download or read book Learning Motor Skills written by Jens Kober and published by Springer. This book was released on 2013-11-23 with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the state of the art in reinforcement learning applied to robotics both in terms of novel algorithms and applications. It discusses recent approaches that allow robots to learn motor. skills and presents tasks that need to take into account the dynamic behavior of the robot and its environment, where a kinematic movement plan is not sufficient. The book illustrates a method that learns to generalize parameterized motor plans which is obtained by imitation or reinforcement learning, by adapting a small set of global parameters and appropriate kernel-based reinforcement learning algorithms. The presented applications explore highly dynamic tasks and exhibit a very efficient learning process. All proposed approaches have been extensively validated with benchmarks tasks, in simulation and on real robots. These tasks correspond to sports and games but the presented techniques are also applicable to more mundane household tasks. The book is based on the first author’s doctoral thesis, which won the 2013 EURON Georges Giralt PhD Award.

Learning in Embedded Systems

Author : Leslie Pack Kaelbling
Publisher : MIT Press
ISBN 13 : 9780262111744
Total Pages : 206 pages
Book Rating : 4.1/5 (117 download)

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Book Synopsis Learning in Embedded Systems by : Leslie Pack Kaelbling

Download or read book Learning in Embedded Systems written by Leslie Pack Kaelbling and published by MIT Press. This book was released on 1993 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning to perform complex action strategies is an important problem in the fields of artificial intelligence, robotics and machine learning. Presenting interesting, new experimental results, Learning in Embedded Systems explores algorithms that learn efficiently from trial and error experience with an external world. The text is a detailed exploration of the problem of learning action strategies in the context of designing embedded systems that adapt their behaviour to a complex, changing environment. Such systems include mobile robots, factory process controllers and long-term software databases.

Designing Robot Behavior in Human-Robot Interactions

Author : Changliu Liu
Publisher : CRC Press
ISBN 13 : 0429608373
Total Pages : 236 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Designing Robot Behavior in Human-Robot Interactions by : Changliu Liu

Download or read book Designing Robot Behavior in Human-Robot Interactions written by Changliu Liu and published by CRC Press. This book was released on 2019-09-12 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book, we have set up a unified analytical framework for various human-robot systems, which involve peer-peer interactions (either space-sharing or time-sharing) or hierarchical interactions. A methodology in designing the robot behavior through control, planning, decision and learning is proposed. In particular, the following topics are discussed in-depth: safety during human-robot interactions, efficiency in real-time robot motion planning, imitation of human behaviors from demonstration, dexterity of robots to adapt to different environments and tasks, cooperation among robots and humans with conflict resolution. These methods are applied in various scenarios, such as human-robot collaborative assembly, robot skill learning from human demonstration, interaction between autonomous and human-driven vehicles, etc. Key Features: Proposes a unified framework to model and analyze human-robot interactions under different modes of interactions. Systematically discusses the control, decision and learning algorithms to enable robots to interact safely with humans in a variety of applications. Presents numerous experimental studies with both industrial collaborative robot arms and autonomous vehicles.

Mastering Robotics

Author :
Publisher : Cybellium Ltd
ISBN 13 :
Total Pages : 111 pages
Book Rating : 4.8/5 (635 download)

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Book Synopsis Mastering Robotics by :

Download or read book Mastering Robotics written by and published by Cybellium Ltd. This book was released on with total page 111 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unveil the Frontiers of Robotic Innovation and Implementation In the realm of cutting-edge technology, robotics stands as a beacon of innovation with the potential to revolutionize industries and daily life. "Mastering Robotics" is your comprehensive guide to understanding and harnessing the power of robotics—a transformative field that spans science, engineering, and creativity. About the Book: As the boundaries of human achievement expand, robotics emerges as a dynamic field with diverse applications. "Mastering Robotics" offers a deep exploration of robotics technology—a cornerstone of modern automation and innovation. This book caters to both newcomers and experienced enthusiasts seeking to excel in robotics design, development, and deployment. Key Features: Robotics Fundamentals: Begin by understanding the core principles of robotics. Learn how robots function, their components, and how they interact with the world. Robotic Kinematics and Dynamics: Dive into the mechanics of robots. Explore kinematic chains, inverse kinematics, and the principles that govern robotic motion. Sensors and Perception: Grasp the art of integrating sensors into robots. Learn how robots perceive the world through sensors and understand their surroundings. Robot Programming: Explore the intricacies of programming robots. Understand how to write code to control robots' actions, movements, and responses. Robot Vision and Machine Learning: Delve into robotic vision and machine learning. Learn how robots process visual data and adapt their behavior using advanced algorithms. Robot Localization and Mapping: Grasp the significance of localization and mapping in robotics. Understand how robots navigate and build maps of their environments. Robotic Manipulation and Control: Explore techniques for robotic manipulation and control. Learn how robots interact with objects, perform tasks, and maintain stability. Real-World Applications: Gain insights into how robotics is applied across industries. From manufacturing to healthcare, discover the diverse applications of robotic technology. Why This Book Matters: In an era of technological advancement, mastering robotics offers a transformative advantage. "Mastering Robotics" empowers engineers, researchers, and technology enthusiasts to harness the potential of robotics, enabling them to innovate and create solutions that reshape industries and redefine human capabilities. Embark on a Journey of Innovation: In the landscape of cutting-edge technology, robotics holds the promise of reshaping our world. "Mastering Robotics" equips you with the knowledge needed to unlock the potential of robotics, enabling you to design, build, and deploy robotic systems that push the boundaries of human achievement. Whether you're a seasoned professional or a newcomer to robotics, this book will guide you in building a solid foundation for innovation and exploration. Your journey to mastering robotics starts here. © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com

Advances in Autonomous Mini Robots

Author : Ulrich Rückert
Publisher : Springer Science & Business Media
ISBN 13 : 364227482X
Total Pages : 285 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Advances in Autonomous Mini Robots by : Ulrich Rückert

Download or read book Advances in Autonomous Mini Robots written by Ulrich Rückert and published by Springer Science & Business Media. This book was released on 2012-03-07 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: Autonomous robots must carry out useful tasks all by themselves relying entirely on their own perceptions of their environment. The cognitive abilities required for autonomous action are largely independent of robot size, which makes mini robots attractive as artefacts for research, education and entertainment. Autonomous mini robots must be small enough for experimentation on a desktop or a small laboratory. They must be easy to carry and safe for interaction with humans. They must not be expensive. Mini robot designers have to work at the leading edge of technology so that their creations can carry out purposeful autonomic action under these constraints. Since 2001 researchers have met every two years for an international symposium to report on the advances achieved in Autonomous Mini Robots for Research and Edutainment (AMiRE). The AMiRE Symposium is a single track conference that offers ample opportunities for discussion and exchange of ideas. This volume contains the contributed papers of the 2011 AMiRE Symposium held from 23 to 25 May 2011 at Bielefeld University, Germany. The contributions in this volume represent the state-of-the-art of autonomous mini robots; they demonstrate what is currently technically feasible and show some of the applications for autonomous mini robots.