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Autonomous Learning For Robotic Assembly Applications
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Book Synopsis Autonomous Learning for Robotic Assembly Applications by : Jeremy Alan Marvel
Download or read book Autonomous Learning for Robotic Assembly Applications written by Jeremy Alan Marvel and published by . This book was released on 2010 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robotic manipulators have been used to perform a myriad of repetitive industrial tasks with varying degrees of success and precision over the past several decades. Their use in mechanical assembly tasks, however, has been relatively minor due to both their limitations in classical position-control paradigms and the difficulty in algorithmically describing the process of assembly. Though the technology for sensing and compliantly adapting to physical contact has improved, robotic assembly solutions are still largely relegated to simple responsibilities such as peg-in-hole and rigidly fixtured configurations. This dissertation represents the progressive development and assessment of self-guided learning for model-assisted robotic assembly applications. Utilizing industrial manipulators outfitted with six-degree of freedom (DoF) force/torque sensors for compliant motion control, a method for self-optimization of assembly search parameters is developed that allows the robot to determine when its performance has improved using simple metrics of success. Based on prior experiences, the robot then generates internal representations--or models--of the assembly process in order to attempt to predict when certain parameter sequences are likely to result in superior assembly performances. This method is further augmented to algorithmically determine the quality and anticipated effectiveness of the models based on their profiles in the parameter-performance mapping space. Analysis of simulations with arbitrarily-large N-dimensional parameter spaces suggest that even relatively simple models are capable of abstracting useful information of assemblies, even in the presence of noise. These results were then corroborated by running physical trials with and without assistive models on a variety of automobile part assemblies.
Author :National Institute of Standards and Technology Publisher :CreateSpace ISBN 13 :9781495302985 Total Pages :64 pages Book Rating :4.3/5 (29 download)
Book Synopsis Survey of Industrial Manipulation Technologies for Autonomous Assembly Applications by : National Institute of Standards and Technology
Download or read book Survey of Industrial Manipulation Technologies for Autonomous Assembly Applications written by National Institute of Standards and Technology and published by CreateSpace. This book was released on 2014-01-31 with total page 64 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robots are often perceived as fast, precision machines for replacing humans. However, equating the abilities of robots and human beings is risky business. A task that appears easy for a human assembler can be difficult or even impossible for a robot. In today's manufacturing environments, to ensure success with robotic assembly, engineers must adapt their parts, products, and processes to the unique requirements of the robot.
Book Synopsis Distributed Autonomous Robotic Systems by : M. Ani Hsieh
Download or read book Distributed Autonomous Robotic Systems written by M. Ani Hsieh and published by Springer. This book was released on 2014-06-07 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: Distributed robotics is a rapidly growing and maturing interdisciplinary research area lying at the intersection of computer science, network science, control theory, and electrical and mechanical engineering. The goal of the Symposium on Distributed Autonomous Robotic Systems (DARS) is to exchange and stimulate research ideas to realize advanced distributed robotic systems. This volume of proceedings includes 31 original contributions presented at the 2012 International Symposium on Distributed Autonomous Robotic Systems (DARS 2012) held in November 2012 at the Johns Hopkins University in Baltimore, MD USA. The selected papers in this volume are authored by leading researchers from Asia, Europa, and the Americas, thereby providing a broad coverage and perspective of the state-of-the-art technologies, algorithms, system architectures, and applications in distributed robotic systems. The book is organized into five parts, representative of critical long-term and emerging research thrusts in the multi-robot community: Coordination for Perception, Coverage, and Tracking; Task Allocation and Coordination Strategies; Modular Robots and Novel Mechanisms and Sensors; Formation Control and Planning for Robot Teams; and Learning, Adaptation, and Cognition for Robot Teams.
Book Synopsis Space Robotics and Autonomous Systems by : Yang Gao
Download or read book Space Robotics and Autonomous Systems written by Yang Gao and published by IET. This book was released on 2021-08-24 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book covers space robotics and autonomous systems (space RAS) from technologies to advances and applications including sensing and perception, mobility, manipulations, high-level autonomy, human-robot interaction, multi-modal interaction, modelling and simulation, and safety and trust.
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.
Book Synopsis Progressive Learning and Its Application to Robotic Assembly by : Boo Ho Yang
Download or read book Progressive Learning and Its Application to Robotic Assembly written by Boo Ho Yang and published by . This book was released on 1995 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Methods and Applications for Modeling and Simulation of Complex Systems by : Seiki Saito
Download or read book Methods and Applications for Modeling and Simulation of Complex Systems written by Seiki Saito and published by Springer Nature. This book was released on with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Robot Programming by : Cameron Hughes
Download or read book Robot Programming written by Cameron Hughes and published by Que Publishing. This book was released on 2016-05-02 with total page 735 pages. Available in PDF, EPUB and Kindle. Book excerpt: Start programming robots NOW! Learn hands-on, through easy examples, visuals, and code This is a unique introduction to programming robots to execute tasks autonomously. Drawing on years of experience in artificial intelligence and robot programming, Cameron and Tracey Hughes introduce the reader to basic concepts of programming robots to execute tasks without the use of remote controls. Robot Programming: A Guide to Controlling Autonomous Robots takes the reader on an adventure through the eyes of Midamba, a lad who has been stranded on a desert island and must find a way to program robots to help him escape. In this guide, you are presented with practical approaches and techniques to program robot sensors, motors, and translate your ideas into tasks a robot can execute autonomously. These techniques can be used on today’s leading robot microcontrollers (ARM9 and ARM7) and robot platforms (including the wildly popular low-cost Arduino platforms, LEGO® Mindstorms EV3, NXT, and Wowee RS Media Robot) for your hardware/Maker/DIY projects. Along the way the reader will learn how to: Program robot sensors and motors Program a robot arm to perform a task Describe the robot’s tasks and environments in a way that a robot can process using robot S.T.O.R.I.E.S. Develop a R.S.V.P. (Robot Scenario Visual Planning) used for designing the robot’s tasks in an environment Program a robot to deal with the “unexpected” using robot S.P.A.C.E.S. Program robots safely using S.A.R.A.A. (Safe Autonomous Robot Application Architecture) Approach Program robots using Arduino C/C++ and Java languages Use robot programming techniques with LEGO® Mindstorms EV3, Arduino, and other ARM7 and ARM9-based robots.
Book Synopsis Automation and Robotics by : Knowledge Flow
Download or read book Automation and Robotics written by Knowledge Flow and published by Knowledge Flow. This book was released on 2016-02-10 with total page 43 pages. Available in PDF, EPUB and Kindle. Book excerpt: ★★★★★LEARNING STARTS WITH VIEWING THE WORLD DIFFERENTLY.★★★★★ Knowledge flow — A mobile learning platform provides Apps and Books. Knowledge flow provides learning book of Automation and Robotics. Automation use control systems consist of instrumentation, human interface and communication. This book of robotics deals with design, operation and construction of robots. This robotics book introduces essential reference with detailed illustrations for automation and robotics whether engineering students, teachers or professionals across the world. Contents: 1. Introduction to Automation and Robotics 2. Applications of Robots 3. Basic Structure of Robots 4. Control Loops of Robotic Systems 5. Hydraulic Systems 6. Direct Kinematic Analysis 7. Principles of DH Method 8. Principles of Quaternion 9. Programming of Robots 10. Sensors of Robots
Book Synopsis Force-Controlled Robotic Assembly Processes of Rigid and Flexible Objects by : Ibrahim Fahad Jasim Ghalyan
Download or read book Force-Controlled Robotic Assembly Processes of Rigid and Flexible Objects written by Ibrahim Fahad Jasim Ghalyan and published by Springer. This book was released on 2016-05-14 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides comprehensive and integrated approaches for rigid and flexible object assembly. It presents comparison studies with the available force-guided robotic processes and covers contact-state modeling, scheme control strategies, and position searching algorithms. Further, it includes experimental validations for different assembly situations, including those for the assembly of industrial parts taken from the automotive industry.
Book Synopsis Robotic Systems for Handling and Assembly by : Daniel Schütz
Download or read book Robotic Systems for Handling and Assembly written by Daniel Schütz and published by Springer Science & Business Media. This book was released on 2010-11-20 with total page 463 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although parallel robots are known to offer many advantages with respect to accuracy, dynamics, and stiffness, major breakthroughs in industrial applications have not yet taken place. This is due to a knowledge gap preventing fast and precise execution of industrial handling and assembly tasks. This book focuses on the design, modeling, and control of innovative parallel structures as well as the integration of novel machine elements. Special attention is paid to the integration of active components into lightweight links and passive joints. In addition, new control concepts are introduced to minimize structural vibrations. Although the optimization of robot systems itself allows a reduction of cycle times, these can be further decreased by improved path planning, robot programming, and automated assembly planning concepts described by 25 contributions within this book. The content of this volume is subdivided into four main parts dealing with Modeling and Design, System Implementation, Control and Programming as well as Adaptronics and Components. This book is aimed at researchers and postgraduates working in the field of parallel robots as well as practicing engineers dealing with industrial robot development and robotic applications.
Book Synopsis Intelligent Robotics and Applications by : Xin-Jun Liu
Download or read book Intelligent Robotics and Applications written by Xin-Jun Liu and published by Springer Nature. This book was released on 2021-10-19 with total page 780 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 4-volume set LNAI 13013 – 13016 constitutes the proceedings of the 14th International Conference on Intelligent Robotics and Applications, ICIRA 2021, which took place in Yantai, China, during October 22-25, 2021. The 299 papers included in these proceedings were carefully reviewed and selected from 386 submissions. They were organized in topical sections as follows: Robotics dexterous manipulation; sensors, actuators, and controllers for soft and hybrid robots; cable-driven parallel robot; human-centered wearable robotics; hybrid system modeling and human-machine interface; robot manipulation skills learning; micro_nano materials, devices, and systems for biomedical applications; actuating, sensing, control, and instrumentation for ultra-precision engineering; human-robot collaboration; robotic machining; medical robot; machine intelligence for human motion analytics; human-robot interaction for service robots; novel mechanisms, robots and applications; space robot and on-orbit service; neural learning enhanced motion planning and control for human robot interaction; medical engineering.
Book Synopsis Industrial Automation and Robotics by : Kaushik Kumar
Download or read book Industrial Automation and Robotics written by Kaushik Kumar and published by CRC Press. This book was released on 2022-10-07 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses the radical technological changes occurring due to Industry 4.0, with a focus on offering a better understanding of the Fourth Industrial Revolution. It also presents a detailed analysis of interdisciplinary knowledge, numerical modeling and simulation, and the application of cyber–physical systems, where information technology and physical devices create synergic systems leading to unprecedented efficiency. The book focuses on industrial applications of automation and robotics. It covers recent developments and trends occurring in both computer-aided manufacturing techniques, as well as computer-aided assembly techniques. Robots using embedded systems and artificial intelligence applications are also covered. Industrial Automation and Robotics: Techniques and Applications offers theoretical results, practical solutions, and guidelines that are valuable for both researchers and those working in the area of engineering.
Book Synopsis Intelligent Control of Robotic Systems by : D. Katic
Download or read book Intelligent Control of Robotic Systems written by D. Katic and published by Springer Science & Business Media. This book was released on 2013-03-14 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: As robotic systems make their way into standard practice, they have opened the door to a wide spectrum of complex applications. Such applications usually demand that the robots be highly intelligent. Future robots are likely to have greater sensory capabilities, more intelligence, higher levels of manual dexter ity, and adequate mobility, compared to humans. In order to ensure high-quality control and performance in robotics, new intelligent control techniques must be developed, which are capable of coping with task complexity, multi-objective decision making, large volumes of perception data and substantial amounts of heuristic information. Hence, the pursuit of intelligent autonomous robotic systems has been a topic of much fascinating research in recent years. On the other hand, as emerging technologies, Soft Computing paradigms consisting of complementary elements of Fuzzy Logic, Neural Computing and Evolutionary Computation are viewed as the most promising methods towards intelligent robotic systems. Due to their strong learning and cognitive ability and good tolerance of uncertainty and imprecision, Soft Computing techniques have found wide application in the area of intelligent control of robotic systems.
Book Synopsis Intelligent Robotics and Applications by : Caihua Xiong
Download or read book Intelligent Robotics and Applications written by Caihua Xiong and published by Springer. This book was released on 2008-10-14 with total page 1315 pages. Available in PDF, EPUB and Kindle. Book excerpt: These two volumes constitute the refereed proceedings of the First International Conference on Intelligent Robotics and Applications, ICIRA 2008, held in Wuhan, China, in October 2008. The 265 revised full papers presented were thoroughly reviewed and selected from 552 submissions; they are devoted but not limited to robot motion planning and manipulation; robot control; cognitive robotics; rehabilitation robotics; health care and artificial limb; robot learning; robot vision; human-machine interaction & coordination; mobile robotics; micro/nano mechanical systems; manufacturing automation; multi-axis surface machining; realworld applications.
Book Synopsis Intrinsically Motivated Open-Ended Learning in Autonomous Robots by : Vieri Giuliano Santucci
Download or read book Intrinsically Motivated Open-Ended Learning in Autonomous Robots written by Vieri Giuliano Santucci and published by Frontiers Media SA. This book was released on 2020-02-19 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Advanced Robotics & Intelligent Machines by : J. O. Gray
Download or read book Advanced Robotics & Intelligent Machines written by J. O. Gray and published by IET. This book was released on 1996 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advanced robotics describes the use of sensor-based robotic devices which exploit powerful computers to achieve the high levels of functionality that begin to mimic intelligent human behaviour. The object of this book is to summarise developments in the base technologies, survey recent applications and highlight new advanced concepts which will influence future progress.
