Vision-based Features for Mobile Robot Localization

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Publisher :
ISBN 13 : 9783899633634
Total Pages : 142 pages
Book Rating : 4.6/5 (336 download)

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Book Synopsis Vision-based Features for Mobile Robot Localization by : Hashem Tamimi

Download or read book Vision-based Features for Mobile Robot Localization written by Hashem Tamimi and published by . This book was released on 2006 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Machine Learning-based Natural Scene Recognition for Mobile Robot Localization in An Unknown Environment

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Publisher : Springer
ISBN 13 : 981139217X
Total Pages : 328 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Machine Learning-based Natural Scene Recognition for Mobile Robot Localization in An Unknown Environment by : Xiaochun Wang

Download or read book Machine Learning-based Natural Scene Recognition for Mobile Robot Localization in An Unknown Environment written by Xiaochun Wang and published by Springer. This book was released on 2019-08-12 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book advances research on mobile robot localization in unknown environments by focusing on machine-learning-based natural scene recognition. The respective chapters highlight the latest developments in vision-based machine perception and machine learning research for localization applications, and cover such topics as: image-segmentation-based visual perceptual grouping for the efficient identification of objects composing unknown environments; classification-based rapid object recognition for the semantic analysis of natural scenes in unknown environments; the present understanding of the Prefrontal Cortex working memory mechanism and its biological processes for human-like localization; and the application of this present understanding to improve mobile robot localization. The book also features a perspective on bridging the gap between feature representations and decision-making using reinforcement learning, laying the groundwork for future advances in mobile robot navigation research.

Vision Based Mobile Robotics: mobile robot localization using vision sensors and active probabilistic approaches

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Publisher : Lulu.com
ISBN 13 : 147106977X
Total Pages : 157 pages
Book Rating : 4.4/5 (71 download)

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Book Synopsis Vision Based Mobile Robotics: mobile robot localization using vision sensors and active probabilistic approaches by : Emanuele Frontoni

Download or read book Vision Based Mobile Robotics: mobile robot localization using vision sensors and active probabilistic approaches written by Emanuele Frontoni and published by Lulu.com. This book was released on 2012-01-22 with total page 157 pages. Available in PDF, EPUB and Kindle. Book excerpt: The use of vision in mobile robotics in one of the main goal of this thesis. In particular novel appearance based approaches for image matching metric are introduced. These approaches are applied to the problem of mobile robot localization.Similarity measures between robot's views are used in probabilistic methods for robot pose estimation. In this field of probabilistic localization active approach are proposed allowing the robot to faster and better localize. All methods have been extensively tested using a real robot in an indoor environment.Note: the book is the publication of the PhD thesis discussed in Università Politecnica delle Marche, Ancona, Italy in 2006 by Emanuele Frontoni

Mobile Robot Localization and Map Building

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Publisher : Springer Science & Business Media
ISBN 13 : 146154405X
Total Pages : 212 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Mobile Robot Localization and Map Building by : Jose A. Castellanos

Download or read book Mobile Robot Localization and Map Building written by Jose A. Castellanos and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the last decade, many researchers have dedicated their efforts to constructing revolutionary machines and to providing them with forms of artificial intelligence to perform some of the most hazardous, risky or monotonous tasks historically assigned to human beings. Among those machines, mobile robots are undoubtedly at the cutting edge of current research directions. A rough classification of mobile robots can be considered: on the one hand, mobile robots oriented to human-made indoor environments; on the other hand, mobile robots oriented to unstructured outdoor environments, which could include flying oriented robots, space-oriented robots and underwater robots. The most common motion mechanism for surface mobile robots is the wheel-based mechanism, adapted both to flat surfaces, found in human-made environments, and to rough terrain, found in outdoor environments. However, some researchers have reported successful developments with leg-based mobile robots capable of climbing up stairs, although they require further investigation. The research work presented here focuses on wheel-based mobile robots that navigate in human-made indoor environments. The main problems described throughout this book are: Representation and integration of uncertain geometric information by means of the Symmetries and Perturbations Model (SPmodel). This model combines the use of probability theory to represent the imprecision in the location of a geometric element, and the theory of symmetries to represent the partiality due to characteristics of each type of geometric element. A solution to the first location problem, that is, the computation of an estimation for the mobile robot location when the vehicle is completely lost in the environment. The problem is formulated as a search in an interpretation tree using efficient matching algorithms and geometric constraints to reduce the size of the solution space. The book proposes a new probabilistic framework adapted to the problem of simultaneous localization and map building for mobile robots: the Symmetries and Perturbations Map (SPmap). This framework has been experimentally validated by a complete experiment which profited from ground-truth to accurately validate the precision and the appropriateness of the approach. The book emphasizes the generality of the solutions proposed to the different problems and their independence with respect to the exteroceptive sensors mounted on the mobile robot. Theoretical results are complemented by real experiments, where the use of multisensor-based approaches is highlighted.

Vision Based Localization of Mobile Robots

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Publisher :
ISBN 13 :
Total Pages : 68 pages
Book Rating : 4.:/5 (174 download)

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Book Synopsis Vision Based Localization of Mobile Robots by : Jason Mooberry

Download or read book Vision Based Localization of Mobile Robots written by Jason Mooberry and published by . This book was released on 2007 with total page 68 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Mobile robotics is an active and exciting sub-field of Computer Science. Its importance is easily witnessed in a variety of undertakings from DARPA's Grand Challenge to NASA's Mars exploration program. The field is relatively young, and still many challenges face roboticists across the boards. One important area of research is localization, which concerns itself with granting a robot the ability to discover and continually update an internal representation of its position. Vision based sensor systems have been investigated, but to much lesser extent than other popular techniques. A custom mobile platform has been constructed on top of which a monocular vision based localization system has been implemented. The rigorous gathering of empirical data across a large group of parameters germane to the problem has led to various findings about monocular vision based localization and the fitness of the custom robot platform. The localization component is based on a probabilistic technique called Monte-Carlo Localization (MCL) that tolerates a variety of different sensors and effectors, and has further proven to be adept at localization in diverse circumstances. Both a motion model and sensor model that drive the particle filter at the algorithm's core have been carefully derived. The sensor model employs a simple correlation process that leverages color histograms and edge detection to filter robot pose estimations via the on board vision. This algorithm relies on image matching to tune position estimates based on a priori knowledge of its environment in the form of a feature library. It is believed that leveraging different computationally inexpensive features can lead to efficient and robust localization with MCL. The central goal of this thesis is to implement and arrive at such a conclusion through the gathering of empirical data. Section 1 presents a brief introduction to mobile robot localization and robot architectures, while section 2 covers MCL itself in more depth. Section 3 elaborates on the localization strategy, modeling and implementation that forms the basis of the trials that are presented toward the end of that section. Section 4 presents a revised implementation that attempts to address shortcomings identified during localization trials. Finally in section 5, conclusions are drawn about the effectiveness of the localization implementation and a path to improved localization with monocular vision is posited"--Abstract.

Introduction to Mobile Robot Control

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Publisher : Elsevier
ISBN 13 : 0124171036
Total Pages : 718 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Introduction to Mobile Robot Control by : Spyros G Tzafestas

Download or read book Introduction to Mobile Robot Control written by Spyros G Tzafestas and published by Elsevier. This book was released on 2013-10-03 with total page 718 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction to Mobile Robot Control provides a complete and concise study of modeling, control, and navigation methods for wheeled non-holonomic and omnidirectional mobile robots and manipulators. The book begins with a study of mobile robot drives and corresponding kinematic and dynamic models, and discusses the sensors used in mobile robotics. It then examines a variety of model-based, model-free, and vision-based controllers with unified proof of their stabilization and tracking performance, also addressing the problems of path, motion, and task planning, along with localization and mapping topics. The book provides a host of experimental results, a conceptual overview of systemic and software mobile robot control architectures, and a tour of the use of wheeled mobile robots and manipulators in industry and society. Introduction to Mobile Robot Control is an essential reference, and is also a textbook suitable as a supplement for many university robotics courses. It is accessible to all and can be used as a reference for professionals and researchers in the mobile robotics field. - Clearly and authoritatively presents mobile robot concepts - Richly illustrated throughout with figures and examples - Key concepts demonstrated with a host of experimental and simulation examples - No prior knowledge of the subject is required; each chapter commences with an introduction and background

Vision Based Autonomous Robot Navigation

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Publisher : Springer
ISBN 13 : 3642339654
Total Pages : 235 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Vision Based Autonomous Robot Navigation by : Amitava Chatterjee

Download or read book Vision Based Autonomous Robot Navigation written by Amitava Chatterjee and published by Springer. This book was released on 2012-10-13 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph is devoted to the theory and development of autonomous navigation of mobile robots using computer vision based sensing mechanism. The conventional robot navigation systems, utilizing traditional sensors like ultrasonic, IR, GPS, laser sensors etc., suffer several drawbacks related to either the physical limitations of the sensor or incur high cost. Vision sensing has emerged as a popular alternative where cameras can be used to reduce the overall cost, maintaining high degree of intelligence, flexibility and robustness. This book includes a detailed description of several new approaches for real life vision based autonomous navigation algorithms and SLAM. It presents the concept of how subgoal based goal-driven navigation can be carried out using vision sensing. The development concept of vision based robots for path/line tracking using fuzzy logic is presented, as well as how a low-cost robot can be indigenously developed in the laboratory with microcontroller based sensor systems. The book describes successful implementation of integration of low-cost, external peripherals, with off-the-shelf procured robots. An important highlight of the book is that it presents a detailed, step-by-step sample demonstration of how vision-based navigation modules can be actually implemented in real life, under 32-bit Windows environment. The book also discusses the concept of implementing vision based SLAM employing a two camera based system.

Introduction to AI Robotics, second edition

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Publisher : MIT Press
ISBN 13 : 026203848X
Total Pages : 649 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Introduction to AI Robotics, second edition by : Robin R. Murphy

Download or read book Introduction to AI Robotics, second edition written by Robin R. Murphy and published by MIT Press. This book was released on 2019-10-01 with total page 649 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive survey of artificial intelligence algorithms and programming organization for robot systems, combining theoretical rigor and practical applications. This textbook offers a comprehensive survey of artificial intelligence (AI) algorithms and programming organization for robot systems. Readers who master the topics covered will be able to design and evaluate an artificially intelligent robot for applications involving sensing, acting, planning, and learning. A background in AI is not required; the book introduces key AI topics from all AI subdisciplines throughout the book and explains how they contribute to autonomous capabilities. This second edition is a major expansion and reorganization of the first edition, reflecting the dramatic advances made in AI over the past fifteen years. An introductory overview provides a framework for thinking about AI for robotics, distinguishing between the fundamentally different design paradigms of automation and autonomy. The book then discusses the reactive functionality of sensing and acting in AI robotics; introduces the deliberative functions most often associated with intelligence and the capability of autonomous initiative; surveys multi-robot systems and (in a new chapter) human-robot interaction; and offers a “metaview” of how to design and evaluate autonomous systems and the ethical considerations in doing so. New material covers locomotion, simultaneous localization and mapping, human-robot interaction, machine learning, and ethics. Each chapter includes exercises, and many chapters provide case studies. Endnotes point to additional reading, highlight advanced topics, and offer robot trivia.

Novel Applications of Intelligent Systems

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Publisher : Springer
ISBN 13 : 3319141945
Total Pages : 307 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Novel Applications of Intelligent Systems by : Mincho Hadjiski

Download or read book Novel Applications of Intelligent Systems written by Mincho Hadjiski and published by Springer. This book was released on 2016-01-27 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this carefully edited book some selected results of theoretical and applied research in the field of broadly perceived intelligent systems are presented. The problems vary from industrial to web and problem independent applications. All this is united under the slogan: "Intelligent systems conquer the world”. The book brings together innovation projects with analytical research, invention, retrieval and processing of knowledge and logical applications in technology. This book is aiming to a wide circle of readers and particularly to the young generation of IT/ICT experts who will build the next generations of intelligent systems.

Cognitive Systems

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Publisher : Springer Science & Business Media
ISBN 13 : 3642116949
Total Pages : 494 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Cognitive Systems by : Henrik Christensen

Download or read book Cognitive Systems written by Henrik Christensen and published by Springer Science & Business Media. This book was released on 2010-04-05 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design of cognitive systems for assistance to people poses a major challenge to the fields of robotics and artificial intelligence. The Cognitive Systems for Cognitive Assistance (CoSy) project was organized to address the issues of i) theoretical progress on design of cognitive systems ii) methods for implementation of systems and iii) empirical studies to further understand the use and interaction with such systems. To study, design and deploy cognitive systems there is a need to considers aspects of systems design, embodiment, perception, planning and error recovery, spatial insertion, knowledge acquisition and machine learning, dialog design and human robot interaction and systems integration. The CoSy project addressed all of these aspects over a period of four years and across two different domains of application – exploration of space and task / knowledge acquisition for manipulation. The present volume documents the results of the CoSy project. The CoSy project was funded by the European Commission as part of the Cognitive Systems Program within the 6th Framework Program.

European Robotics Symposium 2006

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540326885
Total Pages : 236 pages
Book Rating : 4.3/5 (268 download)

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Book Synopsis European Robotics Symposium 2006 by : Henrik Christensen

Download or read book European Robotics Symposium 2006 written by Henrik Christensen and published by Springer Science & Business Media. This book was released on 2006-03-02 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique reference represents a cross-section of forefront robotics research, ranging from robotics and systems to learning, autonomy and failure detection, from vision and navigation to localization and mapping, which are based on the papers presented at the 1st European Robotics Symposium (EUROS-06) held in Palermo, Italy from 16-18 March, 2006. The European Robotics Symposium (EUROS) is a brand-new International scientific event promoted by EURON, the European Robotics Network.

Image and Video Retrieval

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Publisher : Springer Science & Business Media
ISBN 13 : 3540438998
Total Pages : 400 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Image and Video Retrieval by : Michael S. Lew

Download or read book Image and Video Retrieval written by Michael S. Lew and published by Springer Science & Business Media. This book was released on 2002-07-03 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Finally,wearegrateful tooursponsors,theBritishComputerSocietyInformationRetrievalSpecialist Group,theBritishMachineVisionAssociation(BMVA),theInstituteforImage DataResearch,UniversityofNorthumbria,theInstitutionofElectricalEn- neers(IEE),andtheLeidenInstituteofAdvancedComputerScience(LIACS), LeidenUniversiy. May2002 MichaelS. Lew NicuSebe JohnP. Eakins International Conference an Image andVideo Retrieval 2002 Organization Organizing Committee OrganizingCommitteeChair: JohnP. Eakins (UniversityofNorthumbria,UK) TechnicalProgramChair: MichaelS.

Artificial Intelligence Applications and Innovations

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Publisher : Springer
ISBN 13 : 3642411428
Total Pages : 733 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Artificial Intelligence Applications and Innovations by : Harris Papadopoulos

Download or read book Artificial Intelligence Applications and Innovations written by Harris Papadopoulos and published by Springer. This book was released on 2013-09-03 with total page 733 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2013, held in Paphos, Cyprus, in September/October 2013. The 26 revised full papers presented together with a keynote speech at the main event and 44 papers of 8 collocated workshops were carefully reviewed and selected for inclusion in the volume. The papers of the main event are organized in topical sections on data mining, medical informatics and biomedical engineering, problem solving and scheduling, modeling and decision support systems, robotics, and intelligent signal and image processing.

Intelligent Robotics and Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 3540885129
Total Pages : 1315 pages
Book Rating : 4.5/5 (48 download)

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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 Science & Business Media. This book was released on 2008-09-29 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.

Proceedings of the National Conference on Advanced Manufacturing & Robotics, January 10-11, 2004

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Publisher : Allied Publishers
ISBN 13 : 9788177646719
Total Pages : 594 pages
Book Rating : 4.6/5 (467 download)

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Book Synopsis Proceedings of the National Conference on Advanced Manufacturing & Robotics, January 10-11, 2004 by : S. N. Shome

Download or read book Proceedings of the National Conference on Advanced Manufacturing & Robotics, January 10-11, 2004 written by S. N. Shome and published by Allied Publishers. This book was released on 2004 with total page 594 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contributed papers presented at the conference held at Central Mechanical Engineering Research Institute, Durgapur.

Computer Vision

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Publisher : IntechOpen
ISBN 13 : 9789537619213
Total Pages : 548 pages
Book Rating : 4.6/5 (192 download)

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Book Synopsis Computer Vision by : Zhihui Xiong

Download or read book Computer Vision written by Zhihui Xiong and published by IntechOpen. This book was released on 2008-11-01 with total page 548 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents research trends on computer vision, especially on application of robotics, and on advanced approachs for computer vision (such as omnidirectional vision). Among them, research on RFID technology integrating stereo vision to localize an indoor mobile robot is included in this book. Besides, this book includes many research on omnidirectional vision, and the combination of omnidirectional vision with robotics. This book features representative work on the computer vision, and it puts more focus on robotics vision and omnidirectioal vision. The intended audience is anyone who wishes to become familiar with the latest research work on computer vision, especially its applications on robots. The contents of this book allow the reader to know more technical aspects and applications of computer vision. Researchers and instructors will benefit from this book.

Advances in Visual Computing

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Publisher : Springer Science & Business Media
ISBN 13 : 3540896384
Total Pages : 1216 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Advances in Visual Computing by : George Bebis

Download or read book Advances in Visual Computing written by George Bebis and published by Springer Science & Business Media. This book was released on 2008-11-13 with total page 1216 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set LNCS 5358 and LNCS 5359 constitutes the refereed proceedings of the 4th International Symposium on Visual Computing, ISVC 2008, held in Las Vegas, NV, USA, in December 2008. The 102 revised full papers and 70 poster papers presented together with 56 full and 8 poster papers of 8 special tracks were carefully reviewed and selected from more than 340 submissions. The papers are organized in topical sections on computer graphics, visualization, shape/recognition, video analysis and event recognition, virtual reality, reconstruction, motion, face/gesture, and computer vision applications. The 8 additional special tracks address issues such as object recognition, real-time vision algorithm implementation and application, computational bioimaging and visualization, discrete and computational geometry, soft computing in image processing and computer vision, visualization and simulation on immersive display devices, analysis and visualization of biomedical visual data, as well as image analysis for remote sensing data.