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FastSLAM : A Scalable Method for the Simultaneous Localization and Mapping Problem in Robotics
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ISBN: 1280852992 9786610852994 3540464026 3540463992 Year: 2007 Volume: v. 27 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

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This monograph describes a new family of algorithms for the simultaneous localization and mapping problem in robotics (SLAM). SLAM addresses the problem of acquiring an environment map with a roving robot, while simultaneously localizing the robot relative to this map. This problem has received enormous attention in the robotics community in the past few years, reaching a peak of popularity on the occasion of the DARPA Grand Challenge in October 2005, which was won by the team headed by the authors. The FastSLAM family of algorithms applies particle filters to the SLAM Problem, which provides new insights into the data association problem that is paramount in SLAM. The FastSLAM-type algorithms have enabled robots to acquire maps of unprecedented size and accuracy, in a number of robot application domains and have been successfully applied in different dynamic environments, including the solution to the problem of people tracking.

Keywords

Robots --- Mobile robots. --- Data transmission systems. --- Cartography. --- Control systems. --- Cartography, Primitive --- Chartography --- Map-making --- Mapmaking --- Mapping (Cartography) --- Mathematical geography --- Surveying --- Map projection --- Maps --- Data communication systems --- Transmission of data --- Digital communications --- Electronic data processing --- Electronic systems --- Information theory --- Telecommunication systems --- Robot control --- Robotics --- Information Technology --- Artificial Intelligence --- Mathematical optimization. --- Engineering mathematics. --- Artificial intelligence. --- Computer vision. --- Robotics and Automation. --- Optimization. --- Mathematical and Computational Engineering. --- Control, Robotics, Mechatronics. --- Artificial Intelligence. --- Computer Imaging, Vision, Pattern Recognition and Graphics. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Engineering --- Engineering analysis --- Mathematical analysis --- Optimization (Mathematics) --- Optimization techniques --- Optimization theory --- Systems optimization --- Maxima and minima --- Operations research --- System analysis --- Machine vision --- Vision, Computer --- Artificial intelligence --- Image processing --- Pattern recognition systems --- Mathematics --- Robotics. --- Automation. --- Applied mathematics. --- Control engineering. --- Mechatronics. --- Optical data processing. --- Optical computing --- Visual data processing --- Integrated optics --- Photonics --- Computers --- Mechanical engineering --- Microelectronics --- Microelectromechanical systems --- Control engineering --- Control equipment --- Control theory --- Engineering instruments --- Automation --- Programmable controllers --- Automatic factories --- Automatic production --- Computer control --- Engineering cybernetics --- Factories --- Industrial engineering --- Mechanization --- Assembly-line methods --- Automatic control --- Automatic machinery --- CAD/CAM systems --- Optical equipment

FastSLAM : a scalable method for the simultaneous localization and mapping problem in robotics.
Authors: ---
ISBN: 9783540464020 9783540463993 Year: 2007 Publisher: Berlin Springer

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Abstract

This monograph describes a new family of algorithms for the simultaneous localization and mapping problem in robotics (SLAM). SLAM addresses the problem of acquiring an environment map with a roving robot, while simultaneously localizing the robot relative to this map. This problem has received enormous attention in the robotics community, reaching a peak of popularity on the occasion of the DARPA Grand Challenge in October 2005, which was won by the team headed by the authors. The FastSLAM family of algorithms applies particle filters to the SLAM Problem, which provides new insights into the data association problem that is paramount in SLAM. The FastSLAM-type algorithms have enabled robots to acquire maps of unprecedented size and accuracy in a number of robot application domains and have been successfully applied in different dynamic environments, including the solution to the problem of people tracking.

FastSLAM: a scalable method for the simultaneous localization and mapping problem in robotics
Authors: ---
ISBN: 9783540464020 9783540463993 Year: 2007 Publisher: Berlin, Heidelberg Springer-Verlag Berlin Heidelberg


Book
Grokking machine learning.
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ISBN: 9781638350200 1638350205 Year: 2021 Publisher: New York : Manning Publications Co. LLC,

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Grokking Machine Learning presents machine learning algorithms and techniques in a way that anyone can understand. This book skips the confused academic jargon and offers clear explanations that require only basic algebra. As you go, you'll build interesting projects with Python, including models for spam detection and image recognition. You'll also pick up practical skills for cleaning and preparing data.

Probabilistic robotics
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ISBN: 0262201623 9780262201629 Year: 2006 Publisher: Cambridge, Mass. : MIT Press,

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Probablistic robotics is a growing area in the subject, concerned with perception and control in the face of uncertainty and giving robots a level of robustness in real-world situations. This book introduces techniques and algorithms in the field.


Digital
Robotics research: results of the 12th international symposium ISRR
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ISBN: 9783540481133 Year: 2007 Publisher: Berlin, Heidelberg Springer-Verlag Berlin Heidelberg

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Book
Robotics Research : Results of the 12th International Symposium ISRR
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ISBN: 9783540481133 Year: 2007 Publisher: Berlin Heidelberg Springer Berlin Heidelberg

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The International Symposium of Robotics Research (ISRR) continues to be the premiere meeting of the International Foundation of Robotics Research (IFRR). The 12th International Symposium of Robotics Research took place October 12-15, 2005, in San Francisco, near Fisherman's Wharf, and was organized by the three editors of this book. This volume contains a collection of 50 contributed papers, which were presented at the 12th International Symposium of Robotics Research. These papers are organized in twelve scientific tracks: Physical Human-Robot Interaction and Haptics, Planning, Humanoids, Mechanisms and Design, Simultaneous Localization and Mapping, Field Robots, Robotic Vision, Robot Design and Control, Underwater Robotics, Learning and Adaptive Behavior, Networked Robotics, and Interfaces and Interaction. Further articles in this volume summarize one of the invited overview talks of the scientific panel that took place during the ISRR. Historically, the proceedings of the ISRR have featured ground-breaking work of the highest caliber, which influenced generations to come. The present volume promises to be no exception. The collection of scientific articles in this volume provides new insights to important problems in robotics, written by some of the leaders in the field.


Book
The Digital Playbook : A Practitioner’s Guide to Smart, Connected Products and Solutions with AIoT
Authors: --- --- --- ---
ISBN: 3030882217 3030882209 Year: 2023 Publisher: Cham : Springer International Publishing : Imprint: Springer,

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This open access book is a practitioner`s guide to smart, connected products and solutions. As a hands-on playbook, it combines the business and technical execution perspectives to help product companies, OEMs, manufacturers and equipment operators utilize the full potential of digital enablers, especially Artificial Intelligence (AI), Internet of Things (IoT) and Digital Twins. The Digital Playbook provides comprehensive and actionable guidance, helping to address the challenges of creating sustainable and scalable digital business models, managing cocreation and sourcing, setting up the digital organization, and handling the legal aspects. For the technical execution perspective, the playbook includes the AIoT Framework, which explains how to combine data science and AI engineering with Digital Twins, as well as software development for cloud and edge. The integration with physical product development and retrofit integration of existing equipment is included as well. A pragmatic, agile approach is introduced that takes common agile inhibitors into consideration. A holistic AIoT DevOps approach is described, which combines key elements of DevOps for cloud, edge and AI. Enterprise readiness is ensured by looking at trust and security as well as reliability and resilience for AIoT. A large number of real-world examples and case studies help ensure practical relevance. “The Digital Playbook builds bridges between business and technology. This hard-won advice can help bring smart, connected products and solutions to market faster and with reduced project risks.” --Dr. Stefan Hartung, CEO, Bosch Sponsored by: .

Field and Service Robotics : Recent Advances in Research and Applications
Authors: --- --- --- ---
ISBN: 9783540328018 3540328017 3540328548 Year: 2006 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

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Since its inception in 1996, FSR, the biannual "International Conference on Field and Service Robotics" has published archival volumes of high reference value. This unique collection is the post-conference proceedings of the 4th FSR in Lake Yamanaka, Japan at July 2003. This book edited by Shin’ichi Yuta, Hajime Asama, Sebastian Thrun, Erwin Prassler and Takashi Tsubouchi is rich by topics and authoritative contributors and presents the current developments and new directions in field and service robotics. The contents of these contributions represent a cross-section of the current state of robotics research from one particular aspect: field and service applications, and how they reflect on the theoretical basis of subsequent developments. Pursuing technologies aimed at realizing skilful, smart, reliable, robust field and service robots is the big challenge running throughout this focused collection.

Keywords

Robotics --- Robots, Industrial --- Robotique --- Robots industriels --- Congresses --- Congrès --- Engineering. --- Artificial intelligence. --- Systems theory. --- Automation and Robotics. --- Artificial Intelligence (incl. Robotics). --- Systems Theory, Control. --- Machinery and Machine Elements. --- Control Engineering. --- Mechanical Engineering - General --- Mechanical Engineering --- Engineering & Applied Sciences --- Information Technology --- Artificial Intelligence --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Construction --- System theory. --- Mechanical engineering. --- Machinery. --- Control engineering. --- Robotics. --- Mechatronics. --- Automation. --- Robotics and Automation. --- Mechanical Engineering. --- Control, Robotics, Mechatronics. --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Industrial arts --- Technology --- Automatic factories --- Automatic production --- Computer control --- Engineering cybernetics --- Factories --- Industrial engineering --- Mechanization --- Assembly-line methods --- Automatic control --- Automatic machinery --- CAD/CAM systems --- Mechanical engineering --- Microelectronics --- Microelectromechanical systems --- Automation --- Control engineering --- Control equipment --- Control theory --- Engineering instruments --- Programmable controllers --- Machinery --- Machines --- Manufactures --- Power (Mechanics) --- Motors --- Power transmission --- Engineering, Mechanical --- Engineering --- Steam engineering --- Systems, Theory of --- Systems science --- Science --- Curious devices --- Philosophy --- Artificial Intelligence.

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