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Topology and AI : topological aspects of algorithms for autonomous motion / edited by Michael Farber, Jesús González.
Math/Physics/Astronomy Library QA326 .T67 2024
Available
- Format:
- Book
- Series:
- EMS series in industrial and applied mathematics ; 4.
- EMS series in industrial and applied mathematics ; 4
- Language:
- English
- Subjects (All):
- Topological algebras--Technological innovations.
- Topological algebras.
- Robotics.
- Artificial intelligence--Mathematical models.
- Artificial intelligence.
- Physical Description:
- xii, 388 pages : illustrations (some color) ; 24 cm.
- Other Title:
- Topological aspects of algorithms for autonomous motion
- Place of Publication:
- Berlin : EMS Press, [2024]
- Summary:
- "The task of programming a machine to move autonomously and to make autonomous decisions is one of the major challenges of AI. The algorithms generating autonomous robot motions and autonomous decisions are sections of certain fibre bundles and their complexity and structure can be understood using tools of algebraic topology. The book gives an overview of the current achievements in the field of topological robotics concerned with motion algorithms, and in particular how their complexity depends on the topology of the configuration space of the system and the external conditions. The book is a collection of survey articles written by leading researchers in the fields of mathematics, engineering and computer science, with each chapter surveying a different theme or technique."-- Back cover.
- Contents:
- Preface / Michael Farber, Jesús González
- Autonomous robots, motion algorithms and topology / Michael Farber
- Equivalent environments and covering spaces for robots / Vadim K. Weinstein, Steven M. LaValle
- Some geometric and topological data-driven methods in robot motion path planning / Boris Goldfarb
- Towards control, learning and intelligence in reconfigurable systems / Dan P. Guralnik
- Geometric and topological properties of manifolds in robot motion planning / Stephan Mescher
- Equivariant topological complexities / Mark Grant
- Computing with the TC-canonical class / Lucile Vandembroucq
- Motion planning in real projective spaces / Jesús González
- Generalized topological complexity and its monoidal version / José Manuel García-Calcines
- Robotics and the fundamental group / John F. Oprea
- Geodesic complexity / Donald M. Davis
- Farber's conjecture and beyond / Ben Knudsen
- Topological complexity of a map / Petar Pavešić
- Distributional topological complexity and LS-category / Alexander Dranishnikov, Ekansh Jauhari.
- Notes:
- "EMS Press, an imprint of the European Mathematical Society"--Title page verso.
- Includes bibliographical references.
- ISBN:
- 9783985470761
- 3985470766
- OCLC:
- 1467831698
- Publisher Number:
- 90101361683
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