Environment Learning for Indoor Mobile Robots 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024


Environment Learning for Indoor Mobile Robots

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Sanfeliu, Alberto 作者
Springer Verlag
譯者
出版日期
152 頁數
$ 168.37 價格
HRD
叢書系列
9783540327950 圖書編碼

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發表於2024-11-11

Environment Learning for Indoor Mobile Robots 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Environment Learning for Indoor Mobile Robots 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Environment Learning for Indoor Mobile Robots 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024



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Environment Learning for Indoor Mobile Robots 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Environment Learning for Indoor Mobile Robots 在線電子書 圖書描述

This monograph covers theoretical aspects of simultaneous localization and map building for mobile robots, such as estimation stability, nonlinear models for the propagation of uncertainties, temporal landmark compatibility, as well as issues pertaining the coupling of control and SLAM. One of the most relevant topics covered in this monograph is the theoretical formalism of partial observability in SLAM. The authors show that the typical approach to SLAM using a Kalman filter results in marginal filter stability, making the final reconstruction estimates dependant on the initial vehicle estimates. However, by anchoring the map to a fixed landmark in the scene, they are able to attain full observability in SLAM, with reduced covariance estimates. This result earned the first author the EURON Georges Giralt Best PhD Award in its fourth edition, and has prompted the SLAM community to think in new ways to approach the mapping problem. For example, by creating local maps anchored on a landmark, or on the robot initial estimate itself, and then using geometric relations to fuse local maps globally. This monograph is appropriate as a text for an introductory estimation-theoretic approach to the SLAM problem, and as a reference book for people who work in mobile robotics research in general.

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