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3D rotations : parameter computation and lie-algebra based optimization / Kenichi Kanatani.

By: Material type: TextEdition: First editionDescription: ix, 160 pages ; 27 cmISBN:
  • 9780367496906
  • 9780367471330
Subject(s): DDC classification:
  • 006.370 23 Ka Ro
LOC classification:
  • TA1634 .K36 2020
Summary: "3D rotation analysis is widely encountered in everyday problems thanks to the development of computers. Sensing 3D using cameras and sensors, analyzing and modeling 3D for computer vision and computer graphics, and controlling and simulating robot motion all require 3D rotation computation. This book focuses on the computational analysis of 3D rotation, rather than classical motion analysis. It regards noise as random variables and models their probability distributions. It also pursues statistically optimal computation for maximizing the expected accuracy, as is typical of nonlinear optimization. All concepts are illustrated using computer vision applications as examples. Mathematically, the set of all 3D rotations forms a group denoted by SO(3). Exploiting this group property, we obtain an optimal solution analytical or numerically, depending on the problem. Our numerical scheme, which we call the "Lie algebra method," is based on the Lie group structure of SO(3). This book also proposes computing projects for readers who want to code the theories presented in this book, describing necessary 3D simulation setting as well as providing real GPS 3D measurement data. To help readers not very familiar with abstract mathematics, a brief overview of quaternion algebra, matrix analysis, Lie groups, and Lie algebras is provided as Appendix at the end of the volume"--
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Cover image Item type Current library Home library Collection Shelving location Call number Materials specified Vol info URL Copy number Status Notes Date due Barcode Item holds Item hold queue priority Course reserves
Books Main Library ITC-ARI Computer Studies 006.370 Ka Ro (Browse shelf(Opens below)) Available 3000003337
Books Main Library ITC-ARI Computer Studies 006.370 Ka Ro (Browse shelf(Opens below)) Available 3000003338

Includes bibliographical references (pages 153-155) and index.

"3D rotation analysis is widely encountered in everyday problems thanks to the development of computers. Sensing 3D using cameras and sensors, analyzing and modeling 3D for computer vision and computer graphics, and controlling and simulating robot motion all require 3D rotation computation. This book focuses on the computational analysis of 3D rotation, rather than classical motion analysis. It regards noise as random variables and models their probability distributions. It also pursues statistically optimal computation for maximizing the expected accuracy, as is typical of nonlinear optimization. All concepts are illustrated using computer vision applications as examples. Mathematically, the set of all 3D rotations forms a group denoted by SO(3). Exploiting this group property, we obtain an optimal solution analytical or numerically, depending on the problem. Our numerical scheme, which we call the "Lie algebra method," is based on the Lie group structure of SO(3). This book also proposes computing projects for readers who want to code the theories presented in this book, describing necessary 3D simulation setting as well as providing real GPS 3D measurement data. To help readers not very familiar with abstract mathematics, a brief overview of quaternion algebra, matrix analysis, Lie groups, and Lie algebras is provided as Appendix at the end of the volume"--

The online book link:

https://www.amazon.com/3D-Rotations-Parameter-Computation-Optimization/dp/0367496909/ref=sr_1_1?crid=C81GYRZVT3U7&keywords=9780367496906&qid=1669275468&sprefix=9781138495852%2Caps%2C856&sr=8-1

Dr. Hafiz Abid Malik

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