単模行列リー群上の不確かさ伝播
Uncertainty Propagation on Unimodular Matrix Lie Groups
単模行列リー群上で平均と共分散の時間発展を厳密に定式化し、数値積分とモーメント展開に基づく高精度かつ効率的な近似伝播法を提案した。
著者: Jikai Ye, Amitesh S. Jayaraman, Gregory S. Chirikjian
分類: eess.SY, cs.RO, cs.SY
原文アブストラクト
This paper addresses uncertainty propagation on unimodular matrix Lie groups that have a surjective exponential map. We derive the exact formula for the propagation of mean and covariance in a continuous-time setting from the governing Fokker-Planck equation. Two approximate propagation methods are discussed based on the exact formula. One uses numerical quadrature and another utilizes the expansion of moments. A closed-form second-order propagation formula is derived. We apply the general theory to the joint attitude and angular momentum uncertainty propagation problem and numerical experiments demonstrate two approximation methods. These results show that our new methods have high accuracy while being computationally efficient.
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