Back to Search Start Over

Differentiating densities on smooth manifolds

Authors :
Sliwiak, Adam A.
Wang, Qiqi
Publication Year :
2021

Abstract

Lebesgue integration of derivatives of strongly-oscillatory functions is a recurring challenge in computational science and engineering. Integration by parts is an effective remedy for huge computational costs associated with Monte Carlo integration schemes. In case of Lebesgue integrals over a smooth manifold, however, integration by parts gives rise to a derivative of the density implied by charts describing the domain manifold. This paper focuses on the computation of that derivative, which we call the density gradient function, on general smooth manifolds. We analytically derive formulas for the density gradient and present examples of manifolds determined by popular differential equation-driven systems. We highlight the significance of the density gradient by demonstrating a numerical example of Monte Carlo integration involving oscillatory integrands.<br />Comment: 24 pages, 11 figures, submitted to journal

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2103.07380
Document Type :
Working Paper
Full Text :
https://doi.org/10.1016/j.amc.2021.126444