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Discrete Connection and Covariant Derivative for Vector Field Analysis and Design

Published:15 March 2016Publication History
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Abstract

In this article, we introduce a discrete definition of connection on simplicial manifolds, involving closed-form continuous expressions within simplices and finite rotations across simplices. The finite-dimensional parameters of this connection are optimally computed by minimizing a quadratic measure of the deviation to the (discontinuous) Levi-Civita connection induced by the embedding of the input triangle mesh, or to any metric connection with arbitrary cone singularities at vertices. From this discrete connection, a covariant derivative is constructed through exact differentiation, leading to explicit expressions for local integrals of first-order derivatives (such as divergence, curl, and the Cauchy-Riemann operator) and for L2-based energies (such as the Dirichlet energy). We finally demonstrate the utility, flexibility, and accuracy of our discrete formulations for the design and analysis of vector, n-vector, and n-direction fields.

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    • Published in

      cover image ACM Transactions on Graphics
      ACM Transactions on Graphics  Volume 35, Issue 3
      June 2016
      128 pages
      ISSN:0730-0301
      EISSN:1557-7368
      DOI:10.1145/2903775
      Issue’s Table of Contents

      Copyright © 2016 ACM

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      Publication History

      • Published: 15 March 2016
      • Accepted: 1 December 2015
      • Revised: 1 November 2015
      • Received: 1 August 2014
      Published in tog Volume 35, Issue 3

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