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Updated: May 14, 2026

Online Virtual Reality Networked Control Laboratory Applied in Control Engineering Education
Published on: February 23, 2024
A modified multilevel scheme for internal and external constraints in virtual environments
Venkata S Arikatla1, Suvranu De
1Department of Mechanical, Aerospace and Nuclear Engineering, Rensselaer Polytechnic Institute,Troy, NY, USA. aarikav@rpi.edu
Abstract:
Multigrid algorithms are gaining popularity in virtual reality simulations as they have a theoretically optimal performance that scales linearly with the number of degrees of freedom of the simulation system. We propose a multilevel approach that combines the efficiency of the multigrid algorithms with the ability to resolve multi-body constraints during interactive simulations. First, we develop a single level modified block Gauss-Seidel (MBGS) smoother that can incorporate constraints. This is subsequently incorporated in a standard multigrid V-cycle with corrections for constraints to form the modified multigrid V-cycle (MMgV). Numerical results show that the solver can resolve constraints while achieving the theoretical performance of multigrid schemes.
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