The Hopgrid algorithm: multilevel synthesis of multigrid and wavelet theory
D. Yesilleten, T. A. Arias
Abstract
The multigrid algorithm is a multilevel approach to accelerate the numerical solution of discretized differential equations in physical problems involving long-range interactions. Multiresolution analysis of wavelet theory provides an efficient representation of functions which exhibit localized bursts of short length-scale behavior. Applications such as computing the electrostatic field in and around a molecule should benefit from both approaches. In this work, we demonstrate how a novel interpolating wavelet transform, which in itself is the synthesis of finite element analysis and wavelet theory, may be used as the mathematical bridge to connect the two approaches. The result is a specialized multigrid algorithm which may be applied to problems expressed in wavelet bases. With this approach, interpolation and restriction operators and grids for the multigrid algorithm are predetermined by an interpolating multiresolution analysis. We will present the new method and contrast its efficiency with standard wavelet and multigrid approaches.
Create a lesson
Related papers
Discovering like a scientist: Literature-informed dimensionless learning for physical closure of data-driven equations
Hao Xu, Tianhao Wu, Dongxiao Zhang
Identifying the Shear Piezoelectric Coefficient using Physics-Informed Neural Networks under Exact Boundary and Initial Constraints
Suhas Suresh Bharadwaj
Fracture-Bench: A Controlled Benchmark Suite for Machine Learning Surrogates in Phase-Field Fracture Mechanics
Meenu Krishnan U., Maryam Hakimzadeh, Indrashish Saha et al.
Noise-resilient collective order through temporal memory in self-propelled particles
Mihir Durve, Sauro Succi, Antonio Celani
Site-orbit masked twin-branch Transformer for symmetry-constrained crystal generation
Junchi Liu, Haoran Si, Luo Yan et al.
Maximal correlation and optimal transformations of probability distributions in tensor-train format: a variational algorithm
Kayo Kinjo, Jun Ohkubo