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math.NA2026

Completely Positive and Trace Preserving Schemes with Tensor Train Compression for the Lindblad Equation

Peter DelMastro, Daniel Appelö, Yingda Cheng

We propose a family of low-rank, completely positive and trace preserving schemes for the Lindblad equation, a common model for open quantum systems. Low-rank representation is emp…

math.NA2025

Arbitrary High Order Low-rank Completely Positive and Trace Preserving (CPTP) Schemes for Lindblad Equations with Time-dependent Hamiltonian

Jiuhua Hu, Daniel Appelo, Yingda Cheng

In this paper, we develop a framework for designing arbitrary high order low-rank schemes for the Lindblad equation with time-dependent Hamiltonians. Our approach is based on neste…

math.NA2025

A new cross approximation for Tucker tensors and its application in Tucker-Anderson Acceleration

Daniel Appelö, Yingda Cheng

This paper proposes two new algorithms related to the Tucker tensor format. The first method is a new cross approximation for Tucker tensors, which we call Cross-DEIM. Cross$^2…

math.NA2025

lrAA: Low-Rank Anderson Acceleration

Daniel Appelo, Yingda Cheng

This paper proposes a new framework for computing low-rank solutions to nonlinear matrix equations arising from spatial discretization of nonlinear partial differential equations:…

math.NA2024

High-Order Implicit Low-Rank Method with Spectral Deferred Correction for Matrix Differential Equations

Shun Li, Yan Jiang, Yingda Cheng

In this paper, we develop a low-rank method with high-order temporal accuracy using spectral deferred correction (SDC) to compute linear matrix differential equations. In [1], a lo…

math.NA2024

Preconditioning Low Rank Generalized Minimal Residual Method (GMRES) for Implicit Discretizations of Matrix Differential Equations

Shixu Meng, Daniel Appelo, Yingda Cheng

This work proposes a new class of preconditioners for the low rank Generalized Minimal Residual Method (GMRES) for multiterm matrix equations arising from implicit timestepping of…