Interpolation of positive matrices by quantum‐inspired optimal control

Author:

Jiang Chen1,Pan Yu1ORCID,Yang Yi2,Dong Daoyi3

Affiliation:

1. Institute of Cyber‐Systems and Control, College of Control Science and Engineering Zhejiang University Hangzhou China

2. Department of Mathematics and Statistics McGill University Montreal QC Canada

3. College of Engineering, Computing and Cybernetics Australian National University Canberra Australia

Abstract

AbstractInterpolation of probability distributions can be formulated as an optimal transport problem. Positive matrix, which can be viewed as the generalization of probability distribution to higher dimension, is used in quantum theory to describe the state of a quantum system. Here, a quantum‐inspired method for the interpolation of positive matrices is proposed. Particularly, this method employs the quantum state purification of the positive matrices in an extended space. Since pure state controllability can be easily achieved using open‐loop coherent control, the continuous interpolation of positive matrices is given as a completely positive map induced by simulating the optimal control for pure state transfer. The quantum‐inspired interpolation is shape‐preserving with applications to tensor field processing.

Funder

Australian Research Council

National Natural Science Foundation of China

Publisher

Institution of Engineering and Technology (IET)

Subject

Electrical and Electronic Engineering,Control and Optimization,Computer Science Applications,Human-Computer Interaction,Control and Systems Engineering

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