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QHDOPT:一种使用量子哈密顿下降法的非线性优化软件及其代码与数据仓库

Code and Data Repository for QHDOPT: A Software for Nonlinear Optimization with Quantum Hamiltonian Descent

INFORMS journal on computing · 2024
被引 1
人大 BUTD24ABS 3

中文导读

该软件在量子计算机上实现了量子哈密顿下降算法,相比经典梯度下降,在求解非凸和非线性优化问题上具有显著优势。

Abstract

QHDOPT implements a quantum optimization algorithm named Quantum Hamiltonian Descent (QHD) on available quantum computers (such as the D-Wave systems). QHD is a quantum-upgraded version of gradient descent (GD). Unlike the classical GD, QHD demonstrates a significant advantage in solving nonconvex and nonlinear optimization problems.

量子计算非线性优化优化算法软件实现