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基于变分量子分类器的量子对抗攻击生成算法
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作者 侯晓凯 吴热冰 +1 位作者 王子竹 王晓霆 《电子科技大学学报》 EI CAS CSCD 北大核心 2023年第2期162-167,共6页
量子分类器在扰动攻击下的脆弱性是量子机器学习中的基本理论问题之一。量子分类器的脆弱性是指其随着量子系统规模增大而更容易因为一些微小的扰动而分类错误的性质。这种微小扰动也被称为量子对抗攻击,而如何生成尽可能小的扰动使得... 量子分类器在扰动攻击下的脆弱性是量子机器学习中的基本理论问题之一。量子分类器的脆弱性是指其随着量子系统规模增大而更容易因为一些微小的扰动而分类错误的性质。这种微小扰动也被称为量子对抗攻击,而如何生成尽可能小的扰动使得量子分类器失效仍是一个开放问题。针对这一问题,提出了一种新的量子对抗攻击生成算法——量子混淆算法。该算法利用量子分类器关于输入数据的梯度信息来生成扰动,从而使得已训练好的量子分类器失效。数值仿真结果表明,与已有的量子对抗攻击方法相比,量子混淆算法可以通过更小的扰动实现对抗攻击,为理解分类器的有效性和脆弱性提供了新的思路。 展开更多
关键词 量子对抗攻击 量子分类器 量子计算 量子机器学习
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Feedback control of nonlinear differential algebraic systems using Hamiltonian function method 被引量:10
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作者 LIU Yanhong LI Chunwen wu rebing 《Science in China(Series F)》 2006年第4期436-445,共10页
The stabilization and H∞ control of nonlinear differential algebraic systems (NDAS) are investigated using the Hamiltonian function method. Firstly, we put forward a novel dissipative Hamiltonian realization (DHR... The stabilization and H∞ control of nonlinear differential algebraic systems (NDAS) are investigated using the Hamiltonian function method. Firstly, we put forward a novel dissipative Hamiltonian realization (DHR) structure and give the condition to complete the Hamiltonian realization. Then, based on the DHR, we present a criterion for the stability analysis of NDAS and construct a stabilization controller for NDAS in absence of disturbances. Finally, for NDAS in presence of disturbances, the L2 gain is analyzed via generalized Hamilton-Jacobi inequality and an H∞ control strategy is constructed. The proposed stabilization and robust controller can effectively take advantage of the structural characteristics of NDAS and is simple in form. 展开更多
关键词 nonlinear differential algebraic systems Hamiltonian function method dissipative Hamilton realization STABILIZATION H∞ control.
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Control problems in quantum systems 被引量:1
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作者 wu rebing ZHANG Jing +2 位作者 LI ChunWen LONG GuiLu TARN TzyhJong 《Chinese Science Bulletin》 SCIE EI CAS 2012年第18期2194-2199,共6页
The past decade or two has witnessed tremendous progress in theory and practice of quantum control technologies.Bridging different scientific disciplines ranging from fundamental particle physics to nanotechnology,the... The past decade or two has witnessed tremendous progress in theory and practice of quantum control technologies.Bridging different scientific disciplines ranging from fundamental particle physics to nanotechnology,the goal of quantum control has been to develop effective and efficient tools for common analysis and design,but more importantly would pave the way for future technological applications.This article briefly reviews basic quantum control theory from the perspective of modeling,analysis and design,as well as considers future research directions. 展开更多
关键词 量子系统 控制技术 粒子物理学 学科范围 纳米技术 理论建模 量子控制 设计
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Controllability of Quantum Systems with SU(1,1)Dynamical Symmetry
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作者 wu Jianwu wu rebing +1 位作者 ZHANG Jing LI Chunwen 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2021年第3期827-842,共16页
This paper presents sufficient and necessary conditions for the propagator controllability of a class of infinite-dimensional quantum systems with SU(1,1)dynamical symmetry through the isomorphic mapping to the non-un... This paper presents sufficient and necessary conditions for the propagator controllability of a class of infinite-dimensional quantum systems with SU(1,1)dynamical symmetry through the isomorphic mapping to the non-unitary representation of SU(1,1).The authors prove that the elliptic condition of the total Hamiltonian is both necessary and sufficient for the controllability and strong controllability.The obtained results can be also extended to control systems with SO(2,1)dynamical symmetry. 展开更多
关键词 Control of quantum mechanical systems CONTROLLABILITY nonlinear geometric control SU(1 1)symmetry systems on noncompact Lie groups
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