一种用于hankel模式系统低复杂度量子模拟和频谱估计的量子框架

Mostafizur Rahaman Laskar;Amit Kumar Dutta
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引用次数: 0

摘要

结构矩阵补全问题(SMCP)在许多信号处理应用中普遍存在。在此工作中,我们考虑了量子形式下SMCP的固定模式,即汉克尔结构。利用其结构,展示了一种低门复杂度的量子电路实现汉克尔系统。此外,我们提出了一种汉克尔结构哈密顿量的量子模拟算法,与标准量子哈密顿模拟技术相比,该算法在量子门操作复杂度方面具有优势。我们展示了它在信号处理应用的特征值谱估计中的应用。考虑到频谱估计和测量不确定性,提出了与量子演化相关的误差界。采用随机矩阵理论对所提出的体系结构和算法在大维系统中的有效性进行了数值评价,并给出了在无线通信系统测距操作延迟估计中的应用实例。
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A Proposed Quantum Framework for Low-Complexity Quantum Simulation and Spectrum Estimation of Hankel-Patterned Systems
The structured matrix completion problem (SMCP) is ubiquitous in several signal processing applications. In this article, we consider a fixed pattern, namely, the Hankel-structure for the SMCP under quantum formalism. By exploiting its structure, a lower-gate-complexity quantum circuit realization of a Hankel system is demonstrated. Further, we propose a quantum simulation algorithm for the Hankel-structured Hamiltonian with an advantage in quantum gate-operation complexity in comparison with the standard quantum Hamiltonian simulation technique. We show its application in eigenvalue spectrum estimation for signal processing applications. An error bound associated with this proposed quantum evolution is proposed with the consideration of spectrum estimation and measurement uncertainty. Numerical results are reported adopting random matrix theory in its fold to evaluate the efficacy of the proposed architecture and algorithm for large-dimensional systems, including an example application in delay estimation for ranging operations in a wireless communication system.
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