通过三个模式的最小正交提升,用 Kuramoto 型振荡器进行二进制模式检索

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-05-16 DOI:10.1017/s0956792524000238
Xiaoxue Zhao, Zhuchun Li
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引用次数: 0

摘要

给定一组标准二进制模式和一个缺陷模式,模式检索任务就是在这些标准模式中找出与缺陷模式最接近的模式。具有二阶耦合的仓本振荡器海比网络为这项任务提供了一个动力学模型,而记忆模式中的相互正交性使我们能够从稳定性方面将这些记忆模式与大多数其他模式区分开来。为了对缺乏正交性的一般问题进行无差错检索,有人提出了一种统一方法,即利用两个模式的正交提升将问题转化为一系列具有正交性的子问题。在这项工作中,我们提出了针对三种模式的最小正交提升,这明显缩短了解决子问题的时间,甚至减少了子问题的维数。此外,我们还提供了二元模式稳定性/不稳定性临界强度的估计值,这在实际应用中非常方便。仿真结果说明了所提方法的有效性。
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Binary pattern retrieval with Kuramoto-type oscillators via a least orthogonal lift of three patterns
Given a set of standard binary patterns and a defective pattern, the pattern retrieval task is to find the closest pattern to the defective one among these standard patterns. The Hebbian network of Kuramoto oscillators with second-order coupling provides a dynamical model for this task, and the mutual orthogonality in memorised patterns enables us to distinguish these memorised patterns from most others in terms of stability. For the sake of error-free retrieval for general problems lacking orthogonality, a unified approach was proposed which transforms the problem into a series of subproblems with orthogonality using the orthogonal lift for two patterns. In this work, we propose the least orthogonal lift for three patterns, which evidently reduces the time of solving subproblems and even the dimensions of subproblems. Furthermore, we provide an estimate for the critical strength for stability/instability of binary patterns, which is convenient in practical use. Simulation results are presented to illustrate the effectiveness of the proposed approach.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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