Search Results for author: Jr-Shin Li

Found 5 papers, 0 papers with code

An Iterative Approach to Data-Driven Inference for Decoding Oscillator Network Structures

no code implementations24 Oct 2023 Shicheng Li, Bharat Singhal, Jr-Shin Li

In complex networks, interactions between multiple agents give rise to an array of intricate global dynamics, ranging from synchronization to cluster formations.

Bilinear Systems Induced by Proper Lie Group Actions

no code implementations14 Mar 2022 Gong Cheng, Wei zhang, Jr-Shin Li

In the study of induced bilinear systems, the classical Lie algebra rank condition (LARC) is known to be impractical since it requires computing the rank everywhere.

Ensemble Recognition in Reproducing Kernel Hilbert Spaces through Aggregated Measurements

no code implementations28 Dec 2021 Wei Miao, Gong Cheng, Jr-Shin Li

In this paper, we study the problem of learning dynamical properties of ensemble systems from their collective behaviors using statistical approaches in reproducing kernel Hilbert space (RKHS).

Interpretable Design of Reservoir Computing Networks using Realization Theory

no code implementations13 Dec 2021 Wei Miao, Vignesh Narayanan, Jr-Shin Li

The reservoir computing networks (RCNs) have been successfully employed as a tool in learning and complex decision-making tasks.

Decision Making

Optimization of periodic input waveforms for global entrainment of weakly forced limit-cycle oscillators

no code implementations4 Mar 2021 Yuzuru Kato, Anatoly Zlotnik, Jr-Shin Li, Hiroya Nakao

We propose a general method for optimizing periodic input waveforms for global entrainment of weakly forced limit-cycle oscillators based on phase reduction and nonlinear programming.

Adaptation and Self-Organizing Systems

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