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20152026
most citedPrediction and mitigation of nonlocal cascading failures using graph neural networks

18 citations · 51 across the 14 of their papers we have counts for

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8 papers · 1 filter

physics.soc-ph2026

A Shy Voter Model: Entropy Flux in Opinion Formation

Cook Hyun Kim, Sangjoon Park, B. Kahng

Some voters conceal their opinions, causing a mismatch between visible and private opinions in polls. Conventional voter models do not account for such concealment. Here, we introd…

physics.soc-ph2026

Heterogeneous Network Topology Induces the Widom Line

Cook Hyun Kim, B. Kahng

The Widom line, initially identified as a crossover line between liquid-like and gas-like behavior in water and supercritical fluids, separates these two types of behavior. Here, w…

physics.soc-ph2025★ 1 cited

Ashkin-Teller model with antiferromagnetic four-spin interactions: Interference effect between two conflicting issues

Cook Hyun Kim, Hoyun Choi, Joonsung Jung +1

Spin systems have emerged as powerful tools for understanding collective phenomena in complex systems. In this work, we investigate the Ashkin--Teller (AT) model on random scale-fr…

physics.soc-ph2025

From Spatial to Spectral: Network Renormalization via Dynamical Correlations

Cook Hyun Kim, B. Kahng

Network renormalization has traditionally relied on spatial adjacency-grouping nearby nodes together, but this approach fails to capture the dynamical correlations that govern syst…

physics.soc-ph2025★ 5 cited

Optimal location of reinforced inertia to stabilize power grids

Sangjoon Park, Cook Hyun Kim, B. Kahng

The increasing adoption of renewable energy sources has significantly reduced the inertia in the modernized power grid, making the system more vulnerable. One way to stabilize the…

physics.soc-ph2024★ 7 cited

Reinforcement Learning Optimizes Power Dispatch in Decentralized Power Grid

Yongsun Lee, Hoyun Choi, Laurent Pagnier +6

Effective frequency control in power grids has become increasingly important with the increasing demand for renewable energy sources. Here, we propose a novel strategy for resolvin…

physics.soc-ph2022★ 18 cited

Prediction and mitigation of nonlocal cascading failures using graph neural networks

Bukyoung Jhun, Hoyun Choi, Yongsun Lee +3

Cascading failures (CFs) in electrical power grids propagate nonlocally; After a local disturbance, the second failure may be distant. To study the avalanche dynamics and mitigatio…

physics.soc-ph2021★ 8 cited

Link overlap influences opinion dynamics on multiplex networks: spin model approach

Cook Hyun Kim, Minjae Jo, J. S. Lee +2

Consider a multiplex network formed by two layers indicating social interactions: the first layer is a friendship network and the second layer is a network of business relations. I…