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20172026
most citedAdaptive active subspace-based metamodeling for high-dimensional reliability analysis

37 citations · 168 across the 20 of their papers we have counts for

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10 papers · 1 filter

stat.AP2026

A Statistical Physics View of the S&P 500: Pairwise Interactions and Time-Varying Dynamics

Sebin Oh, Marta C. Gonzáleza, Ziqi Wang

We analyze a fixed panel of S\&P 500 stocks from 1996 to 2026 using complementary static and kinetic Ising models applied to daily binary open-to-close movements. The static pairwi…

stat.AP2026

Phase Transitions in Collective Damage of Civil Structures under Natural Hazards

Sebin Oh, Jinyan Zhao, Raul Rincon +2

The fate of cities under natural hazards depends not only on hazard intensity but also on the coupling of structural damage, a collective process that remains poorly understood. He…

stat.AP2025★ 3 cited

A composition of simplified physics-based model with neural operator for trajectory-level seismic response predictions of structural systems

Jungho Kim, Sang-ri Yi, Ziqi Wang

Accurate prediction of nonlinear structural responses is essential for earthquake risk assessment and management. While high-fidelity nonlinear time history analysis provides the m…

stat.AP2024

Long-range Ising model for regional-scale seismic risk analysis

Sebin Oh, Sang-ri Yi, Ziqi Wang

This study introduces the long-range Ising model from statistical mechanics to the Performance-Based Earthquake Engineering (PBEE) framework for regional seismic damage analysis. T…

stat.AP2024

Risk Twin: Real-time Risk Visualization and Control for Structural Systems

Zeyu Wang, Ziqi Wang

Digital twinning in structural engineering is a rapidly evolving technology that aims to eliminate the gap between physical systems and their digital models through real-time sensi…

stat.AP2024★ 11 cited

Dimensionality reduction can be used as a surrogate model for high-dimensional forward uncertainty quantification

Jungho Kim, Sang-ri Yi, Ziqi Wang

We introduce a method to construct a stochastic surrogate model from the results of dimensionality reduction in forward uncertainty quantification. The hypothesis is that the high-…

stat.AP2023

Maximum entropy-based modeling of community-level hazard responses for civil infrastructures

Xiaolei Chu, Ziqi Wang

Perturbed by natural hazards, community-level infrastructure networks operate like many-body systems, with behaviors emerging from coupling individual component dynamics with group…

stat.AP2023★ 34 cited

Efficient seismic reliability and fragility analysis of lifeline networks using subset simulation

Dongkyu Lee, Ziqi Wang, Junho Song

Various simulation-based and analytical methods have been developed to evaluate the seismic fragilities of individual structures. However, the seismic safety and resilience of a co…

stat.AP2023★ 37 cited

Adaptive active subspace-based metamodeling for high-dimensional reliability analysis

Jungho Kim, Ziqi Wang, Junho Song

To address the challenges of reliability analysis in high-dimensional probability spaces, this paper proposes a new metamodeling method that couples active subspace, heteroscedasti…

stat.AP2023★ 29 cited

Relaxation-based importance sampling for structural reliability analysis

Jianhua Xian, Ziqi Wang

This study presents an importance sampling formulation based on adaptively relaxing parameters from the indicator function and/or the probability density function. The formulation…