326 citations · 1k across the 19 of their papers we have counts for
4 papers · 1 filter
Time Series Synthesis via Multi-scale Patch-based Generation of Wavelet Scalogram
Amir Kazemi, Hadi Meidani
A framework is proposed for the unconditional generation of synthetic time series based on learning from a single sample in low-data regime case. The framework aims at capturing th…
Graph Neural Network Surrogate for Seismic Reliability Analysis of Highway Bridge Systems
Tong Liu, Hadi Meidani
Rapid reliability assessment of transportation networks can enhance preparedness, risk mitigation, and response management procedures related to these systems. Network reliability…
Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting
Weiheng Zhong, Tanwi Mallick, Hadi Meidani +2
Accurate traffic forecasting is vital to an intelligent transportation system. Although many deep learning models have achieved state-of-art performance for short-term traffic fore…
PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic differential equations
Weiheng Zhong, Hadi Meidani
We propose a new class of physics-informed neural networks, called physics-informed Variational Autoencoder (PI-VAE), to solve stochastic differential equations (SDEs) or inverse p…