Author

Abhilasha J. Saroj

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Open access 2026

Learning-Based Memory-Guided Trust-Region Bayesian Optimization (MG-TuRBO)

Traffic digital twins provide realistic system-level testbeds for intelligent transportation system applications. Their value depends on how well they reproduce observed traffic conditions, making calibration against data essential. In practice, traffic digital-twin calibration is a black-box optimization problem in wh...

Abhilasha J. Saroj, Shaked Regev, Guan-Hao Xu et al. · IEEE Access · 0 citations

Preprint Sep 2026

A Graph Neural Network Surrogate Model for Incident-Based Travel Time Prediction Under Limited Sensor Data

A Spatio-Temporal Graph Convolutional Network (STGCN) for forecasting route-level travel times on a simulated Nashville, Tennessee road network with 1,037 junctions and 1,601 road segments is presented, demonstrating the potential of the model as an efficient surrogate for transportation resilience screening, incident...

Abhilasha J. Saroj, Natalie Myers, Hao-Ran Niu · 0 citations