Search Results for author: Udit Bhatia

Found 4 papers, 1 papers with code

Fragility curves for power transmission towers in Odisha, India, based on observed damage during 2019 Cyclone Fani

no code implementations26 Jun 2021 Surender V Raj, Manish Kumar, Udit Bhatia

Accordingly, fragility curves for collapse and functionality disruption damage states were developed considering relevant aleatory and epistemic uncertainties.

Bayesian Deep Learning Hyperparameter Search for Robust Function Mapping to Polynomials with Noise

no code implementations23 Jun 2021 Nidhin Harilal, Udit Bhatia, Auroop R. Ganguly

However, our understanding of how to design Bayesian Deep Learning (BDL) hyperparameters, specifically, the depth, width and ensemble size, for robust function mapping with uncertainty quantification, is still emerging.

Neural Architecture Search Uncertainty Quantification

Enhancing predictive skills in physically-consistent way: Physics Informed Machine Learning for Hydrological Processes

no code implementations22 Apr 2021 Pravin Bhasme, Jenil Vagadiya, Udit Bhatia

Here we develop a Physics Informed Machine Learning (PIML) model that combines the process understanding of conceptual hydrological model with predictive abilities of state-of-the-art ML models.

BIG-bench Machine Learning Physics-informed machine learning +2

Augmented Convolutional LSTMs for Generation of High-Resolution Climate Change Projections

1 code implementation23 Sep 2020 Nidhin Harilal, Udit Bhatia, Mayank Singh

Projection of changes in extreme indices of climate variables such as temperature and precipitation are critical to assess the potential impacts of climate change on human-made and natural systems, including critical infrastructures and ecosystems.

Super-Resolution Vocal Bursts Intensity Prediction

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