Research

Unstructured Grid Refinement for Numeric Weather Prediction

Using an unstructured grid for better weather predictions

High Resolution Forecasts of Photovoltaic Energy Production

Using Analog Ensemble to forecast photovoltaic energy production on a household level

Optimal Locations in Weather Predictions

Using a Genetic Algorithm for Optimal Location Finding in Weather Predictions

Machine Learning and Analog Ensemble Techniques for Temporal Extraction of Wind Resource Uncertainty

A comparative study on the performance of Analog Ensemble and a gradient boosting model for modeling wind uncertainty. AGU poster. Publicly available after January 2021.

Using Long Short-Term Memory (LSTM) and Internet of Things (IoT) for Localized Surface Temperature Forecasting in an Urban Environment

Surface temperature time sequence forecasts with high spatio-temporal resolution via a deep network. AGU poster. Publicly available after January 2021.

Parallel Analog Ensemble: The Power of Weather Analogs

An introduction to the open-source implementation of the Analog Ensemble technique

Predictability Index for Renewable Energy and Uncertainty Quantification with Analog Ensemble

Uncertainty quantification of solar photovoltaic energy production with ensemble forecasts and performance system simulations. AGU poster. Publicly available after January 2021.

An HPC System for Probabilistic Weather Forecasts

Running an efficient ensemble forecast technique with Ensemble Toolkit on HPC