Ten questions concerning data-driven modelling and forecasting of operational energy demand at building and urban scale

H Kazmi, C Fu, C Miller - Building and Environment, 2023 - Elsevier
Buildings account for over a third of end energy demand in many countries worldwide.
Modelling this demand accurately marks the first step in producing forecasts that can help …

Towards improving unit commitment economics: An add-on tailor for renewable energy and reserve predictions

X Chen, Y Liu, L Wu - IEEE Transactions on Sustainable …, 2024 - ieeexplore.ieee.org
Generally, day-ahead unit commitment (UC) is conducted in a predict-then-optimize
process: it starts by predicting the renewable energy source (RES) availability and system …

Assessing ARIMA-Based Forecasts for the Percentage of Renewables in Germany: Insights and Lessons for the Future

R Basmadjian, A Shaafieyoun - Energies, 2023 - mdpi.com
Renewables are the greener substitute for the conventional polluting sources of generating
energy. For their successful integration into the power grid, accurate forecasts are required …

The Energy Prediction Smart-Meter Dataset: Analysis of Previous Competitions and Beyond

D Pekaslan, JM Alonso-Moral, K Bandara… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper presents the real-world smart-meter dataset and offers an analysis of solutions
derived from the Energy Prediction Technical Challenges, focusing primarily on two key …

Forecasting the Monash Microgrid for the IEEE-CIS Technical Challenge

R Bean - Energies, 2023 - mdpi.com
Effective operation of a microgrid depends critically on accurate forecasting of its
components. Recently, internet forecasting competitions have been used to determine the …

Boosting Power System Operation Economics via Closed-Loop Predict-and-Optimize

X Chen - 2024 - search.proquest.com
Currently, most operation tasks in power systems utilize an open-loop predict-then-optimize
(OPO) process, which consists of two sequential phases: prediction and optimization …

[PDF][PDF] Incorporating downstream, task-specific information in forecasting models

H Kazmi, M Paskevich - 2023 - forecasters.org
Forecasts underpin most modern planning activities. However, an age-old question persists
in their creation: should forecast models prioritize accuracy or downstream utility? This …