load-forecasting

Tag

Cards List
#load-forecasting

A Benchmark for Electrical Load Forecasting Across Grid Levels: Time-Series Transformers Outperform Established Methods

arXiv cs.LG · 5d ago Cached

This paper presents a comprehensive benchmark for electrical load forecasting across grid levels, evaluating ten methods and finding that Transformer-based approaches consistently outperform established methods, reducing forecast error by 6.6–10.7%. The standard Transformer achieves superior performance over a novel flexible architecture, and the foundation model Chronos-2 shows competitive zero-shot performance on some datasets.

0 favorites 0 likes
← Back to home

Submit Feedback