Machine learning benchmark for short-term operational wind speed forecasting: A multi-regime performance analysis at Ramakkalmedu, Kerala

V V Muhammed Anees, K P Abdul Nazar, Sridharan R, Shijin Maniyath, Department of Mechanical Engineering, Government College of Engineering Kannur, APJ Abdul Kalam Technological University, CET Campus, Department of Mechanical Engineering, National Institute of Technology Calicut

Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy

Published online on May 25, 2026

Abstract

Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, Ahead of Print.
Precise short-term wind prediction is essential for incorporate increasing wind energy in Kerala grid operated by Kerala State Electricity Board (KSEB). The Ramakkalmedu wind farm (1100 m elevation in the Western Ghats) is a strategically important site ...