Muhammad Waseem Ahmad

Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption

Muhammad Waseem Ahmad, Monjur Mourshed, Yacine Rezgui · Energy and Buildings · 2017 · 950 citations · Full text

Predictive modelling for solar thermal energy systems: A comparison of support vector regression, random forest, extra trees and regression trees

Muhammad Waseem Ahmad, Jonathan Reynolds, Yacine Rezgui · Journal of Cleaner Production · 2018 · 579 citations · Full text

Predictive Modelling, Engineering, Extra Trees +22

Tree-based ensemble methods for predicting PV power generation and their comparison with support vector regression

Muhammad Waseem Ahmad, Monjur Mourshed, Yacine Rezgui · Energy · 2018 · 283 citations · Full text

Forecasting Methodology, Engineering, Probabilistic Forecasting +18

Operational supply and demand optimisation of a multi-vector district energy system using artificial neural networks and a genetic algorithm

Jonathan Reynolds, Muhammad Waseem Ahmad, Yacine Rezgui et al. · Applied Energy · 2018 · 127 citations · Full text

Engineering, Energy Efficiency, Multi-energy System +16

Heat transition in the European building sector: Overview of the heat decarbonisation practices through heat pump technology

Mohammad Hosein Abbasi, Badr M. Abdullah, Muhammad Waseem Ahmad et al. · Sustainable Energy Technologies and Assessments · 2021 · 85 citations · Full text