Liverpool Skyline

Built Environment

Dr Muhammad Waseem Ahmad

Dr Muhammad Waseem Ahmad

Telephone: 0151 904 6094

Publications

Highlighted publications

Reynolds J, Ahmad MW, Rezgui Y, Hippolyte J-L. Operational supply and demand optimisation of a multi-vector district energy system using artificial neural networks and a genetic algorithm Applied energy, 235 :699-713

Ahmad MW, Mourshed M, Rezgui Y. Tree-based ensemble methods for predicting PV power generation and their comparison with support vector regression Energy, 164 :465-474

Ahmad MW, Mourshed M, Rezgui Y. Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption Energy and Buildings, 147 :77-89

Ahmad MW, Mourshed M, Mundow D, Sisinni M, Rezgui Y. Building energy metering and environmental monitoring–A state-of-the-art review and directions for future research Energy and Buildings, 120 :85-102

Journal article

Reynolds J, Ahmad MW, Rezgui Y, Hippolyte J-L. Operational supply and demand optimisation of a multi-vector district energy system using artificial neural networks and a genetic algorithm Applied energy, 235 :699-713

Reynolds J, Ahmad MW, Rezgui Y. Holistic modelling techniques for the operational optimisation of multi-vector energy systems Energy and Buildings, 169 :397-416

Ahmad MW, Reynolds J, Rezgui Y. Predictive modelling for solar thermal energy systems: A comparison of support vector regression, random forest, extra trees and regression trees Journal of cleaner production, 203 :810-821

Ahmad MW, Mourshed M, Rezgui Y. Tree-based ensemble methods for predicting PV power generation and their comparison with support vector regression Energy, 164 :465-474

Ahmad M, Mouraud A, Rezgui Y, Mourshed M. Deep highway networks and tree-based ensemble for predicting short-term building energy consumption Energies, 11 :3408-3408

Ahmad MW, Mourshed M, Rezgui Y. Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption Energy and Buildings, 147 :77-89

Ahmad MW, Mourshed M, Mundow D, Sisinni M, Rezgui Y. Building energy metering and environmental monitoring–A state-of-the-art review and directions for future research Energy and Buildings, 120 :85-102

Ahmad MW, Mourshed M, Yuce B, Rezgui Y. Computational intelligence techniques for HVAC systems: A review Building Simulation, 9 :359-398

Mambo DA, Eftekhari MM, Steffen T, Ahmad MW. Designing an occupancy flow-based controller for airport terminals Building Services Engineering Research and Technology, 36 :51-66

Ahmad MW, Eftekhari M, Steffen T, Danjuma AM. Investigating the performance of a combined solar system with heat pump for houses Energy and Buildings, 63 :138-146

Conference publication

Alelwani R, Ahmad M, Rezgui Y, Kwan A. Rawshan: Environmental Impact of a Vernacular Shading Building Element in Hot Humid Climates 2019 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), :1-6

Ahmad MW, Reynolds J, Hippolyte J-L, Rezgui Y, Descamps MN, Merckx C, van Dessel J, Lessinnes M. A Real-Time Energy Management Platform for Multi-vector District Energy Systems Working Conference on Virtual Enterprises, :560-568

Reynolds J, Ahmad MW, Rezgui Y. District Heating Energy Generation Optimisation Considering Thermal Storage 2018 IEEE International Conference on Smart Energy Grid Engineering (SEGE), :330-335

Ahmad MW, Hippolyte J-L, Mourshed M, Rezgui Y. Random Forests and Artificial Neural Network for Predicting Daylight Illuminance and Energy Consumption Building Simulation 2017,

Ahmad M, Hippolyte J-L, Reynolds J, Mourshed M, Rezgui Y. Optimal scheduling strategy for enhancing IAQ, visual and thermal comfort using a genetic algorithm

Ahmad MW, Hippolyte J-L, Reynolds J, Mourshed M, Rezgui Y. Optimal scheduling strategy for enhancing IAQ, thermal comfort and visual using a genetic algorithm Iaq 2016 De,

Ahmad M, Mourshed M, Hippolyte J-L, Rezgui Y, Li H. Optimising the scheduled operation of window blinds to enhance occupant comfort

Ahmad MW, Eftekhari M, Steffen T, Rowley P. The effect of model and objective function mismatch in model predictive control (MPC) for a solar heating system with a heat pump 2014 UKACC International Conference on Control (CONTROL), :685-690

Thesis/Dissertation

Ahmad MW. Advanced control strategies for optimal operation of a combined solar and heat pump system