Estimating the standardized regression coefficients of design variables in daylighting and energy performance of buildings in the face of multicollinearity

AS Allam, HA Bassioni, W Kamel, M Ayoub - Solar Energy, 2020 - Elsevier
Abstract The identification of Standardized Regression Coefficients (SRCs) can be used to
aid designers in identifying the most influential design variables affecting building …

Comparative study of optimization methods for building energy consumption and daylighting performance

B Vojdani, M Rahbar, M Fazeli, M Hakimazari… - Energy and …, 2024 - Elsevier
When striving for sustainable development, designers encounter the formidable task of
integrating the advantages of daylighting into energy-efficient designs. The process of …

Metaheuristic optimization of roof designs to enhance energy performance and thermal comfort using parametrization and machine learning

H Alaa, M Yehia, M Ayoub - Solar Energy, 2025 - Elsevier
The roof component is the main cause of heat build-up in low-rise residential buildings. The
paper aims to propose an optimized roof model in terms of geometrical configuration and …

A framework for obtaining a BIM-compatible design solution based on quantitative decisions on building performance

AS Allam, H Bassioni, M Ayoub… - International Journal of …, 2024 - Taylor & Francis
The direction towards high-performance buildings soars the complexity of the design
process. Therefore, Building Performance Simulation (BPS) tools are used to aid designers …

Genetic Algorithm and Grasshopper Optimization Algorithm with Metaoptimization and RL-Based Parameter Fine-Tuning and Their Comparison for Optimal Thermal …

S Fatima Ali, D Rakshit… - Journal of Computing in …, 2025 - ascelibrary.org
Energy consumption by heating, ventilation, and air-conditioning systems has driven the
need for energy-efficient building designs. This research presents a methodology for …

Investigating the performance of genetic algorithm and particle swarm for optimizing daylighting and energy performance of offices in Alexandria, Egypt

AS Allam, H Bassioni, M Ayoub… - Smart and Sustainable …, 2023 - emerald.com
Purpose This study aims to compare the performance of two nature-inspired metaheuristics
inside Grasshopper in optimizing daylighting and energy performance against brute force in …

BIM and ANN-based rapid prediction approach for natural daylighting inside library spaces

T Ni, B Wang, J Jiang, M Wang, Q Lei… - Journal of Intelligent …, 2023 - content.iospress.com
The issue of how to fully utilize natural daylighting of public buildings is one of the greatest
practical objectives for lighting savings. The rapid and accurate prediction of the daylighting …

Design Recommender System for Building Energy Performance

RO Panizza, SMM Mohammadi, M Anbia… - Canadian Society of …, 2023 - Springer
Abstract The adoption of Building Performance Simulation for decision-making during the
early phases of design would help improve the building's lifecycle performance. One …

[PDF][PDF] ENHANCING THE DESIGN PROCESS FOR OPTIMIZED DAYLIGHTING, ENERGY, AND COST IN BUILDINGS

ASAA Allam - 2020 - researchgate.net
ABSTRACT Using Building Performance Simulation (BPS) tools in the design process faces
two main hindrances, namely, calculation time and decision-making assistance. Therefore …