Developing a physics-informed and physics-penalized neural network model for preliminary design of multi-stage friction pendulum bearings. - Ahed Habib; Umut Yildirim (Eng. Appl. Artif. Intell., 2022)

Prediction and parametric assessment of soil one-dimensional vertical free swelling potential using ensemble machine learning models. - Maan Habib; Ahed Habib; Bashar Alibrahim (Adv. Model. Simul. Eng. Sci., 2024)

Developing block-based physics-informed multi-layered neural network model for simulating the inelastic response of base-isolated structures. - Ahed Habib; Umut Yildirim (Neural Comput. Appl., 2025)

Utilizing soil-water characteristic curve parameters in custom artificial neural network models to predict the unsaturated hydraulic conductivity. - Bashar Alibrahim; Maan Habib; Ahed Habib (Discov. Artif. Intell., 2025)