A parameterized spatio-temporal physics-informed neural network framework for cementing displacement prediction in oil and gas wells. - Mengyuan Xiong; Shuangjin Zheng; Hu Meng; Chunxu Ma (Eng. Appl. Artif. Intell., 2026)