10 citations · 10 across the 6 of their papers we have counts for
7 papers
Physics-Informed Extreme Learning Machine (PIELM): Opportunities and Challenges
He Yang, Fei Ren, Francesco Calabro +3
We are delighted to see the recent development of physics-informed extreme learning machine (PIELM) for its higher computational efficiency and accuracy compared to other physics-i…
A Rapid Physics-Informed Machine Learning Framework Based on Extreme Learning Machine for Inverse Stefan Problems
Pei-Zhi Zhuang, Ming-Yue Yang, Fei Ren +2
The inverse Stefan problem, as a typical phase-change problem with moving boundaries, finds extensive applications in science and engineering. Recent years have seen the applicatio…
General Fourier Feature Physics-Informed Extreme Learning Machine (GFF-PIELM) for High-Frequency PDEs
Fei Ren, Sifan Wang, Pei-Zhi Zhuang +2
Conventional physics-informed extreme learning machine (PIELM) often faces challenges in solving partial differential equations (PDEs) involving high-frequency and variable-frequen…
Physics-Informed Extreme Learning Machine (PIELM) for Tunnelling-Induced Soil-Pile Interactions
Fu-Chen Guo, Pei-Zhi Zhuang, Fei Ren +2
Physics-informed machine learning has been a promising data-driven and physics-informed approach in geotechnical engineering. This study proposes a physics-informed extreme learnin…
Data-driven ANN model for estimating unfrozen water content in the thermo-hydraulic simulation of frozen soils
Mingpeng Liu, Peizhi Zhuang, Raul Fuentes
This study integrates a data-driven model for estimating the unfrozen water content into the thermo-hydraulic coupling simulation of frozen soils. An artificial neural network (ANN…
Physics-informed extreme learning machine for Terzaghi consolidation problems and interpretation of coefficient of consolidation based on CPTu data
He Yang, Pin-Qiang Mo, Fei Ren +3
This paper conducts a preliminary study to investigate the feasibility of a physics-informed extreme learning machine (PIELM) for solving the Terzaghi consolidation equation and in…
Cylindrical cavity expansion analysis under partially drained conditions for normalisation of excess water pressure in CPTU
He Yang, Pei-Zhi Zhuang, Hai-Sui Yu +4
Cone tip resistance and excess water pressure (EWP) measured by piezocone penetration tests (CPTU) may be significantly affected by the partially drained effect in soils with inter…