Liangyue Jia

A rule-based method for automated surrogate model selection

Liangyue Jia, Reza Alizadeh, Jia Hao et al. · Advanced Engineering Informatics · 2020 · 84 citations

Statistical Inference, Model Comparison, Data Surrogate +4

Ensemble of surrogates and cross-validation for rapid and accurate predictions using small data sets

Reza Alizadeh, Liangyue Jia, Anand Balu Nellippallil et al. · Artificial intelligence for engineering design analysis and manufacturing · 2019 · 44 citations

Small Data Sets, Weighted Average Surrogate, Machine Learning +27

A reinforcement learning based blade twist angle distribution searching method for optimizing wind turbine energy power

Liangyue Jia, Jia Hao, John Hall et al. · Energy · 2020 · 30 citations

Engineering, Wind Power Generation, Energy Management +5

Building surrogate models for engineering problems by integrating limited simulation data and monotonic engineering knowledge

Jia Hao, Wenbin Ye, Liangyue Jia et al. · Advanced Engineering Informatics · 2021 · 23 citations

Simulation Methodology, Engineering, Metamodeling Technique +10

Design optimization by integrating limited simulation data and shape engineering knowledge with Bayesian optimization (BO-DK4DO)

Jia Hao, Mengying Zhou, Guoxin Wang et al. · Journal of Intelligent Manufacturing · 2020 · 15 citations

Geometric Modeling, Industrial Design, Design Space Exploration +14