Ren Kai Tan

Newcastle University — United Kingdom

Engineering · Physical Sciences

4h-index203citations8works0.02yr avg
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Research Topics

Topology Optimization in Engineering(5), Advanced Multi-Objective Optimization Algorithms(3), Model Reduction and Neural Networks(2), Composite Structure Analysis and Optimization(1), Neural Networks and Applications(1)

Publications8 total

Expediting Convergence Via Polling Optimisation for Gradient Descent in Neural Networks
SSRN Electronic Journal·2025Open Access
An adaptive and scalable artificial neural network-based model-order-reduction method for large-scale topology optimization designs
Structural and Multidisciplinary Optimization·2022· 10 cited
An Adaptive and Scalable ANN-based Model-Order-Reduction Method for Large-Scale TO Designs
arXiv (Cornell University)·2022Open Access
An efficient data generation method for ANN-based surrogate models
Structural and Multidisciplinary Optimization·2022· 25 cited
Artificial neural network-based surrogate modelling methods in accelerating topology optimization process for large-scale designs
2022
Design of architectured composite materials with an efficient, adaptive artificial neural network-based generative design method
Acta Materialia·2021· 43 cited
A deep learning–based method for the design of microstructural materials
Structural and Multidisciplinary Optimization·2019· 125 cited
Deep learning methods for structure and metamaterial design
Rare & Special e-Zone (The Hong Kong University of Science and Technology)·2019

Frequent Co-authors

Wenjing Ye(6), Chao Qian(3), Chao Qian(2), Nevin L. Zhang(1), M. Wang(1), Kangjie Li(1), Dan Xu(1), Dan Xu(1), Zi Jie Choong(1), Michael Lau(1)