Reinforcement Learning for Engineering Design Automation

Numerical analysis perspective in structural shape optimization: A review post 2000

(2021) Bhavik D. Upadhyay et al.   ADVANCES IN ENGINEERING SOFTWARE

A review on deep reinforcement learning for fluid mechanics

(2021) Paul Garnier et al.   COMPUTERS & FLUIDS

Robust active flow control over a range of Reynolds numbers using an artificial neural network trained through deep reinforcement learning

(2020) Hongwei Tang et al.   PHYSICS OF FLUIDS

Stress-constrained shape and topology optimization with the level set method using trimmed hexahedral meshes

(2020) Son H. Nguyen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Wheel shape optimization approaches to reduce railway rolling noise

(2020) X. Garcia-Andrés et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Shape optimization for non-linear buckling load of aluminum alloy reticulated shells with gusset joints

(2020) Shaojun Zhu et al.   THIN-WALLED STRUCTURES

Cross section shape optimization design of fabric rubber seal

(2020) Yifeng Dong et al.   COMPOSITE STRUCTURES

Direct shape optimization through deep reinforcement learning

(2020) Jonathan Viquerat et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Artificial neural networks trained through deep reinforcement learning discover control strategies for active flow control

(2019) Jean Rabault et al.   JOURNAL OF FLUID MECHANICS

Aerodynamic shape optimization using a novel optimizer based on machine learning techniques

(2019) Xinghui Yan et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Framework for design optimization using deep reinforcement learning

(2019) Kazuo Yonekura et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Reinforcement learning–based design of orienting devices for vibratory bowl feeders

(2019) Cosima Stocker et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Accelerating deep reinforcement learning strategies of flow control through a multi-environment approach

(2019) Jean Rabault et al.   PHYSICS OF FLUIDS

A new data-driven design methodology for mechanical systems with high dimensional design variables

(2018) Xianping Du et al.   ADVANCES IN ENGINEERING SOFTWARE

Deep learning for big data applications in CAD and PLM – Research review, opportunities and case study

(2018) Jonathan Dekhtiar et al.   COMPUTERS IN INDUSTRY

Task categorisation for identification of design automation opportunities

(2018) Eugen Rigger et al.   JOURNAL OF ENGINEERING DESIGN

Strength analysis and tooth shape optimization for involute gear with a few teeth

(2018) Qiang Sun et al.   Advances in Mechanical Engineering

Efficient global optimization with ensemble and selection of kernel functions for engineering design

(2018) Pramudita Satria Palar et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Parametric modeling and multiobjective crashworthiness design optimization of a new front longitudinal beam

(2018) Libin Duan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Deep learning for determining a near-optimal topological design without any iteration

(2018) Yonggyun Yu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Shape optimization of shallow domes subjected to external pressure

(2017) Santhosh R et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Metamodeling for high dimensional design problems by multi-fidelity simulations

(2017) Xiwen Cai et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Use of support vector regression in structural optimization: Application to vehicle crashworthiness design

(2012) Ping Zhu et al.   MATHEMATICS AND COMPUTERS IN SIMULATION

A critical review of Knowledge-Based Engineering: An identification of research challenges

(2011) Wim J.C. Verhagen et al.   ADVANCED ENGINEERING INFORMATICS

Optimal design of aeroengine turbine disc based on kriging surrogate models

(2010) Zhangjun Huang et al.   COMPUTERS & STRUCTURES

Metamodel-based lightweight design of B-pillar with TWB structure via support vector regression

(2009) Feng Pan et al.   COMPUTERS & STRUCTURES

Optimal shape design of shoulder fillets for flat and round bars under various loadings

(2009) F O Sonmez   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE

Robust design of sheet metal forming process based on adaptive importance sampling

(2009) Yucheng Tang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

CAD based shape optimization for gas turbine component design

(2009) Djordje Brujic et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION