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Journal of Mechanical Design - Volume 141 / Issue 11

Title
Authors Volume Issue Page Year PKV
Special Issue: Machine Learning for Engineering Design
Jitesh H. Panchal, Mark Fuge, Ying Liu, Samy Missoum, Conrad Tucker 141 11 110301–None 2019 38.39
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Evolving a Psycho-Physical Distance Metric for Generative Design Exploration of Diverse Shapes
Shahroz Khan, Erkan Gunpinar, Masaki Moriguchi, Hiromasa Suzuki 141 11 111101–None 2019 35.34
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Learning to Design From Humans: Imitating Human Designers Through Deep Learning
Ayush Raina, Christopher McComb, Jonathan Cagan 141 11 111102–None 2019 29.32
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A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews
Dedy Suryadi, Harrison M. Kim 141 11 111103–None 2019 32.14
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A Case Study of Deep Reinforcement Learning for Engineering Design: Application to Microfluidic Devices for Flow Sculpting
Xian Yeow Lee, Aditya Balu, Daniel Stoecklein, Baskar Ganapathysubramanian, Soumik Sarkar 141 11 111401–None 2019 30.59
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Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design
Ramin Bostanabad, Yu-Chin Chan, Liwei Wang, Ping Zhu, Wei Chen 141 11 111402–None 2019 25.55
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Synthesizing Designs With Interpart Dependencies Using Hierarchical Generative Adversarial Networks
Wei Chen, Mark Fuge 141 11 111403–None 2019 29.49
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Data-Driven Design of Control Strategies for Distributed Energy Systems
Philip Odonkor, Kemper Lewis 141 11 111404–None 2019 35.38
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Deep Generative Design: Integration of Topology Optimization and Generative Models
Sangeun Oh, Yongsu Jung, Seongsin Kim, Ikjin Lee, Namwoo Kang 141 11 111405–None 2019 37.35
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Design Repository Effectiveness for 3D Convolutional Neural Networks: Application to Additive Manufacturing
Glen Williams, Nicholas A. Meisel, Timothy W. Simpson, Christopher McComb 141 11 111701–None 2019 34.47
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