Yi Ren

Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model

Ruijin Cang, Hechao Li, Yang Jiao et al. · Computational Materials Science · 2018 · 203 citations

Materials Science, Convolutional Neural Network, Image Analysis +12

Topology Generation for Hybrid Electric Vehicle Architecture Design

Alparslan Emrah Bayrak, Yi Ren, Panos Y. Papalambros · Journal of Mechanical Design · 2016 · 68 citations

Design Space Exploration, Engineering, Energy Management +14

One-shot generation of near-optimal topology through theory-driven machine learning

Ruijin Cang, Yi Ren · Computer-Aided Design · 2019 · 65 citations

Machine Learning, Topological Representation, Computational Geometry +3

Design of Hybrid-Electric Vehicle Architectures Using Auto-Generation of Feasible Driving Modes

Alparslan Emrah Bayrak, Yi Ren, Panos Y. Papalambros · 2013 · 43 citations

Electrical Engineering, Planetary Gear, Engineering +15

Improving Design Preference Prediction Accuracy Using Feature Learning

Alex Burnap, Yanxin Pan, Ye Liu et al. · Journal of Mechanical Design · 2016 · 41 citations · Full text

Engineering, Machine Learning, Business Analytics +17