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Fingerprint Dive into the research topics where Yi Ren is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

Elicitation Mathematics
Electric vehicles Engineering & Materials Science
Electric Vehicle Mathematics
Powertrains Engineering & Materials Science
Hybrid vehicles Engineering & Materials Science
Topology Engineering & Materials Science
Hybrid Electric Vehicle Mathematics
Conjoint Analysis Mathematics

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Research Output 2010 2019

  • 223 Citations
  • 10 h-Index
  • 19 Conference contribution
  • 10 Article

FEA-net: A deep convolutional neural network with physics prior for efficient data driven pde learning

Yao, H., Ren, Y. & Liu, Y., Jan 1 2019, AIAA Scitech 2019 Forum. American Institute of Aeronautics and Astronautics Inc, AIAA, (AIAA Scitech 2019 Forum).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Physics
Neural networks
Finite element method
Convolution
Partial differential equations
1 Citation (Scopus)

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

Cang, R., Yao, H. & Ren, Y., Apr 1 2019, In : CAD Computer Aided Design. 109, p. 12-21 10 p.

Research output: Contribution to journalArticle

Learning systems
Supervised learning
Topology
Students
Neural networks
7 Citations (Scopus)

An indirect design representation for topology optimization using variational autoencoder and style transfer

Guo, T., Lohan, D. J., Allison, J. T., Cang, R. & Ren, Y., Jan 1 2018, AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials. 210049 ed. American Institute of Aeronautics and Astronautics Inc, AIAA

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Shape optimization
Topology
Computational efficiency
Heat conduction
Scattering
10 Citations (Scopus)
Heterogeneous Materials
Generative Models
Physical property
Physical properties
physical properties

Optimal stiffness design for an exhaustive parallel compliance matrix in multiactuator robotic limbs

Cahill, N. M., Sugar, T., Ren, Y. & Schroeder, K., Jun 1 2018, In : Journal of Mechanisms and Robotics. 10, 3, 031014.

Research output: Contribution to journalArticle

Robotics
Stiffness
Robots
Trajectories
Dynamic models

Projects 2015 2017