Luning Sun

Postdoctoral Researcher at Lawrence Livermore National Laboratory

Fremont, California, United States
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Summary

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Senior
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Top School
Luning Sun is a postdoctoral researcher at Lawrence Livermore National Laboratory with 10 years of experience applying deep learning to physical and engineering systems. Holding a PhD in Mechanical Engineering from the University of Notre Dame, Luning has developed physics-informed neural networks for EDA at Cadence and led deep-learning projects for coastal and mechanical problems during graduate research. Based in Fremont, California, they bridge theory and application—translating complex PDE-constrained problems into deployable ML models for national-lab scale use cases. Luning’s background in civil engineering and hands-on experience across academia and industry give them a pragmatic edge when moving research prototypes toward engineering integration. Curious and cross-disciplinary, they often work at the intersection of data-driven methods and traditional simulation to accelerate scientific discovery.
code10 years of coding experience
job8 years of employment as a software developer
bookHIgh School, HIgh School at High School Attached to Northeast Normal University
bookBachelor's degree, Civil Engineering, Bachelor's degree, Civil Engineering at Tianjin University
bookDoctor of Philosophy - PhD, Mechanical Engineering, Doctor of Philosophy - PhD, Mechanical Engineering at University of Notre Dame
languagesEnglish, Chinese, Japanese
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Github Skills (16)

variational-autoencoder10
surrogate10
optical-flow10
autoencoder10
multiclass-classification9
density-estimation9
fluid9
modeling8
physics8
deep-learning6
image-data3
pipeline2
segmentation2
medical2
python2

Programming languages (2)

C++Jupyter Notebook

Github contributions (5)

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Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning
Contributions:7 commits, 6 pushes in 2 years 4 months
physicsautoencoderflowslabel-freedeep-learning
Contributions:8 commits, 6 pushes in 1 day
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Luning Sun - Postdoctoral Researcher at Lawrence Livermore National Laboratory