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Zheng Liu
Home
Publications
Research
Physics-informed ML
Generative Design
Co-Design
Reliability-based Design
Uncertainty Quantification
Life Cycle Assessment
Additive Manufacturing
Teaching
Zheng Liu
Home
Publications
Research
Physics-informed ML
Generative Design
Co-Design
Reliability-based Design
Uncertainty Quantification
Life Cycle Assessment
Additive Manufacturing
Teaching
More
Home
Publications
Research
Physics-informed ML
Generative Design
Co-Design
Reliability-based Design
Uncertainty Quantification
Life Cycle Assessment
Additive Manufacturing
Teaching
Research
Design and Optimization for Battery Thermal Management Systems
Life Cycle Assessment for Recyclable High Energy Density Batteries
Design and Optimization for Additive Manufacturing Applications
Design for Reliable Semiconductor Devices
Additive Manufacturing via Digital Light Processing
Design and Manufacturing for Soft Robotics
Project List
Machine Learning Enhanced Control Co-Design Optimization of an Immersion Cooled Battery Thermal Management System
Uncertainty Quantification of Additively Manufactured Architected Cellular Materials for Energy Absorption Applications
Reliability-Based Design Optimization of Additive Manufacturing for Lithium Battery Silicon Anode
Physics-Informed Neural Networks for Battery Thermal Management
Techno-Economic Analysis for Advanced Battery Manufacturing and Recycling Methods
Multi-Task Learning for Design Under Uncertainty With Multi-Fidelity Partially Observed Information
Life Cycle Assessment for Manufacturing of Solid Electrolytes
Control Co-Design of Battery Packs With Immersion Cooling
Uncertainty quantification of mechanical behavior of corroded Al-Fe self-pierce riveting joints with statistical shape modeling
Life Cycle Assessment of Hydrometallurgical Recycling for Cathode Active Materials
Adaptive Machine Learning with Physics-Based Simulations for Mean Time to Failure Prediction of Engineering Systems
A Dynamic Multi-Stage Design Framework for Staged Deployment Optimization of Highly Stochastic Systems
Co-Design Optimization of Combined Heat and Power-Based Microgrids
Data-Driven Control Co-Design for Indirect Liquid Cooling Plate With Microchannels for Battery Thermal Management
Multi-Task Multi-Fidelity Machine Learning for Reliability-Based Design With Partially Observed Information
Generative Design and Optimization of Battery Packs with Active Immersion Cooling
A Comprehensive Comparison for Battery Cathode Leaching Processes
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Electrical and Thermal Active Co-Management for Lithium-ion Batteries
Numerical Modeling on The Delamination-Induced Capacity Degradation of Silicon Anode
Design of Three-Dimensional Bi-Continuous Silicon Based Electrode Materials for High Energy Density Batteries
Design of Additively Manufactured Functionally Graded Cellular Structures
Acoustophoretic Liquefaction For 3D Printing Viscosity Nanoparticle Suspensions
3D Printing of Viscoelastic Suspensions via Digital Light Synthesis for Tough Nanoparticle–Elastomer Composites
Digital Light Processing of Liquid Crystal Elastomers for Self-Sensing Artificial Muscles
Shear Thickening Fluid Valve for Independent Control for Haptic Devices
RoboBee Actuated by Combustion and Fabricated by Soft Materials
The Innovative Design of Reactors for Photoelectrochemical Water Splitting
Capture Carbon Dioxide Using Sodium Carbonate Hydrate
Air Conditioning Alternative Using Solar Energy and Phase Change Energy
Smart Watch - Real Time Movement Detection
Dumbo - Emotional Robot
TouchKey - Soft Feedback Keyboard
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