AI for Manufacturing

Our manufacturing research leverages advanced AI-driven approaches to revolutionize the design, optimization, and production of next-generation manufacturing systems. By combining experimental testing, finite element modeling, machine learning-based surrogate modeling, generative design, and process optimization, we enable the development of advanced manufacturing processes across additive manufacturing, battery manufacturing, and semiconductor manufacturing. Our work spans from material development to process optimization, addressing applications in energy storage, electronics, and advanced materials.

Additive Manufacturing

Additive Manufacturing

We develop advanced AI-driven approaches for additive manufacturing, including 3D printing algorithm development, material development using AI, and process optimization. Our research focuses on digital light processing (DLP) techniques and generative design to enable the fabrication of complex structures with functional materials.

Battery Manufacturing

Battery Manufacturing

Our research in battery manufacturing focuses on developing advanced manufacturing processes for solid-state batteries and lithium-ion batteries. We develop probabilistic frameworks that ensure robust battery performance while maintaining system reliability and safety throughout the manufacturing process. Our work includes reliability-based design optimization and process control for enhanced battery performance.

Semiconductor Manufacturing

Semiconductor Manufacturing

We leverage AI and machine learning to optimize semiconductor manufacturing processes, including process control, quality assurance, and yield optimization. Our research focuses on developing intelligent manufacturing systems that improve production efficiency, reduce defects, and enhance the reliability of semiconductor devices to mitigate electromigration.

Related Publications
Cooling Channel Design Optimization for High Power Multi-chip Packages

May 1, 2026

Generative Design for Direct-to-Chip Liquid Cooling for Data Centers

Apr 1, 2026

Multi-Axis Additive Manufacturing for Customized Automotive Components

Apr 1, 2026

Support-Free Additive Manufacturing via Multi-Axis Digital Light Processing

Jan 12, 2026

Single-Step Electrochemical Battery Recycling

Jan 1, 2026

Uncertainty Quantification of Additively Manufactured Architected Cellular Materials for Energy Absorption Applications

Sep 1, 2025

Life Cycle Assessment of Direct Recycling for Cathode Active Materials

Jun 18, 2025

Emerging Trends and Future Opportunities for Battery Recycling

Jan 10, 2025

Prediction of Electromigration Failure of Solder Joints via Surrogate Model Integrated With Conformal Inference

Jan 1, 2025

Reliability-Based Design Optimization of Additive Manufacturing for Lithium Battery Silicon Anode

Sep 1, 2024

Uncertainty Quantification of Mechanical Behavior of Corroded Al-Fe Self-Pierce Riveting Joints with Statistical Shape Modeling

Aug 1, 2024

Life Cycle Assessment of Hydrometallurgical Recycling for Cathode Active Materials

Oct 1, 2023

Mean Time to Failure Prediction for Complex Systems with Adaptive Surrogate Modeling

Aug 20, 2023

Uncertainty Quantification on Mechanical Behavior of Corroded Plate with Statistical Shape Modeling

Aug 20, 2023

A Comprehensive Comparison for Battery Cathode Leaching Processes

Jun 21, 2023

A Smart Coating with Integrated Physical Antimicrobial and Strain-Mapping Functionalities for Orthopedic Implants

May 5, 2023

Design of Three-Dimensional Bi-Continuous Silicon Based Electrode Materials for High Energy Density Batteries

Aug 14, 2022

Acoustophoretic Liquefaction for 3D Printing Ultrahigh-Viscosity Nanoparticle Suspensions

Feb 1, 2022

Design of Additively Manufactured Functionally Graded Cellular Structures

Jan 1, 2022

Numerical Modeling on the Delamination-Induced Capacity Degradation of Silicon Anode

Nov 1, 2021

Digital Light Processing of Liquid Crystal Elastomers for Self-Sensing Artificial Muscles

Jul 23, 2021

Numerical Simulation Study on the Effects of Delamination of Silicon Active Material

Jan 1, 2021

3D Printing of Viscoelastic Suspensions via Digital Light Synthesis for Tough Nanoparticle–Elastomer Composites

Jun 1, 2020

Acoustophoretic Polishing during Stereolithography 3D Printing of Viscoelastic Nanoparticle Suspensions

Dec 31, 2019