Liu, Zheng; Xu, Yanwen; Jiang, Yuan; Renteria, Anabel; Bansal, Parth; Xu, Chenlong; Wang, Pingfeng; Li, Yumeng. "Uncertainty Quantification of Additively Manufactured Architected Cellular Materials for Energy Absorption Applications." ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering 11.3 (2025): 031204. DOI
Sederholm, Jarom G; Li, Lin; Liu, Zheng; Lan, Kai-Wei; Cho, En Ju; Gurumukhi, Yashraj; Dipto, Mohammed Jubair; Ahmari, Alexander; Yu, Jin; Haynes, Megan; Miljkovic, Nenad; Perry, Nicola H; Wang, Pingfeng; Braun, Paul V; Hatzell, Marta. "Emerging Trends and Future Opportunities for Battery Recycling." ACS Energy Letters 10.1 (2025): 107–119. DOI
Jiang, Yuan*; Liu, Zheng*; Kabirzadeh, Pouya; Wu, Yulun; Li, Yumeng; Miljkovic, Nenad; Wang, Pingfeng. "Multi-Fidelity Physics-Informed Convolutional Neural Network for Heat Map Prediction of Battery Packs." Reliability Engineering and System Safety 256 (2025): 110752. (* equal contribution) DOI
Liu, Zheng; Wu, Hao; Wang, Pingfeng; Li, Yumeng. "Reliability-based Design Optimization of Additive Manufacturing for Lithium Battery Silicon Anode." ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering 10.3 (2024): 031104. DOI
Wu, Hao; Bansal, Parth; Liu, Zheng; Wang, Pingfeng; Li, Yumeng. "Uncertainty Quantification of Mechanical Behavior of Corroded Al-Fe Self-Pierce Riveting Joints with Statistical Shape Modeling." Journal of Manufacturing Processes 124 (2024): 909-917. DOI
Xu, Yanwen; Wu, Hao; Liu, Zheng; Wang, Pingfeng; Li, Yumeng. "Multi-Task Learning for Design under Uncertainty with Multi-Fidelity Partially Observed Information." Journal of Mechanical Design 146.8 (2024): 081704. DOI
Liu, Zheng; Kabirzadeh, Pouya; Wu, Hao; Fu, Wuchen; Qiu, Haoyun; Miljkovic, Nenad; Li, Yumeng; Wang, Pingfeng. "Machine Learning Enhanced Control Co-Design Optimization of an Immersion Cooled Battery Thermal Management System." Journal of Applied Physics 136.2 (2024): 025001. DOI
Wu, Hao; Xu, Yanwen; Liu, Zheng; Li, Yumeng; Wang, Pingfeng. "Adaptive Machine Learning with Physics-Based Simulations for Mean Time to Failure Prediction of Engineering Systems." Reliability Engineering and System Safety 240 (2023): 109553. DOI
Liu, Zheng; Sederholm, Jarom G; Lan, Kai-Wei; Cho, En Ju; Dipto, Mohammed Jubair; Gurumukhi, Yashraj; Rabbi, Kazi Fazle; Hatzell, Marta C; Perry, Nicola H; Miljkovic, Nenad; Braun, Paul V; Wang, Pingfeng; Li, Yumeng. "Life Cycle Assessment of Hydrometallurgical Recycling for Cathode Active Materials." Journal of Power Sources 580 (2023): 233345. DOI
Wu, Jiaxin; Chung, In-Bum; Liu, Zheng; Wang, Pingfeng. "Co-Design Optimization of Combined Heat and Power-Based Microgrids." Journal of Renewable and Sustainable Energy 15.5 (2023): 056301. DOI
Hamdan, Bayan; Liu, Zheng; Ho, Koki; Büyüktahtakın, İ Esra; Wang, Pingfeng. "A Dynamic Multi-Stage Design Framework for Staged Deployment Optimization of Highly Stochastic Systems." Structural and Multidisciplinary Optimization 66.7 (2023): 162. DOI
Zhang, Yi; Cui, Jinsong; Chen, Kuan-Yu; Kuo, Shanny Hsuan; Sharma, Jaishree; Bhatta, Rimsha; Liu, Zheng; Ellis-Mohr, Austin; An, Fufei; Li, Jiahui; Chen, Qian; Foss, Kari D; Wang, Hua; Li, Yumeng; McCoy, Annette M; Lau, Gee W; Cao, Qing. "A Smart Coating with Integrated Physical Antimicrobial and Strain-Mapping Functionalities for Orthopedic Implants." Science Advances 9.18 (2023): eadg7397. DOI
Liu, Zheng; Pan, Wenyang; Wang, Kaiyang; Matia, Yoav; Xu, Artemis; Barreiros, Jose A; Darkes‐Burkey, Cameron; Giannelis, Emmanuel P; Mengüç, Yiğit; Shepherd, Robert F; Wallin, Thomas J. "Acoustophoretic Liquefaction for 3D Printing Ultrahigh‐Viscosity Nanoparticle Suspensions." Advanced Materials 34.7 (2022): 2106183. DOI
Zheng, Zhuoyuan; Liu, Zheng; Wang, Pingfeng; Li, Yumeng. "Numerical Modeling on the Delamination-Induced Capacity Degradation of Silicon Anode." Journal of Energy Storage 43 (2021): 103190. DOI
Li, Shuo; Bai, Hedan; Liu, Zheng; Zhang, Xinyue; Huang, Chuqi; Wiesner, Lennard W; Silberstein, Meredith; Shepherd, Robert F. "Digital Light Processing of Liquid Crystal Elastomers for Self-Sensing Artificial Muscles." Science Advances 7.30 (2021): eabg3677. DOI
Wang, Kaiyang; Pan, Wenyang; Liu, Zheng; Wallin, Thomas J; van Dover, Geoffrey; Li, Shuo; Giannelis, Emmanuel P; Menguc, Yigit; Shepherd, Robert F. "3D Printing of Viscoelastic Suspensions via Digital Light Synthesis for Tough Nanoparticle–Elastomer Composites." Advanced Materials 32.25 (2020): 2001646. DOI
Kabirzadeh, Pouya*; Liu, Zheng*; Olyaei, Mostafa; Qiu, Haoyun; Gurumukhi, Yashraj; Tyagi, Harsh; Jiang, Yuan; Singh, Bakhshish Preet; Garimella, Vivek S; Li, Yumeng; Wang, Pingfeng; Miljkovic, Nenad. "Integrating Heat Transfer and Control Optimization: A Comprehensive Review of Battery Thermal Management Systems." Journal of Energy Storage. Under the first round review. (* equal contribution)
Sederholm, Jarom G; Patra, Arghya; Liu, Zheng; Lin, Jr-Wen; Wang, Pingfeng; Braun, Paul V. "Cathodes from Cathodes: Battery Recycling Through Single-Step Electrochemical Recovery." Nature Sustainability. Under the first round review.
Liu, Zheng; Wu, Hao; Bansal, Parth; Li, Yumeng; Wang, Pingfeng. "Solder Joints Failure Time Prediction Based on Conformal Inference." To be submitted to Journal of Electronic Packaging.
Liu, Zheng; Sederholm, Jarom G; Lan, Kai-Wei; Perry, Nicola H; Miljkovic, Nenad; Braun, Paul V; Li, Yumeng; Wang, Pingfeng. "Life Cycle Assessment of Direct Recycling for Cathode Active Materials." To be submitted to Renewable and Sustainable Energy Reviews.
Liu, Zheng; Jiang, Yuan; Kabirzadeh, Pouya; Miljkovic, Nenad; Li, Yumeng; Wang, Pingfeng. "Physics-informed Design Optimization for Battery Packs." To be submitted to Journal of Mechanical Design.
Liu, Zheng; Sederholm, Jarom G; Lan, Kai-Wei; Perry, Nicola H; Miljkovic, Nenad; Braun, Paul V; Li, Yumeng; Wang, Pingfeng. "Reliability-based Design Optimization for Solid-State Battery." To be submitted to Journal of Energy Storage.
Sung, Nicholas; Liu, Zheng; Wang, Pingfeng; Ahmed, Faez. "Cooling-Guide Diffusion Model for Battery Thermal Management System Design." To be submitted to Journal of Mechanical Design.
Wu, Hao; Liu, Zheng; Bansal, Parth; Li, Yumeng; Wang, Pingfeng. "Inverse Design of Solder Joints Based on Conformal Inference." To be submitted to Reliability Engineering and System Safety.
Sung, Nicholas; Liu, Zheng; Wang, Pingfeng; Ahmed, Faez. "Cooling-Guide Diffusion Model for Battery Cell Arrangement." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 88360. American Society of Mechanical Engineers, 2024. DOI
Liu, Zheng; Lan, Kai-Wei; Braun, Paul V; Li, Yumeng; Perry, Nicola H; Wang, Pingfeng. "Life Cycle Assessment for Manufacturing of Solid Electrolytes." 2024 IEEE Transportation Electrification Conference and Expo (ITEC). pp. 1-5. IEEE, 2024. DOI
Liu, Zheng; Wu, Jiaxin; Fu, Wuchen; Kabirzadeh, Pouya; Chung, In-Bum; Dipto, Mohammed Jubair; Miljkovic, Nenad; Wang, Pingfeng; Li, Yumeng. "Control Co-Design of Battery Packs With Immersion Cooling." ASME International Mechanical Engineering Congress and Exposition. Vol. 87592. American Society of Mechanical Engineers, 2023. DOI
Wu, Hao; Bansal, Parth; Liu, Zheng; Li, Yumeng; Wang, Pingfeng. "Uncertainty Quantification on Mechanical Behavior of Corroded Plate With Statistical Shape Modeling." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 87318. American Society of Mechanical Engineers, 2023. DOI
Xu, Yanwen; Wu, Hao; Liu, Zheng; Wang, Pingfeng. "Multi-Task Multi-Fidelity Machine Learning for Reliability-based Design With Partially Observed Information." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 87318. American Society of Mechanical Engineers, 2023. DOI
Wu, Hao; Xu, Yanwen; Liu, Zheng; Wang, Pingfeng. "Mean Time to Failure Prediction for Complex Systems With Adaptive Surrogate Modeling." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 87301. American Society of Mechanical Engineers, 2023. DOI
Liu, Zheng; Xu, Yanwen; Wu, Hao; Wang, Pingfeng; Li, Yumeng. "Data-Driven Control Co-Design for Indirect Liquid Cooling Plate With Microchannels for Battery Thermal Management." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 87301. American Society of Mechanical Engineers, 2023. DOI
Liu, Zheng; Wu, Jiaxin; Fu, Wuchen; Kabirzadeh, Pouya; Kohtz, Sara; Miljkovic, Nenad; Li, Yumeng; Wang, Pingfeng. "Generative Design and Optimization of Battery Packs with Active Immersion Cooling." 2023 IEEE Transportation Electrification Conference and Expo (ITEC). pp. 1-5. IEEE, 2023. DOI
Liu, Zheng; Sederholm, Jarom G; Lan, Kai-Wei; Hatzell, Marta C; Perry, Nicola H; Miljkovic, Nenad; Braun, Paul V; Li, Yumeng; Wang, Pingfeng. "A Comprehensive Comparison for Battery Cathode Leaching Processes." 2023 IEEE Transportation Electrification Conference and Expo (ITEC). pp. 1-5. IEEE, 2023. DOI
Zheng, Zhuoyuan; Liu, Zheng; Wang, Pingfeng; Li, Yumeng. "Design of Three-Dimensional Bi-Continuous Silicon Based Electrode Materials for High Energy Density Batteries." International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 86229. American Society of Mechanical Engineers, 2022. DOI
Zheng, Zhuoyuan; Liu, Zheng; Kohtz, Sara; Wang, Pingfeng; Li, Yumeng; Fu, Wuchen; Miljkovic, Nenad; Smith, Sonya. "Electrical and Thermal Active Co-Management for Lithium-ion Batteries." 2022 IEEE Transportation Electrification Conference and Expo (ITEC). pp. 1-5. IEEE, 2022. DOI
Liu, Zheng; Renteria, Anabel; Zheng, Zhuoyuan; Wang, Pingfeng; Li, Yumeng. "Design of Additively Manufactured Functionally Graded Cellular Structures." IIE Annual Conference. Proceedings. pp. 1-6. Institute of Industrial and Systems Engineers (IISE), 2022. Link
37. Liu, Zheng; Jiang, Yuan; Li, Yumeng; Wang, Pingfeng. "Physics-informed Machine Learning for Battery Pack Thermal Management." 2025 Annual Reliability and Maintainability Symposium (RAMS). IEEE, 2025. Link
Liu, Zheng; Jiang, Yuan; Li, Yumeng; Wang, Pingfeng. "Physics-informed Machine Learning Enhanced Battery Pack Optimization." 2025 IEEE Transportation Electrification Conference and Expo (ITEC). IEEE, 2025.
Liu, Zheng; Sederholm, Jarom G; Lan, Kai-Wei; Perry, Nicola H; Braun, Paul V; Li, Yumeng; Wang, Pingfeng. "Life Cycle Assessment of Direct Recycling for Cathode Active Materials." 2025 IEEE Transportation Electrification Conference and Expo (ITEC). IEEE, 2025.
Liu, Zheng; Liu, Shihao; Wang, Wenqi; Fan, Jiayue; Guo, Fucheng; Zhou, Yifan; He, Yaling. "Solar Energy Cabin Based on Phase Change Cold-Storage and Semiconductor Refrigerating." Patent No. CN205747581U. Link
Dipto, Mohammed Jubair; Miljkovic, Nenad; Rabbi, Kazi Fazle; Braun, Paul V; Wang, Pingfeng; Liu, Zheng. "Within-Cell Flow-Induced Enhanced Cooling Methods for Cylindrical Lithium-Ion Battery." U.S. Patent Application.