Faculty

Institution

Unit

Venue

Yumeng Li

Assistant Professor

UIUC

Affiliations

The Grainger College of Engineering

Department of Industrial and Enterprise Systems Engineering

Industrial & Enterprise Systems Engineering

Yumeng Li is currently serving as an Industrial And Enterprise Systems Engineering Assistant Professor at Uiuc.

Honors

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Experiences

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Education

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Yumeng Li

UIUC

Assistant Professor

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materials science engineering computational materials science machine learning machine learning research energy storage materials physic aware machine learning applied physics mechanical engineering mechanics of materials material simulation lithium-ion batteries uncertainty quantification computational intelligence polymer science thermal engineering material modeling battery configuration corrosion technology mechanical properties polymer composites steel research metals engineering optimization interface science nanocomposites multiscale material energy storage systems thermal management corrosion resistance electric battery carbon nanotubes composite interface numerical simulations multi-task learning metal anode electrochemical energy storage md simulations machine learning potentials composite materials reliability physics biopolymers reliability engineering graphene-based nano-antennas graphene nanoribbons thermal energy storage molecular dynamics surrogate model system safety thermal modeling uncertainty modeling graphene nanomeshes polymer modeling nanostructured polymers carbon-based materials surrogate models silicon anode polyethylene assembly physics-informed machine learning advanced composite material (engineering) nanomechanics reliability prediction molecular materials uncertain data microstructure-strength relationship cnt-polyethylene nanocomposites force field potentials battery packs uncertainty formalism implantable devices biomaterials design carbon nanotube-polyethylene multiscale model cnt-epoxy nanocomposites functionalized interface effects dissimilar material joints multiscale analysis multiscale simulation modeling and simulation multiscale modeling computer-aided design surrogate modeling structural optimization

Notable Scholarly Works

Notable Federal Grants

Collaborators

Fusing Imbalanced Data via Physical Condition-Aware Surrogate Modeling. AIAA SCITECH 2022 Forum (2025)

Yulun WuYumeng Li

data modelingdata miningcost-sensitive machine learningmachine learning researchclass imbalancesdata sciencedata surrogateimbalanced data

Integrating Heat Transfer and Control Optimization: A Comprehensive Review of Battery Thermal Management Systems. Journal of Energy Storage (2025)

Pouya KabirzadehZheng LiuMostafa OlyaeiHaoyun QiuYashraj GurumukhiHarsh TyagiYuan JiangVivek S. GarimellaBakhshish Preet SinghYumeng LiPingfeng WangNenad Miljkovic

energy institutesystems engineeringthermal engineeringcontrol optimizationenergy systemscomprehensive reviewenergy managementthermal managementenergy storage systemsenergy storagebattery configurationthermal energy storageengineeringheat transfer

Life Cycle Assessment of Direct Recycling for Cathode Active Materials. (2025)

Zheng LiuKai-Wei LanJarom G. SederholmPaul V. BraunNicola H. PerryYumeng LiPingfeng Wang

environmental engineeringwaste managementmaterial cycleschemical engineeringsustainable productslife-cycle engineeringrecycling technologiesrecyclinglife cycle assessmentclean technology

Physics-Informed Machine Learning Enhanced Battery Pack Optimization. (2025)

Zheng LiuYuan JiangYumeng LiPingfeng Wang

energy optimizationengineering optimizationenergy researchenergy storage materialsenergy managementmachine learning researchelectrical engineeringenergy storagebattery configuration

Physics-Informed Machine Learning for Battery Pack Thermal Management. 2022 Annual Reliability and Maintainability Symposium (RAMS) (2025)

Zheng LiuYuan JiangYumeng LiPingfeng Wang

energy predictionenergy efficiencythermal engineeringbattery configurationenergy managementmachine learning researchphysics-informed machine learningenergy storagephysic aware machine learningengineering

Physics-Informed Multitask Learning for Microstructure-Aware Material Metamodels of Heterogeneous Materials. Computational Materials Science (2025)

Yulun WuParth BansalYumeng Li

scientific computingmaterials scienceengineeringmultiscale mechanicmicrostructuremultiscale materialmaterial researchphysics-informed multitaskmaterial modelingmultiscale modelingmachine learning researchmultiscale structurematerial simulationcomputational materials sciencemechanics of materials

2D Materials Guided Interface in Polymer Based Nanocomposites. AIAA SCITECH 2022 Forum (2024)

Akash SinghYumeng Li

functional materialspolymer sciencematerials scienceadvanced functional materialsinterface sciencematerial researchselenium valleysnanostructured polymerspolyethylene chainslow dimensional materialsnanomaterialsapplied physicsnew nanocompositespolymer compositesnanocomposites

Adaptive Surrogate Models With Unbalanced Data for Material Design. AIAA SCITECH 2022 Forum (2024)

Yulun WuYumeng Li

unbalanced dataneural network (machine learning)convolutional neural networksadaptive surrogate modelsmulti-task learningdeep learningmachine learning researchdata sciencecomputational intelligencedeep learning modelsmachine learningphysic aware machine learningcomputer science

Life Cycle Assessment for Manufacturing of Solid Electrolytes. (2024)

Zheng LiuKai-Wei LanPaul V. BraunYumeng LiNicola H. PerryPingfeng Wang

materials sciencematerial cycleselectrochemical engineeringlife-cycle engineeringlife cycle assessmentsustainable productionelectrolyzer celllife cycle managementelectrochemistry

Machine Learning Enhanced Control Co-Design Optimization of an Immersion Cooled Battery Thermal Management System. Journal of Applied Physics (2024)

Zheng LiuPouya KabirzadehHao WuWuchen FuHaoyun QiuNenad MiljkovicYumeng LiPingfeng Wang

dielectric immersion coolingsystems engineeringdesign optimizationengineering optimizationcomputer engineeringthermal engineeringthermal modelingbattery immersion coolingenergy storage materialsenergy managementthermal managementelectrical engineeringrefrigerationenergy storage systemsenergy storagebattery configurationmachine learningthermal energy storage

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Yumeng Li

Assistant Professor

UIUC

Affiliations

The Grainger College of Engineering

Department of Industrial and Enterprise Systems Engineering

Industrial & Enterprise Systems Engineering

Yumeng Li is currently serving as an Industrial And Enterprise Systems Engineering Assistant Professor at Uiuc.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Yumeng Li

UIUC

Assistant Professor

You can click a keyword to filter the displayed items

Notable Scholarly Works

Notable Federal Grants

Collaborators

Fusing Imbalanced Data via Physical Condition-Aware Surrogate Modeling. AIAA SCITECH 2022 Forum (2025)

Yulun WuYumeng Li

data modelingdata miningcost-sensitive machine learningmachine learning researchclass imbalancesdata sciencedata surrogateimbalanced data

Integrating Heat Transfer and Control Optimization: A Comprehensive Review of Battery Thermal Management Systems. Journal of Energy Storage (2025)

Pouya KabirzadehZheng LiuMostafa OlyaeiHaoyun QiuYashraj GurumukhiHarsh TyagiYuan JiangVivek S. GarimellaBakhshish Preet SinghYumeng LiPingfeng WangNenad Miljkovic

Life Cycle Assessment of Direct Recycling for Cathode Active Materials. (2025)

Zheng LiuKai-Wei LanJarom G. SederholmPaul V. BraunNicola H. PerryYumeng LiPingfeng Wang

environmental engineeringwaste managementmaterial cycleschemical engineeringsustainable productslife-cycle engineeringrecycling technologiesrecyclinglife cycle assessmentclean technology

Physics-Informed Machine Learning Enhanced Battery Pack Optimization. (2025)

Zheng LiuYuan JiangYumeng LiPingfeng Wang

energy optimizationengineering optimizationenergy researchenergy storage materialsenergy managementmachine learning researchelectrical engineeringenergy storagebattery configuration

Physics-Informed Machine Learning for Battery Pack Thermal Management. 2022 Annual Reliability and Maintainability Symposium (RAMS) (2025)

Zheng LiuYuan JiangYumeng LiPingfeng Wang

Physics-Informed Multitask Learning for Microstructure-Aware Material Metamodels of Heterogeneous Materials. Computational Materials Science (2025)

Yulun WuParth BansalYumeng Li

2D Materials Guided Interface in Polymer Based Nanocomposites. AIAA SCITECH 2022 Forum (2024)

Akash SinghYumeng Li

Adaptive Surrogate Models With Unbalanced Data for Material Design. AIAA SCITECH 2022 Forum (2024)

Yulun WuYumeng Li

Life Cycle Assessment for Manufacturing of Solid Electrolytes. (2024)

Zheng LiuKai-Wei LanPaul V. BraunYumeng LiNicola H. PerryPingfeng Wang

materials sciencematerial cycleselectrochemical engineeringlife-cycle engineeringlife cycle assessmentsustainable productionelectrolyzer celllife cycle managementelectrochemistry

Machine Learning Enhanced Control Co-Design Optimization of an Immersion Cooled Battery Thermal Management System. Journal of Applied Physics (2024)

Zheng LiuPouya KabirzadehHao WuWuchen FuHaoyun QiuNenad MiljkovicYumeng LiPingfeng Wang

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