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Akhil Garg
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Journal Articles

Risk-Based Design Optimization via Scenario Generation and Genetic Programming Under Hybrid Uncertainties

Wei Li, Xiaowei Zhou, Haihong Huang, Akhil Garg, Liang Gao
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. October 2024, 24(10): 101001.
Paper No: JCISE-23-1437
https://doi.org/10.1115/1.4065793
Published Online: July 12, 2024
View Article titled, Risk-Based Design Optimization via Scenario Generation and Genetic Programming Under Hybrid Uncertainties
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Topics: Computer programming, Design, Optimization, Risk, Uncertainty, Risk assessment, Risk-based design
Journal Articles

Multidisciplinary Robust Design Optimization Incorporating Extreme Scenario in Sparse Samples

Wei Li, Yuzhen Niu, Haihong Huang, Akhil Garg, Liang Gao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2024, 146(9): 091701.
Paper No: MD-23-1876
https://doi.org/10.1115/1.4064632
Published Online: March 5, 2024
View Article titled, Multidisciplinary Robust Design Optimization Incorporating Extreme Scenario in Sparse Samples
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Topics: Design, Optimization, Robustness, Collaboration
Journal Articles

Reactive Force Field (ReaxFF) and Universal Force Field Molecular Dynamic Simulation of Solid Electrolyte Interphase Components in Lithium-Ion Batteries

Anshul Nagar, Akhil Garg, Surinder Singh, Liang Gao, Jonghoon Kim, Kexiang Wei
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2024, 21(2): 021006.
Paper No: JEECS-23-1015
https://doi.org/10.1115/1.4062992
Published Online: August 9, 2023
View Article titled, Reactive Force Field (ReaxFF) and Universal Force Field Molecular Dynamic Simulation of Solid Electrolyte Interphase Components in Lithium-Ion Batteries
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Topics: Diffusion (Physics), Ions, Lithium, Lithium-ion batteries, Molecular dynamics, Simulation, Solid electrolytes, Temperature, Density, Alkali metals
Journal Articles

Computational Fluid Dynamics-Based Numerical Analysis for Studying the Effect of Mini-Channel Cooling Plate, Flow Characteristics, and Battery Arrangement for Cylindrical Lithium-Ion Battery Pack

Wei Li, Akhil Garg, Ningbo Wang, Liang Gao, My Loan Le Phung, Van Man Tran
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. November 2022, 19(4): 041003.
Paper No: JEECS-22-1024
https://doi.org/10.1115/1.4054648
Published Online: June 10, 2022
View Article titled, Computational Fluid Dynamics-Based Numerical Analysis for Studying the Effect of Mini-Channel Cooling Plate, Flow Characteristics, and Battery Arrangement for Cylindrical Lithium-Ion Battery Pack
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Topics: Batteries, Cooling, Design, Flow (Dynamics), Heat, Lithium-ion batteries, Plates (structures), Temperature, Temperature uniformity, Aluminum
Journal Articles

A Genetic Algorithm and RNN-LSTM Model for Remaining Battery Capacity Prediction

Mukul Singh, Shrey Bansal, Vandana, B. K. Panigrahi, Akhil Garg
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2022, 22(4): 041009.
Paper No: JCISE-21-1040
https://doi.org/10.1115/1.4053326
Published Online: February 15, 2022
View Article titled, A Genetic Algorithm and RNN-LSTM Model for Remaining Battery Capacity Prediction
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Topics: Batteries, Temperature, Genetic algorithms, Cycles, Gates (Closures), Noise (Sound)
Journal Articles

Engineering Design of Battery Module for Electric Vehicles: Comprehensive Framework Development Based on Density Functional Theory, Topology Optimization, Machine Learning, Multidisciplinary Design Optimization, and Digital Twins

N. Ghosh, Akhil Garg, Wei Li, Liang Gao, T. Nguyen-Thoi
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2022, 19(3): 030902.
Paper No: JEECS-21-1084
https://doi.org/10.1115/1.4052042
Published Online: August 23, 2021
View Article titled, Engineering Design of Battery Module for Electric Vehicles: Comprehensive Framework Development Based on Density Functional Theory, Topology Optimization, Machine Learning, Multidisciplinary Design Optimization, and Digital Twins
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Topics: Batteries, Design, Electrodes, Optimization
Journal Articles

A Hybrid Convolutional Neural Network-Long Short Term Memory for Discharge Capacity Estimation of Lithium-Ion Batteries

Yongsheng Li, Akhil Garg, Shruti Shevya, Wei Li, Liang Gao, Jasmine Siu Lee Lam
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2022, 19(3): 030901.
Paper No: JEECS-21-1093
https://doi.org/10.1115/1.4051802
Published Online: August 4, 2021
View Article titled, A Hybrid Convolutional Neural Network-Long Short Term Memory for Discharge Capacity Estimation of Lithium-Ion Batteries
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Topics: Batteries, Lithium-ion batteries, Electric vehicles, Temperature, Cycles, Trains
Journal Articles

Special Section on Degradation Prediction and Recycling of Renewable Energy and Energy Storage Systems: Scenarios of 2020–2025

Liang Gao, Akhil Garg
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Guest Editorial
J. Electrochem. En. Conv. Stor. August 2021, 18(3): 030301.
Paper No: JEECS-21-1100
https://doi.org/10.1115/1.4051349
Published Online: June 15, 2021
View Article titled, Special Section on Degradation Prediction and Recycling of Renewable Energy and Energy Storage Systems: Scenarios of 2020–2025
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Topics: Energy storage, Recycling, Renewable energy
Journal Articles

Real-Time State of Charge Estimation of the Extended Kalman Filter and Unscented Kalman Filter Algorithms Under Different Working Conditions

Xiongbin Peng, Yuwu Li, Wei Yang, Akhil Garg
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. November 2021, 18(4): 041007.
Paper No: JEECS-20-1159
https://doi.org/10.1115/1.4051254
Published Online: June 4, 2021
View Article titled, Real-Time State of Charge Estimation of the Extended Kalman Filter and Unscented Kalman Filter Algorithms Under Different Working Conditions
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Topics: Algorithms, Batteries, Errors, Kalman filters, Lithium-ion batteries, Circuits
Journal Articles

Measurement and Prediction of Decomposed Energy Efficiencies of Lithium Ion Batteries With Two Charge Models

Yuhao Huang, Yan Su, Akhil Garg
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2021, 18(3): 030901.
Paper No: JEECS-20-1145
https://doi.org/10.1115/1.4049576
Published Online: February 3, 2021
View Article titled, Measurement and Prediction of Decomposed Energy Efficiencies of Lithium Ion Batteries With Two Charge Models
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Topics: Artificial neural networks, Cycles, Lithium-ion batteries, Stress, Batteries, Transients (Dynamics)
Journal Articles

A Comprehensive Flowrate Optimization Design for a Novel Air–Liquid Cooling Coupled Battery Thermal Management System

Siqi Chen, Xuezhe Wei, Akhil Garg, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2021, 18(2): 021008.
Paper No: JEECS-20-1078
https://doi.org/10.1115/1.4048538
Published Online: October 14, 2020
View Article titled, A Comprehensive Flowrate Optimization Design for a Novel Air–Liquid Cooling Coupled Battery Thermal Management System
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Topics: Batteries, Cooling, Design, Optimization, Temperature, Thermal management, Air flow, Temperature distribution, Pareto optimization, Sensitivity analysis
Journal Articles

A Framework of Optimal Design of Thermal Management System for Lithium-Ion Battery Pack Using Multi-Objectives Optimization

Xiangping Liao, Chong Ma, Xiongbin Peng, Yuwu Li, Lianfeng Duan, Akhil Garg, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2021, 18(2): 021005.
Paper No: JEECS-20-1029
https://doi.org/10.1115/1.4048010
Published Online: August 24, 2020
View Article titled, A Framework of Optimal Design of Thermal Management System for Lithium-Ion Battery Pack Using Multi-Objectives Optimization
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Topics: Batteries, Computational fluid dynamics, Design, Lithium-ion batteries, Optimization, Pareto optimization, Temperature, Thermal management, Experimental design, Algorithms
Journal Articles

Optimization for Liquid Cooling Cylindrical Battery Thermal Management System Based on Gaussian Process Model

Wei Li, Akhil Garg, Mi Xiao, Liang Gao
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. April 2021, 13(2): 021015.
Paper No: TSEA-20-1237
https://doi.org/10.1115/1.4047526
Published Online: August 5, 2020
View Article titled, Optimization for Liquid Cooling Cylindrical Battery Thermal Management System Based on Gaussian Process Model
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Topics: Batteries, Cooling, Design, Optimization, Temperature, Thermal management, Pressure drop, Safety, Water
Journal Articles

Heat Transfer Efficiency Enhancement of Lithium-Ion Battery Packs by Using Novel Design of Herringbone Fins

Wei Li, A.K. Jishnu, Akhil Garg, Mi Xiao, Xiongbin Peng, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2020, 17(2): 021108.
Paper No: JEECS-19-1130
https://doi.org/10.1115/1.4046160
Published Online: March 3, 2020
View Article titled, Heat Transfer Efficiency Enhancement of Lithium-Ion Battery Packs by Using Novel Design of Herringbone Fins
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Topics: Batteries, Fins, Heat, Pressure drop, Temperature, Design, Heat transfer, Flow (Dynamics), Cooling, Lithium-ion batteries
Journal Articles

A Thermal Design and Experimental Investigation for the Fast Charging Process of a Lithium-Ion Battery Module With Liquid Cooling

Siqi Chen, Nengsheng Bao, Xiongbin Peng, Akhil Garg, Zhanglin Chen
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2020, 17(2): 021109.
Paper No: JEECS-19-1070
https://doi.org/10.1115/1.4045324
Published Online: November 14, 2019
View Article titled, A Thermal Design and Experimental Investigation for the Fast Charging Process of a Lithium-Ion Battery Module With Liquid Cooling
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Topics: Batteries, Cooling, Heat, Temperature, Lithium-ion batteries, Pressure, Thermal management, Design
Journal Articles

Battery Thermal Management System Design: Role of Influence of Nanofluids, Flow Directions, and Channels

Sanjay Srinivaas, Wei Li, Akhil Garg, Xiongbin Peng, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2020, 17(2): 021110.
Paper No: JEECS-19-1085
https://doi.org/10.1115/1.4045325
Published Online: November 14, 2019
View Article titled, Battery Thermal Management System Design: Role of Influence of Nanofluids, Flow Directions, and Channels
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Topics: Batteries, Design, Flow (Dynamics), Nanofluids, Temperature, Thermal management, Heat, Coolants
Journal Articles

A Novel Approach for Enhancing Thermal Performance of Battery Modules Based on Finite Element Modeling and Predictive Modeling Mechanism

Akhil Garg, C. Ruhatiya, Xujian Cui, Xiongbin Peng, Yogesh Bhalerao, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. May 2020, 17(2): 021103.
Paper No: JEECS-19-1061
https://doi.org/10.1115/1.4045194
Published Online: November 12, 2019
View Article titled, A Novel Approach for Enhancing Thermal Performance of Battery Modules Based on Finite Element Modeling and Predictive Modeling Mechanism
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Topics: Artificial neural networks, Batteries, Design, Finite element analysis, Finite element methods, Modeling, Optimization, Thermal management, Temperature, Cooling
Journal Articles

Electrochemical Performance Enhancement of Sodium-Ion Batteries Fabricated With NaNi 1/3 Mn 1/3 Co 1/3 O 2 Cathodes Using Support Vector Regression-Simplex Algorithm Approach

C. Ruhatiya, Surinder Singh, Ankit Goyal, Xiaodong Niu, Thi Ngoc Hanh Nguyen, Van Hoang Nguyen, Van Man Tran, My Loan Phung LE, Akhil Garg, Liang Gao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. February 2020, 17(1): 011009.
Paper No: JEECS-19-1031
https://doi.org/10.1115/1.4044358
Published Online: September 23, 2019
View Article titled, Electrochemical Performance Enhancement of Sodium-Ion Batteries Fabricated With NaNi 1/3 Mn 1/3 Co 1/3 O 2 Cathodes Using Support Vector Regression-Simplex Algorithm Approach
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Topics: Algorithms, Cycles, Manufacturing, Optimization, Sodium, Stability, Support vector machines, Sol-gel processing, Electrodes, Density
Journal Articles

A Review of State of Health Estimation of Energy Storage Systems: Challenges and Possible Solutions for Futuristic Applications of Li-Ion Battery Packs in Electric Vehicles

Sudipta Bijoy Sarmah, Pankaj Kalita, Akhil Garg, Xiao-dong Niu, Xing-Wei Zhang, Xiongbin Peng, Dipanwita Bhattacharjee
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research-Article
J. Electrochem. En. Conv. Stor. November 2019, 16(4): 040801.
Paper No: JEECS-18-1130
https://doi.org/10.1115/1.4042987
Published Online: March 25, 2019
View Article titled, A Review of State of Health Estimation of Energy Storage Systems: Challenges and Possible Solutions for Futuristic Applications of Li-Ion Battery Packs in Electric Vehicles
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Topics: Batteries, Electric vehicles, Lithium-ion batteries, Temperature, Energy storage, Design
Journal Articles

Temperature Distribution Optimization of an Air-Cooling Lithium-Ion Battery Pack in Electric Vehicles Based on the Response Surface Method

Xiangping Liao, Chong Ma, Xiongbin Peng, Akhil Garg, Nengsheng Bao
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research-Article
J. Electrochem. En. Conv. Stor. November 2019, 16(4): 041002.
Paper No: JEECS-18-1115
https://doi.org/10.1115/1.4042922
Published Online: March 12, 2019
View Article titled, Temperature Distribution Optimization of an Air-Cooling Lithium-Ion Battery Pack in Electric Vehicles Based on the Response Surface Method
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Topics: Batteries, Cooling, Design, Lithium-ion batteries, Optimization, Temperature, Temperature distribution, Electric vehicles, Response surface methodology