Heat dissipation optimization for a serpentine liquid cooling battery thermal management system: An application of surrogate assisted approach

Wang, Ningbo; Li, Congbo; Li, Wei; Chen, Xingzheng; Li, Yongsheng; Qi, Dongfeng

doi:10.1016/j.est.2021.102771

Cited by 98 publications

(11 citation statements)

References 37 publications

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“…It maintains the required model complexity in the design phase, and the surrogate model transfers the required information for system optimization. The effectiveness of this approach was observed in several studies in different designs such as battery thermal management system [18], permanent magnet synchronous motor [19], battery package optimization [20]. A similar approach is the core idea explained in the article.…”

Section: List Of Symbolsmentioning

confidence: 92%

Geometric Design of Micro Scale Volumetric Receiver Using System-Level Inputs: An Application of Surrogate-Based Approach

Akba¹,

Baker²,

Mengüç³

2022

Preprint

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Concentrating solar thermal power is an emerging renewable technology with accessible storage options to generate electricity when required. Central receiver systems or solar towers have the highest commercial potential in largescale power plants because of reaching the highest temperature. With the increasing solar chemistry applications and new solar thermal power plants, various receiver designs require in micro or macro-scale, in materials, and temperature limits. The purpose of the article is computing the geometry of the receiver in various conditions and provide information during the conceptual design. This paper proposes a surrogate-based design optimization for a micro-scale volumetric receiver model in the literature. The study includes creating training data using the Latin Hypercube method, training five different surrogate models, surrogate model validation, selection procedure, and surrogate-based design optimization. Selected surrogates have over 98% R 2 fit and less than 4% root mean square error. In final step, optimization performance compared with the base model. Because of the model complexity, surrogate models reached better objective values in a significantly shorter time.

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Section: List Of Symbolsmentioning

confidence: 92%

Geometric Design of Micro Scale Volumetric Receiver Using System-Level Inputs: An Application of Surrogate-Based Approach

Akba¹,

Baker²,

Mengüç³

2022

Preprint

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“…In their latest paper published in 2022, they proposed an optimal design method of parallel BTMS based on a countercurrent resistance network model resulting in a 55% reduction in the ΔT max of the battery pack. 179 Wang et al 180 used MOGA to optimize the diameter of the serpentine channel. There are researchers that used a genetic algorithm to optimize the height, length, and pitch of fins in cooling channel of the liquid cooling system.…”

Section: Optimizing Intelligencementioning

confidence: 99%

Review on Thermal Management of Lithium-Ion Batteries for Electric Vehicles: Advances, Challenges, and Outlook

Jing

et al. 2023

Energy Fuels

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Due to strict regulations and the requirement to reduce greenhouse gas emissions, electric vehicles (BEVs) are a promising mode of transportation. The lithium battery is the most important power source for an electric vehicle, but its performance and life are greatly restricted by temperature. To ensure the safety of automobile operation and alleviate mileage anxiety, it is urgent to understand the current situation and predict the development and challenge of battery thermal management system. This work reviews the existing thermal management research in five areas, including cooling and heating methods, modeling optimization, control methods, and thermal management system integration for lithium batteries. Battery thermal management types include air-based, liquid-based, PCM-based, heatpipe-based, and direct cooling. Designing a better battery thermal management system not only needs to be optimized using algorithms on the model but also it uses intelligent algorithms for precise control to achieve safety and reduce energy consumption. This work also reviews the differences in thermal management systems between square and cylindrical batteries and summarizes the development trend of modularity in battery thermal management systems.

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“…Through Fluent-3D numerical simulation, they systematically studied the heat transfer performance of the T-Y heat sink with different inlet mass flow rates and other structural parameters using liquid GaInSn coolant. Wang et al 154 studied a liquid-cooled BTMS with microchannels featuring a serpentine design. They investigated the arrangement of the serpentine microchannels on the cooling plate.…”

Section: Reviewmentioning

confidence: 99%

Research progress in liquid cooling technologies to enhance the thermal management of LIBs

Zhou,

Chen,

Zhang

et al. 2023

Mater. Adv.

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Heat dissipation optimization for a serpentine liquid cooling battery thermal management system: An application of surrogate assisted approach

Cited by 98 publications

References 37 publications

Geometric Design of Micro Scale Volumetric Receiver Using System-Level Inputs: An Application of Surrogate-Based Approach

Geometric Design of Micro Scale Volumetric Receiver Using System-Level Inputs: An Application of Surrogate-Based Approach

Review on Thermal Management of Lithium-Ion Batteries for Electric Vehicles: Advances, Challenges, and Outlook

Research progress in liquid cooling technologies to enhance the thermal management of LIBs

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