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The battery thermal management system is critical for the lifespan and safety of lithium-ion batteries. This study presents the design of a liquid cooling system with asymmetric flow channels. To achieve optimal overall performance, a comprehensive multi-objective optimization framework is proposed to optimize the system parameters.
Bulut et al. conducted predictive research on the effect of battery liquid cooling structure on battery module temperature using an artificial neural network model. The research results indicated that the power consumption reduced by 22.4% through optimization. The relative error of the prediction results was less than 1% (Bulut et al., 2022).
Discussion: The proposed liquid cooling structure design can effectively manage and disperse the heat generated by the battery. This method provides a new idea for the optimization of the energy efficiency of the hybrid power system. This paper provides a new way for the efficient thermal management of the automotive power battery.
In summary, the optimization of the battery liquid cooling system based on NSGA-Ⅱ algorithm solves the heat dissipation inside the battery pack and improves the performance and life of the battery.
Single-factor analysis The parameters that affect the thermal performance and pressure drop of the liquid cooling system include mass flow rate (Vc), channel length (l), and coolant temperature (Tc). The single-factor analysis method was adopted to determine the value ranges of these optimization variables.
To achieve optimal overall performance, a comprehensive multi-objective optimization framework is proposed to optimize the system parameters. The numerical model of the liquid cooling system is developed and validated. The ranges of the optimization variables are determined through the single-factor analysis.
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Ashutosh Sharma, Mehdi Khatamifar, Wenxian Lin, Ranga Pitchumani, A state-of-the-art review on numerical investigations of liquid-cooled battery thermal management …
Get Price >>Cell-to-pack (CTP) structure has been proposed for electric vehicles (EVs). However, massive heat will be generated under fast charging. To address the temperature control and thermal …
Get Price >>Abstract: For an electric vehicle, the battery pack is energy storage, and it may be overheated due to its usage and other factors, such as surroundings. Cooling for the battery pack is needed to …
Get Price >>The widespread use of lithium-ion batteries in electric vehicles and energy storage systems necessitates effective Battery Thermal Management Systems (BTMS) to mitigate performance …
Get Price >>Multiobjective Optimization of a Parallel Liquid Cooling Thermal Management System for Prismatic Batteries ... and the optimization of these parameters is carried out by …
Get Price >>To increase the effectiveness of liquid-cooled battery thermal management systems (BTMS) in electric vehicles, a unique liquid-cooled plate with a discrete, inclined, and …
Get Price >>An efficient battery pack-level thermal management system was crucial to ensuring the safe driving of electric vehicles. To address the challenges posed by insufficient …
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Get Price >>5 · In this work, the liquid-based BTMS for energy storage battery pack is simulated and evaluated by coupling electrochemical, fluid flow, and heat transfer interfaces with the control …
Get Price >>An up-to-date review on the design improvement and optimization of the liquid-cooling battery thermal management system for electric vehicles
Get Price >>This study proposes three distinct channel liquid cooling systems for square battery modules, and compares and analyzes their heat dissipation performance to ensure …
Get Price >>To minimize both the volumetrically average temperature of the battery pack and the energy dissipation of the cooling system, a bi-objective topology optimization model is …
Get Price >>algorithm II was designed to optimize the parameters of liquid cooling structure of vehicle energy storage battery. The objective function and constraint conditions in the optimization process …
Get Price >>This study aims to investigate the multi-objective optimization method for liquid cooling plates in automotive power batteries. The response surface method and NSGA-II were …
Get Price >>integrating PCM cooling, air cooling and liquid cooling is established. The influence of liquid cooling layout and flow direction on temperature uniformity is discussed. The flow parameters …
Get Price >>Li [7] developed a mathematical model using the superstructure concept combined with Pinch Technology and Genetic Algorithm to evaluate and optimize various …
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Get Price >>Air cooling, liquid cooling, phase change cooling, and heat pipe cooling are all current battery pack cooling techniques for high temperature operation conditions [7,8,9]. …
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Get Price >>Aiming at the significant heat generated by high power density batteries in the process of charging and discharging at high current, a design and optimization scheme of battery liquid cooling …
Get Price >>5 · In the discharging process, the liquid air is pumped, heated and expanded to generate electricity, where cold energy produced by liquid air evaporation is stored to enhance the liquid …
Get Price >>During the use of electric vehicles, lithium-ion batteries are very sensitive to temperature, so high or low temperatures will hurt the performance of the battery. In this paper, we mainly use …
Get Price >>The increasing demand for electric vehicles (EVs) has brought new challenges in managing battery thermal conditions, particularly under high-power operations. This paper …
Get Price >>In this study, an efficient and dynamic response liquid battery cooling system was designed. The system uses the fluid cooling medium to directly contact the inside of the battery, and …
Get Price >>The structural design of liquid cooling plates represents a significant area of research within battery thermal management systems this study, we aimed to analyze the …
Get Price >>The optimization results showed that the system has the best overall performance when the system-levelized cost of storage is considered the objective function, …
Get Price >>Compared with the conventional channel liquid-cooled plate, the maximum temperature of the battery module of the rib-grooved liquid-cooled plate is reduced by 0.74 °C, …
Get Price >>The cooling methods employed by BTMS can be broadly categorized into air cooling [7], phase change material cooling [8], heat pipe cooling [9] and liquid cooling …
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Get Price >>Methods: An optimization model based on non-dominated sorting genetic algorithm II was designed to optimize the parameters of liquid cooling structure of vehicle …
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Get Price >>Through thermal management optimization, the maximum temperature rise of the battery relative to the initial temperature is controlled within 7.68 K, the temperature difference is controlled within 4.22 K (below the …
Get Price >>The optimization of the liquid cooling heat dissipation structure of the vehicle mounted energy storage battery based on NSGA-II was studied to reduce the temperature. …
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