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Experimental Study on the Small Two-phase Thermosyphon Loop with Minichannel Evaporator 带小通道蒸发器的小型两相热虹吸回路的实验研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.1115/1.4063913
Yang Liu, Zhe Yan, Zhenhua Jiang, Nanxi Li, Baoyu Yang, Yinong Wu
Abstract This study experimentally investigates the small two-phase thermosyphon loop with minichannel evaporator. The influences of heating power, fan power, and inclination angle on the heat transfer performance are presented and the related mechanisms are revealed. Results show that the thermal resistance of the thermosyphon loop tends to decrease as the heating power is increased. It is found that there exists an optimal value of fan power. Interestingly, the invalidity behavior of thermosyphon under the inclination condition prefers to occur at higher heating power. To sum up, the small two-phase thermosyphon loop with minichannel evaporator could produce the excellent heat transfer performance with energy-saving characteristics, indicating its wide potential applications in the field of electronic chip cooling.
摘要:本文对带小通道蒸发器的小型两相热虹吸回路进行了实验研究。研究了加热功率、风机功率和风机倾角对传热性能的影响,揭示了传热机理。结果表明,随着加热功率的增大,热虹吸回路的热阻有减小的趋势。发现风机功率存在一个最优值。有趣的是,在倾斜条件下,热虹吸管的失效行为倾向于在较高的加热功率下发生。综上所述,带小通道蒸发器的小型两相热虹吸回路具有良好的传热性能和节能特性,在电子芯片冷却领域具有广阔的应用前景。
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引用次数: 0
EXPERIMENTAL AND NUMERICAL STUDIES ON AN AUTOMOBILE AIR CONDITIONING SYSTEM WITH THE REFRIGERANTS R134a, R1234yf AND R1234ze(E) 制冷剂R134a、R1234yf、R1234ze(E)汽车空调系统的实验与数值研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.1115/1.4063910
GURUDATT H. M., G. S. V. L. Narasimham, B. Sadashive Gowda
Abstract The 2016 Kigali amendment suggested phase-out of the HFCs and this process will go on until 2036 in industrialized nations and until 2047 in non-industrial nations to accomplish a condition of 85% decrease of HFCs. The HFC134a refrigerant used in vehicle air conditioning has a Global Warming Potential (GWP) of 1300, which prompted researchers to look for new low-GWP refrigerants. Recent research has revealed that the HydroFluoroOlefin (HFO) refrigerants R1234yf and R1234ze(E) with a GWP of 4 or less, show promise for application in Automobile Air Conditioning (AAC) field. The AAC requires special attention due to frequent leakages of HFC caused by vibration-induced pipe failures. In this research, the low-GWP refrigerants R1234yf and R1234ze(E) are considered to explore the AAC system performance and comparisons are made with the currently used refrigerant HFC134a. The numerical simulations are performed by including and excluding liquid-to-suction heat exchanger/Internal Heat Exchanger (IHX). The results show that use of IHX is advantageous for both R1234yf and R1234ze(E). R1234yf with IHX is a better alternative in the current AAC system working with R134a without IHX, with only a slight compromise in the system's performance and also the performance of R1234yf is better than R1234ze(E). Finally, the numerical simulation results are validated against the experimental results for R134a and R1234yf and found that most of the results agree within 10% deviation for system without IHX and within 15% deviation for system with IHX.
2016年基加利修正案建议逐步淘汰氢氟碳化物,工业化国家的这一进程将持续到2036年,非工业国家将持续到2047年,以实现氢氟碳化物减少85%的条件。用于汽车空调的HFC134a制冷剂的全球变暖潜能值(GWP)为1300,这促使研究人员寻找新的低GWP制冷剂。近年来的研究表明,氢氟烯烃(HFO)制冷剂R1234yf和R1234ze(E)的GWP值在4以下,在汽车空调(AAC)领域具有广阔的应用前景。由于振动引起的管道故障导致HFC经常泄漏,因此需要特别注意AAC。本研究采用低gwp制冷剂R1234yf和R1234ze(E)来探讨AAC系统的性能,并与目前使用的制冷剂HFC134a进行比较。数值模拟是通过包括和不包括液吸式热交换器/内部热交换器(IHX)来进行的。结果表明,使用IHX对R1234yf和R1234ze(E)都是有利的。带IHX的R1234yf是目前使用不带IHX的R134a的AAC系统中较好的替代方案,系统性能仅略有降低,而且性能优于R1234ze(E)。最后,将数值模拟结果与R134a和R1234yf的实验结果进行了验证,发现在不含IHX的情况下,数值模拟结果的偏差在10%以内,在含IHX的情况下,数值模拟结果的偏差在15%以内。
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引用次数: 0
Thermal Inactivation of Airborne SARS-CoV-2 by an Electric Fan Heater in Winter and Defining Conditions to Ensure That All the Air Passes through the Fan 电风扇加热器在冬季机载SARS-CoV-2的热灭活及确保所有空气通过风扇的条件
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.1115/1.4063911
Murat Canpolat, Çagri Sakalar, Serhat Bozkurt, Ahmet Yilmaz Çoban, Deniz Karaçayli, Emre Toker
Abstract The way the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is spread, especially in closed environments, is airborne transmission. The study aims to assess the thermal inactivation of airborne SARS-CoV-2 in a 30 m3 test room as a function of outlet temperature, airflow rate, and operating time of an electric heater, then define a condition to ensure that all air in the room passes through the electric heater. Aerosolized SARS-CoV-2 was delivered to the test room at an ambient temperature of 20 C and 40% humidity. Two electric heaters with different power and airflow rates were operated respectively in the test room to compare their efficiencies in the inactivation of airborne SARS-CoV-2. The first and second electric heaters had power, airflow rates, and outlet temperatures of 1.5 kW, 44 m3/h, 220 °C, and 3 kW, 324 m3/h, and 150 °C, respectively. A fan drew the outside air into the heater. In the first experiment, a 1.5 kW electric heater was operated in the test room for 80 minutes. In the second experiment, a 3 kW electric heater was used in the test room for 75 minutes. Airborne SARS-CoV-2 in the test room was inactivated by 99.00% and 99.96% in the first and second experiments, respectively. A condition is defined to ensure that all the air in the room passes at least once through the electric heater fan.
严重急性呼吸综合征冠状病毒2 (SARS-CoV-2)的传播方式主要是空气传播,特别是在封闭环境中传播。本研究旨在评估在一个30 m3的测试室内,空气中SARS-CoV-2的热失活与出口温度、流速和电加热器运行时间的关系,并确定一个条件,以确保房间内的所有空气都通过电加热器。雾化后的SARS-CoV-2在环境温度为20℃、湿度为40%的条件下被送到试验室。在试验室中分别运行两台不同功率和风量的电加热器,比较它们对空气中SARS-CoV-2的灭活效率。第一和第二电加热器的功率、气流速率和出口温度分别为1.5 kW、44 m3/h、220°C和3 kW、324 m3/h、150°C。风扇把外面的空气吸入加热器。在第一个实验中,一台1.5 kW的电加热器在试验室运行80分钟。在第二个实验中,在测试室内使用3kw电加热器75分钟。第一次和第二次实验中,试验室空气传播的SARS-CoV-2灭活率分别为99.00%和99.96%。设定条件,保证室内所有空气至少一次通过电加热风扇。
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引用次数: 0
Improving the heat transfer performance of the tower molten salt solar receiver with the novel folded flow tubes 新型折叠流管改善塔式熔盐太阳能接收器的传热性能
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.1115/1.4063912
Yun Liu, Wenzhao Wang, Chuanzhi Zhang, Tao Li, Xu Zhao
Abstract The molten salt has been widely used in concentrated solar power generation as an effective high-temperature heat transfer and heat storage working fluid. However, due to the concentrating characteristic of tower receiver, the solar flux distribution of molten salt receiver is extremely non-uniform, and thus the circumferential non-uniform heat flux has a prominent effect on the heat transfer performance and reliability of traditional solar molten salt receiver tube (TRT). In this contribution, in order to solve above problems, we propose some novel folded flow tubes (NFTs), which add a partition in the tube and seal the top with end cap so that the inflow and outflow of the fluid can only proceed from the same cross-section. Then, we apply the binary nitrate (solar salt) as heat transfer fluid, which is a mixture of 60% sodium nitrate and 40% potassium nitrate. Firstly, we analyze some effects such as flow parameters, structure and heat flux loading direction on the convective heat transfer performance of the NFTs. The results show that the circumferential temperature difference of NFTs is about 17 ~ 92k lower than that of TRT, and the molten salt temperature distribution is more uniform accordingly. Moreover, the heat transfer coefficient is increased about 88.37% ∼ 122.85%, which can provide a guidance for the structural optimization of practical solar molten salt receivers to improve the heat transfer performance and reliability.
摘要熔盐作为一种有效的高温传热蓄热工质在聚光太阳能发电中得到了广泛的应用。然而,由于塔式接收器的聚光特性,熔盐接收器的太阳通量分布极不均匀,因此周向不均匀热流密度对传统太阳能熔盐接收管(TRT)的传热性能和可靠性影响突出。在本文中,为了解决上述问题,我们提出了一些新型的折叠流管(nft),它在管中增加隔板,并用端盖密封顶部,使流体的流入和流出只能从同一截面进行。然后,我们采用60%硝酸钠和40%硝酸钾的混合物二元硝酸盐(太阳盐)作为传热流体。首先,分析了流动参数、结构、热流载荷方向等因素对nft对流换热性能的影响。结果表明:nft的周向温差比TRT小17 ~ 92k,熔盐温度分布更加均匀;传热系数提高了约88.37% ~ 122.85%,可为实际太阳能熔盐接收器的结构优化提供指导,以提高传热性能和可靠性。
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引用次数: 0
Numerical Study on the Application of Pressure-swirl Atomizing Nozzle in a Direct Air Cooling Condenser of the Power Plant 压力旋流雾化喷嘴在电厂直接空冷冷凝器中的应用数值研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.1115/1.4063921
Tianyun Liu
Abstract In this paper, a pressure-swirl atomizing nozzle was proposed to improve the atomization characteristics and enhance the heat transfer characteristics. By modifying the structural parameters of the nozzle, the effect of angles of inclined holes on the swirl plate on the heat transfer characteristics was studied and the structure of nozzle was optimized based on Fluent software. The corresponding relationship between the pressure difference between the inlet and outlet of the nozzle and the flow rate was obtained, which provides a basis for the parameter setting of the DPM. The nozzle was then applied to a spray humidification system of a direct air cooling unit in the power plant. The influences of nozzles arrangement and spray directions on the vacuum degree of the system were studied. The results of numerical study show that the nozzles with inclined holes with an angle of 45° not only have the highest heat transfer efficiency but also have the highest heat transfer uniformity among all the simulated cases. In the air cooling unit of the power plant, when the nozzles are arranged in staggered rows and the angle between the spray direction and the positive direction along the height is kept at 15°, the heat transfer performance of spray humidification is the best; the vacuum degree of the condenser is the highest.
为了改善雾化特性,增强传热特性,提出了一种压力旋流雾化喷嘴。通过对喷嘴结构参数的修改,研究了旋流板上斜孔角度对喷嘴传热特性的影响,并基于Fluent软件对喷嘴结构进行了优化。得到了喷嘴进出口压差与流量的对应关系,为DPM的参数设置提供了依据。然后将该喷嘴应用于电厂直接空气冷却装置的喷雾加湿系统。研究了喷嘴布置和喷射方向对系统真空度的影响。数值研究结果表明,45°斜孔的换热效率最高,换热均匀性最好。在电厂空冷机组中,当喷嘴错开排列,喷雾方向与正方向沿高度夹角保持在15°时,喷雾加湿换热性能最佳;冷凝器的真空度是最高的。
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引用次数: 0
Experimental and numerical investigations on flexible paraffin/fiber composite phase change material 柔性石蜡/纤维复合相变材料的实验与数值研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.1115/1.4063520
Qi Zhang, Yanfang Li, Xuehong Wu, Xueling Zhang, Yanling Wang, Song Jun, Chongyang Liu
Abstract A flexible paraffin/hollow fiber phase change composite was prepared using a simple impregnation method, and the thermal-release performance of a piece of woven paraffin/hollow fiber rectangular blocks was systematically investigated using experimental and numerical methods. The experimental results of the thermal-release performance were highly consistent with the numerical results. Consequently, the thermal-release performance, including the available energy and solidification time, of the paraffin/hollow fiber with different melting temperatures, mass fractions (corresponding to the enthalpy), specific heat, and thermal conductivity were numerically investigated. The available energy of the paraffin/hollow fiber completely depends on the mass fraction of the paraffin. The solidification time mainly depends on the mass fraction of the paraffin and secondarily on the thermal conductivity, while the specific heat has little effect on the solidification time. Therefore, the thermal-release performance of the paraffin/hollow fiber could be optimized through numerical simulation by altering the solidification temperature, mass fraction, thermal conductivity, and specific heat.
摘要采用简单浸渍法制备了柔性石蜡/中空纤维相变复合材料,并采用实验和数值方法系统研究了编织石蜡/中空纤维矩形块的放热性能。热释放性能的实验结果与数值结果高度一致。因此,对不同熔融温度、质量分数(对应焓)、比热和导热系数下石蜡/中空纤维的热释放性能,包括可用能量和凝固时间进行了数值研究。石蜡/空心纤维的有效能完全取决于石蜡的质量分数。凝固时间主要受石蜡质量分数的影响,其次受导热系数的影响,而比热对凝固时间的影响较小。因此,通过数值模拟可以通过改变凝固温度、质量分数、导热系数和比热来优化石蜡/中空纤维的放热性能。
{"title":"Experimental and numerical investigations on flexible paraffin/fiber composite phase change material","authors":"Qi Zhang, Yanfang Li, Xuehong Wu, Xueling Zhang, Yanling Wang, Song Jun, Chongyang Liu","doi":"10.1115/1.4063520","DOIUrl":"https://doi.org/10.1115/1.4063520","url":null,"abstract":"Abstract A flexible paraffin/hollow fiber phase change composite was prepared using a simple impregnation method, and the thermal-release performance of a piece of woven paraffin/hollow fiber rectangular blocks was systematically investigated using experimental and numerical methods. The experimental results of the thermal-release performance were highly consistent with the numerical results. Consequently, the thermal-release performance, including the available energy and solidification time, of the paraffin/hollow fiber with different melting temperatures, mass fractions (corresponding to the enthalpy), specific heat, and thermal conductivity were numerically investigated. The available energy of the paraffin/hollow fiber completely depends on the mass fraction of the paraffin. The solidification time mainly depends on the mass fraction of the paraffin and secondarily on the thermal conductivity, while the specific heat has little effect on the solidification time. Therefore, the thermal-release performance of the paraffin/hollow fiber could be optimized through numerical simulation by altering the solidification temperature, mass fraction, thermal conductivity, and specific heat.","PeriodicalId":17404,"journal":{"name":"Journal of Thermal Science and Engineering Applications","volume":"77 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135514404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical investigation of the heat transfer characteristics of liquid lithium metal in spiral tubes 液态锂金属在螺旋管内传热特性的数值研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.1115/1.4063570
Yongfu Liu, Yi He, Peng Tan
Abstract The application of liquid lithium as a coolant for the forthcoming era of space nuclear reactors exhibits significant potential, and spiral tube heat exchanger components are commonly used in steam generators for reactors. However, the heat transfer characteristics of liquid lithium in spiral tubes are not yet fully understood. This research establishes a non-isothermal heat transfer model incorporating a modified turbulent Prandtl number to analyze the flow of liquid lithium through spiral tubes with varying geometries. Numerical analysis is carried out focusing on the influence of inlet velocity, the distribution of related parameters, and the geometry of spiral tubes. The results demonstrate that in the range of the dimensionless Dean number 8165–13,063, the Nusselt number and the pressure drop present approximately linear relations with the Dean number. For the distribution law of relevant physical quantities, the inner side of the tube displays an eye-anatomy low-flowrate area and a high-temperature area, while a low-pressure area forms on the inner pipe wall. Finally, the pitch and spiral radius are found to be reduced as much as possible to ensure high liquid lithium-based heat transfer performance with a small pressure drop. The optimized design parameters reveal that within the actual design range of non-dimensional pitch of 0.667–10.667 and curvature of 0.0556–0.1667, the non-dimensional pitch and curvature are 0.667–2.667 and 0.1667, respectively. This study offers valuable insights into the heat transfer properties of liquid lithium within heat exchangers of the spiral tube design, promoting its application in space nuclear reactor power supply.
摘要在即将到来的空间核反应堆时代,液态锂作为冷却剂的应用显示出巨大的潜力,螺旋管换热器组件是反应堆蒸汽发生器中常用的部件。然而,液态锂在螺旋管内的传热特性尚不完全清楚。本文建立了一个包含修正湍流普朗特数的非等温传热模型,分析了液态锂在不同几何形状螺旋管内的流动。数值分析了进口速度、相关参数的分布以及螺旋管的几何形状对其性能的影响。结果表明:在无量纲Dean数8165 ~ 13063范围内,Nusselt数和压降与Dean数呈近似线性关系;从相关物理量的分布规律来看,管内呈现眼解剖低流量区和高温区,管内壁形成低压区。最后,尽可能地减小螺距和螺旋半径,以保证在小压降下高的液态锂基传热性能。优化后的设计参数表明,在无量纲节距0.667 ~ 10.667、曲率0.0556 ~ 0.1667的实际设计范围内,无量纲节距为0.667 ~ 2.667,曲率为0.1667。本研究对螺旋管式换热器内液态锂的传热特性研究具有重要意义,可促进其在空间核反应堆电源中的应用。
{"title":"Numerical investigation of the heat transfer characteristics of liquid lithium metal in spiral tubes","authors":"Yongfu Liu, Yi He, Peng Tan","doi":"10.1115/1.4063570","DOIUrl":"https://doi.org/10.1115/1.4063570","url":null,"abstract":"Abstract The application of liquid lithium as a coolant for the forthcoming era of space nuclear reactors exhibits significant potential, and spiral tube heat exchanger components are commonly used in steam generators for reactors. However, the heat transfer characteristics of liquid lithium in spiral tubes are not yet fully understood. This research establishes a non-isothermal heat transfer model incorporating a modified turbulent Prandtl number to analyze the flow of liquid lithium through spiral tubes with varying geometries. Numerical analysis is carried out focusing on the influence of inlet velocity, the distribution of related parameters, and the geometry of spiral tubes. The results demonstrate that in the range of the dimensionless Dean number 8165–13,063, the Nusselt number and the pressure drop present approximately linear relations with the Dean number. For the distribution law of relevant physical quantities, the inner side of the tube displays an eye-anatomy low-flowrate area and a high-temperature area, while a low-pressure area forms on the inner pipe wall. Finally, the pitch and spiral radius are found to be reduced as much as possible to ensure high liquid lithium-based heat transfer performance with a small pressure drop. The optimized design parameters reveal that within the actual design range of non-dimensional pitch of 0.667–10.667 and curvature of 0.0556–0.1667, the non-dimensional pitch and curvature are 0.667–2.667 and 0.1667, respectively. This study offers valuable insights into the heat transfer properties of liquid lithium within heat exchangers of the spiral tube design, promoting its application in space nuclear reactor power supply.","PeriodicalId":17404,"journal":{"name":"Journal of Thermal Science and Engineering Applications","volume":"84 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135514415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect mechanism of ambient air parameters on the thermal performance for cooling towers 环境空气参数对冷却塔热工性能的影响机理
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.1115/1.4063875
Lei Zhang, Jun Zhou, Simeng Zuo, Guangyao An, Jinhua Lang, Wei Yuan
Abstract With the increasing volume of the cooling tower, the influence of environmental factors on the thermal performance of the cooling tower is not clear. Therefore, in order to more comprehensively study the influence mechanism of ambient air parameters on the thermal performance of the natural draft wet cooling tower, the key parameters such as gas-water ratio, circulating water temperature difference and heat transfer in each zone are calculated, and the temperature field and humidity field are also investigated. The results show that the circulating water temperature difference decreases most with the increase of ambient temperature, which is 7.63°C. However, atmospheric pressure makes the circulating water temperature difference decrease the least, which is 0.95°C, resulting in the decrease of heat transfer in the three zones by 14.9%, 10.6% and 26.0% respectively. The increase of relative humidity and atmospheric pressure leads to the increase of contact heat transfer and the decrease of evaporative mass transfer. The increase of ambient temperature makes the contact heat transfer and evaporative mass transfer decrease, and finally the heat and mass transfer capacity of the cooling tower decreases. This study establishes a theoretical basis for further optimization of the thermal performance and energy-saving design of cooling towers.
摘要随着冷却塔容积的不断增大,环境因素对冷却塔热工性能的影响尚不清楚。因此,为了更全面地研究环境空气参数对自然通风湿式冷却塔热工性能的影响机理,对各区域的气水比、循环水温差、换热等关键参数进行了计算,并对温度场和湿度场进行了研究。结果表明:随着环境温度的升高,循环水温差减小幅度最大,为7.63℃;而大气压使循环水温差减小最小,为0.95℃,导致三区换热分别减小14.9%、10.6%和26.0%。相对湿度和大气压力的增大导致接触换热增大,蒸发传质减小。环境温度的升高使冷却塔的接触传热和蒸发传质减小,最终使冷却塔的传热和传质能力减小。本研究为进一步优化冷却塔的热工性能和节能设计奠定了理论基础。
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引用次数: 0
Performance evaluation and optimal design analysis of a continuous-operation solar-driven cooling absorption systems with thermal energy storage 具有蓄热功能的连续运行太阳能制冷吸收系统性能评价与优化设计分析
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.1115/1.4063409
Gustavo A Patiño-Jaramillo, Alejandro Rivera, Julian D. Osorio
Abstract A solar absorption cooling system consisting of a flat plate collector, thermal energy storage tank, and absorption chiller is analyzed in this work. A dimensionless model is developed from the energy balance on each component and the chiller’s characteristic performance curves. The model is used to determine the interaction and influence of different parameters such as tank size, solar collector area, chiller size, cooling load, cooling temperature, heat loss, and mass flow rates on the performance. From the analysis, smaller solar collector areas are required for lower cooling loads and smaller tank volumes. A specific cooling load of 1 × 10−5 will require a specific solar collector area between two and six times larger, depending on the initial tank temperature, than the area required for a baseline system that considers typical commercial design and operation parameters. A similar behavior was observed for the specific tank volume. For the baseline system, the minimum specific area of the collector of 9.57 is achieved for an initial tank temperature of 1.19. For a cooling load of 1 × 10−5, the optimum initial tank temperature will be 1.11 that results in a minimum specific solar collector area of 25.26. A specific tank volume of 4 × 10−4 will also have an optimum initial tank temperature of 1.11 that minimizes the specific solar collector area to a value of 28.18. The approach and analysis in this work can be used to determine design parameters for solar absorption cooling systems based on a proper relation among system’s dimensions to achieve optimum operation.
摘要本文分析了一种由平板集热器、储热罐和吸收式制冷机组成的太阳能吸收式制冷系统。从各部件的能量平衡和制冷机的特性性能曲线出发,建立了无量纲模型。该模型用于确定水箱尺寸、太阳能集热器面积、制冷机尺寸、冷却负荷、冷却温度、热损失和质量流量等不同参数对性能的相互作用和影响。从分析来看,更小的太阳能集热器面积需要更低的冷却负荷和更小的储罐容积。1 × 10−5的特定冷却负荷将需要比考虑典型商业设计和操作参数的基线系统所需面积大2到6倍的特定太阳能集热器面积,具体取决于初始水箱温度。对于特定的储罐容积,也观察到类似的行为。对于基线系统,在初始储罐温度为1.19时,收集器的最小比面积为9.57。当冷却负荷为1 × 10−5时,最佳初始水箱温度为1.11,则太阳能集热器的最小比面积为25.26。4 × 10−4的特定水箱容积也将具有1.11的最佳初始水箱温度,使特定太阳能集热器面积最小化至28.18的值。本文的方法和分析可用于确定太阳能吸收式冷却系统的设计参数,使系统各尺寸之间的关系合理,以达到最佳运行。
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引用次数: 0
Multiobjective optimization of air-cooled perforated micro pin fin heat sink via an artificial neural network surrogate model coupled with NSGA-II 基于NSGA-II的人工神经网络代理模型的风冷多孔微针翅散热器多目标优化
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.1115/1.4063682
Deepa Gupta, Probir Saha, Somnath Roy
Abstract This research aims to create an artificial neural network (ANN) regression model for predicting the performance parameters of the perforated micro-pin fin (MPF) heat sinks for various geometric parameters and inflow conditions. A three-dimensional computational fluid dynamics (CFD) simulation system is developed to generate dataset samples under different operational conditions, which are specified using Latin hypercube sampling (LHS). An ANN model is first obtained by optimizing the model hyper-parameters, which are then deployed to learn from the input feature space that consists of perforation diameter, perforation location, and inflow velocity. For accurate training of the ANN, the model is trained over a range of uniformly distributed data points in the input feature space. The developed multi-layer model predicted Nusselt number and friction factor with the mean absolute percentage error of 4.45% and 1.80%, respectively. Subsequently, the developed surrogate model is used in the optimization study to demonstrate the application of the surrogate model. A multi-objective non-dominated sorting genetic algorithm (NSGA-II) is used to perform the optimization of the perforation location, diameter, and inflow conditions. Negative of the Nusselt number and friction factor are chosen as objectives to minimize. A Pareto front is obtained from the optimization study that shows a set of optimal solutions. Thermal performance of the perforated MPF is increased between 11.5% and 39.77%. The optimizer selected a significantly smaller hole diameter at a higher location and a faster speed to maximize the Nusselt number and minimize the friction factor.
摘要本研究旨在建立一个人工神经网络(ANN)回归模型,用于预测不同几何参数和入流条件下穿孔微针翅(MPF)散热器的性能参数。建立了一个三维计算流体动力学(CFD)仿真系统,以生成不同操作条件下的数据集样本,并使用拉丁超立方体采样(LHS)来指定样本。首先通过优化模型超参数获得人工神经网络模型,然后利用模型超参数从由射孔直径、射孔位置和流入速度组成的输入特征空间中学习。为了准确训练人工神经网络,在输入特征空间中均匀分布的数据点范围内训练模型。所建立的多层模型预测Nusselt数和摩擦系数的平均绝对百分比误差分别为4.45%和1.80%。随后,将开发的代理模型应用于优化研究,以验证代理模型的应用。采用多目标非支配排序遗传算法(NSGA-II)对射孔位置、直径和流入条件进行优化。选择负的努塞尔数和摩擦系数作为最小化的目标。通过优化研究,得到了一个帕累托前沿,并给出了一组最优解。多孔多孔材料的热性能提高了11.5% ~ 39.77%。优化器在更高的位置选择了更小的孔径和更快的速度,以最大化Nusselt数并最小化摩擦系数。
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引用次数: 0
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