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Investigation of tribological performance in air-conditioning compressor with CuO–TiO2/PVE composite nano-lubricants CuO-TiO2 /PVE复合纳米润滑剂对空调压缩机摩擦学性能的研究
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-27 DOI: 10.1007/s10973-025-15247-9
Raveena Ravindiran, Sarange Shreepad Marotrao, Venkatachalam Ramasamy, Paluru Kiran Kumar

The growing demand for energy-efficient automotive air-conditioning (AAC) systems has highlighted the need for advanced lubrication methods to improve performance and reduce fuel consumption. Despite many advancements, more lubrication system technologies (e.g. nano-lubricants) need to be developed to achieve effective thermal and tribological performance, especially in actual automobile systems. Thus, the need for this research is to analyse various nano-lubricant formulations and evaluate its thermal and tribological performance in real-world working conditions. The effect of different compositions of the nano-lubricant on the cooling capacity, compressor power consumed, and the coefficient of performance of the system is tested in a test rig. Predictive modelling of the system is designed using a deep echo state network (ESN), and the optimization of the nano-lubricant formulation is performed using an artificial satellite search algorithm, which uses data generated during tests to optimize the formulation for maximum overall efficiency. The results show that the hybrid nano-lubricant (CuO–TiO2/PVE composite) improves system characteristics, such as a 40.23% reduction in the friction coefficient and 23% reduction in wear scar diameter. Besides other factors, the compressor efficiencies are increased by 15–20%, the power consumptions are decreased by 8–10% and the cooling loads are increased by 12% while 1% of nanoparticles are used with PVE. These features are important factors for automotive applications and present an opportunity for the automotive industry. The results suggest that nanoparticles could be an effective means to improve the life and efficiency of AAC systems and hence could be used in the refrigeration system of a vehicle to improve the performance.

对节能汽车空调(AAC)系统日益增长的需求突出了对先进润滑方法的需求,以提高性能和降低燃料消耗。尽管取得了许多进步,但需要开发更多的润滑系统技术(例如纳米润滑剂)来实现有效的热学和摩擦学性能,特别是在实际的汽车系统中。因此,本研究需要分析各种纳米润滑剂配方,并评估其在实际工作条件下的热学和摩擦学性能。在实验台上测试了纳米润滑剂的不同成分对系统制冷量、压缩机功耗和性能系数的影响。系统的预测建模采用深度回声状态网络(ESN)进行设计,纳米润滑剂配方的优化使用人工卫星搜索算法,该算法使用测试过程中产生的数据来优化配方,以实现最大的整体效率。结果表明:复合纳米润滑剂(CuO-TiO2 /PVE复合材料)改善了系统性能,摩擦系数降低40.23%,磨损疤痕直径减小23%;除其他因素外,当PVE中使用1%的纳米颗粒时,压缩机效率提高了15-20%,功耗降低了8-10%,冷却负荷提高了12%。这些特性是汽车应用的重要因素,并为汽车行业提供了机会。研究结果表明,纳米颗粒是提高空调制冷系统寿命和效率的有效手段,因此可以用于车辆制冷系统,以提高制冷系统的性能。
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引用次数: 0
Energy, exergy, exergoeconomic investigations, and working fluid selection of a solar-based energy generation system 太阳能发电系统的能源、火用、火用经济研究和工作流体选择
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-27 DOI: 10.1007/s10973-026-15308-7
Achintya Sharma, Anoop Kumar Shukla, Onkar Singh, Meeta Sharma

An integrated system for the SPT plant was created in this work consisting recuperative organic Rankine cycle (RORC) as the bottoming cycle, whereas the helium Brayton cycle (HBC) was regarded as the topping cycle. Engineering equation solver software was used to do the energy, exergy, exergoeconomic analysis, and working fluid selection of the suggested system. In comparison to the traditional solar plant (SPT-HBC), it was determined that the suggested solar power plant (SPT-HBC-RORC) had an energy and exergy efficiency improvement of 19.86% and 19.85%, respectively. However, there was a 9.41% increase in the overall cost of the plant. Lastly, the energy, exergy efficiency, and levelized cost of electricity (LCOE) values of the proposed solar power plant were 34.45%, 36.89%, and 43.23 $MWh−1, respectively. The best fluids in terms of thermodynamics and economy were proposed to be R1233zd(E) and R1336mzz(Z), respectively. The suggested solar power plant outperformed supercritical CO2 power generating systems and SPT-based Rankine cycles, according to a comparison with earlier research.

在这项工作中,为SPT装置创建了一个集成系统,该系统由再生有机朗肯循环(RORC)作为底部循环,而氦布雷顿循环(HBC)被视为顶部循环。利用工程方程求解软件对建议系统进行能量、火用、火用经济分析和工质选择。与传统太阳能发电厂(SPT-HBC)相比,确定建议的太阳能发电厂(SPT-HBC- rorc)的能源效率和火用效率分别提高了19.86%和19.85%。然而,该工厂的总成本增加了9.41%。最后,拟建太阳能电站的能量、㶲效率和平准化电力成本(LCOE)值分别为34.45%、36.89%和43.23美元MWh−1。从热力学和经济角度考虑,最佳流体分别为R1233zd(E)和R1336mzz(Z)。根据与早期研究的比较,建议的太阳能发电厂优于超临界二氧化碳发电系统和基于spt的朗肯循环。
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引用次数: 0
Thermodynamic exploration of hybrid renewable ORC systems using HFO-based nanofluid zeotropic mixtures 基于hfo的纳米流体共沸混合物的混合可再生ORC体系的热力学探索
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-27 DOI: 10.1007/s10973-025-15230-4
Ebenezer N. Kumi, Christopher C. Enweremadu

Hybrid Organic Rankine Cycle (ORC) systems provide a promising pathway for improving low-grade heat recovery, especially when integrating renewable sources such as solar thermal energy and biomass. This study presents a thermodynamic analysis of a hybrid ORC employing advanced zeotropic mixtures enhanced with nanoparticles to improve heat absorption and cycle performance. Three environmentally friendly HFO-based zeotropic mixtures were evaluated in Aspen Plus, combined with TiO2, ZnO, and Ag nanoparticles at varying mass fractions (ϕ = 0.0001–0.1). The results indicate that temperature glide matching in the zeotropic mixtures significantly improved evaporator heat transfer and reduced irreversibility. Among the nanoparticles examined, Ag demonstrated the highest thermal enhancement, achieving an efficiency of up to 10.77% and a 12.3% increase in net power output at ϕ = 0.01. Higher nanoparticle mass fractions (ϕ = 0.1), however, resulted in reduced performance due to increased viscosity and agglomeration effects. The hybrid solar–biomass configuration provided improved thermal stability and continuous operation under fluctuating environmental conditions. Overall, the findings highlight the potential of combining zeotropic mixtures with optimally dispersed nanofluids to enhance the performance and stability of hybrid ORC systems for sustainable low-temperature power generation.

混合有机朗肯循环(ORC)系统为提高低品位热回收提供了一条很有前途的途径,特别是当集成可再生能源(如太阳能热能和生物质)时。本研究提出了一种混合ORC的热力学分析,采用先进的共沸混合物增强纳米颗粒,以改善吸热和循环性能。在Aspen Plus中,以不同的质量分数(φ = 0.0001-0.1)与TiO2、ZnO和Ag纳米颗粒混合,对三种环境友好型hfo基共沸水混合物进行了评价。结果表明,共沸混合物中的温度滑动匹配显著改善了蒸发器传热,降低了不可逆性。在所检测的纳米颗粒中,Ag表现出最高的热增强,达到10.77%的效率,并且在φ = 0.01时净功率输出增加12.3%。然而,更高的纳米颗粒质量分数(ϕ = 0.1)会导致粘度和团聚效应的增加,从而降低性能。混合太阳能-生物质配置提供了更好的热稳定性和在波动环境条件下的连续运行。总的来说,这些发现突出了将共沸混合物与最佳分散的纳米流体相结合的潜力,以提高混合ORC系统的性能和稳定性,用于可持续的低温发电。
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引用次数: 0
Thermal lag caused by poorly heat-conductive samples results in nonlinear temperature gradients during non-isothermal DSC measurements in the absence of thermal events 在没有热事件的非等温DSC测量过程中,由导热性差的样品引起的热滞后导致了非线性温度梯度
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-27 DOI: 10.1007/s10973-026-15282-0
Peter J. Skrdla

This study investigates thermal lag in non-isothermal differential scanning calorimetry (DSC) measurements, focusing solely on sample-centric contributions and excluding thermal events. By comparing indium (a good thermal conductor) and ammonium perchlorate (a poor thermal conductor) at varying heating rates, it is demonstrated that poorly conductive materials develop nonlinear temperature gradients within the sample, which are amplified by increased heating rates. In contrast, the indium sample exhibits a linear temperature profile that remains largely independent of heating rate under typical experimental conditions, consistent with Fourier’s law for steady-state or isothermal conditions. This observed material-dependent difference in thermalization behavior suggests that temperature calibration using an indium standard may be insufficient for accurately correcting thermal lag in non-metallic samples. Furthermore, there is no guarantee that temperature errors arising from such commonly studied materials can be fully mitigated through experimental controls alone, although employing moderate heating rates appears to be an effective strategy.

Graphical abstract

本研究研究了非等温差示扫描量热法(DSC)测量中的热滞后,仅关注样品中心贡献并排除热事件。通过比较不同加热速率下的铟(良好的导热体)和高氯酸铵(不良的导热体),证明了导热性差的材料在样品内产生非线性的温度梯度,并且随着加热速率的增加而放大。相反,在典型的实验条件下,铟样品表现出线性的温度分布,在很大程度上与加热速率无关,符合稳态或等温条件下的傅立叶定律。这种观察到的材料依赖于热化行为的差异表明,使用铟标准的温度校准可能不足以准确校正非金属样品的热滞后。此外,虽然采用适度的加热速率似乎是一种有效的策略,但不能保证仅通过实验控制就能完全减轻由这些普遍研究的材料引起的温度误差。图形抽象
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引用次数: 0
Experimental study on CMC-based non-Newtonian fluids for thermo-hydraulic performance of shell and helical tube heat exchanger equipped with helical inserts 基于cmc的非牛顿流体对装有螺旋插片的壳管式换热器热工性能的实验研究
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-27 DOI: 10.1007/s10973-025-15170-z
Ayush Painuly,  Shivam, Priti Kumari, Prabhakar Zainith, Niraj Kumar Mishra, Deepak Kumar, Ranjan Das

The present study uses carboxymethyl cellulose (CMC)-based non-Newtonian fluid to investigate the friction factor, heat transfer, and thermal performance factor (TPF) for a shell and helical tube heat exchanger (SHTHE) with helical inserts. Three distinct concentrations of CMC (0.2%, 0.3%, and 0.4%) were added to distilled water. They were made to flow inside the helical tube at different flow rates with three helical inserts of different pitch. The analysis showed that as the CMC concentration and pitch of the helical insert increases the heat transfer rate decreases. The highest Nusselt number was obtained with 2 mm pitch helical inserts at a concentration of 0.2% (by mass) CMC-based non-Newtonian fluid, while the lowest was observed with 6 mm pitch helical inserts at a 0.4% (by mass) CMC concentration. Furthermore, the friction factors increased with increasing CMC concentration and decreasing the pitch of the helical insert. Nearly, all combinations exhibited a thermal performance factor (TPF) greater than unity. The results showed a maximum TPF value of 1.29 for 2 mm pitch helical inserts with a 0.2% (by mass) concentration of CMC-based non-Newtonian fluid, confirming that employing inserts to the system is beneficial, despite resulting in increased pressure drop.

本研究采用羧甲基纤维素(CMC)为基础的非牛顿流体,研究了带有螺旋插片的壳-螺旋管换热器(SHTHE)的摩擦系数、换热系数和热性能系数(TPF)。在蒸馏水中加入三种不同浓度的CMC(0.2%, 0.3%和0.4%)。它们在螺旋管内以不同的流速流动,并有三个不同螺距的螺旋插入。分析表明,随着CMC浓度和螺距的增大,螺旋插片的换热率减小。在0.2%(质量比)CMC基非牛顿流体浓度下,2mm螺距的螺旋刀片获得了最高的努塞尔数,而在0.4%(质量比)CMC浓度下,6mm螺距的螺旋刀片获得了最低的努塞尔数。此外,随着CMC浓度的增加和螺旋齿距的减小,摩擦系数增大。几乎所有组合的热性能因子(TPF)都大于单一组合。结果表明,当cmc基非牛顿流体浓度为0.2%(质量比)时,2mm螺距的螺旋钻头的最大TPF值为1.29,这证实了在系统中使用钻头是有益的,尽管会导致压降增加。
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引用次数: 0
Passive cooling solutions for high-efficiency photovoltaics 高效光伏的被动冷却解决方案
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-26 DOI: 10.1007/s10973-026-15306-9
Jiejie Hao, Liang Pan, Yang Wang, Ziwen Zhao, Mingyu Xie, Qi Du

Global photovoltaic (PV) technologies are increasingly challenged by efficiency degradation caused by high operating temperatures, making effective temperature control crucial to maintaining optimal power generation. To address this issue, this paper presents a comprehensive review of recent advancements in passive cooling technologies for PV panels, highlighting the potential of methods that require no external energy input to enhance performance and ensure engineering feasibility. The study systematically analyzes five mainstream approaches—water cooling, heat pipes, phase change materials, ribbed surface heat transfer, and biomimetic cooling—demonstrating how each technique leverages distinct physical mechanisms to lower PV module temperatures. This temperature reduction leads to improved energy conversion efficiency and shows promise in reducing the levelized cost of electricity. Despite these benefits, the widespread commercial adoption of passive cooling technologies still faces significant hurdles, including high material costs, limited durability, and variable environmental adaptability. This review offers valuable insights into the selection and implementation of effective PV passive cooling strategies and outlines future directions for research and development. In particular, progress in novel materials, system integration, and intelligent thermal regulation is expected to be central to future breakthroughs, contributing to the sustainable evolution of PV technology.

全球光伏(PV)技术日益受到高温导致的效率下降的挑战,因此有效的温度控制对于保持最佳发电至关重要。为了解决这一问题,本文全面回顾了光伏板被动冷却技术的最新进展,强调了不需要外部能量输入来提高性能和确保工程可行性的方法的潜力。该研究系统地分析了五种主流方法——水冷却、热管、相变材料、肋状表面传热和仿生冷却——展示了每种技术如何利用不同的物理机制来降低光伏组件的温度。这种温度的降低提高了能源转换效率,并有望降低电力成本。尽管有这些好处,被动式冷却技术的广泛商业应用仍然面临着重大障碍,包括高材料成本,有限的耐用性和可变的环境适应性。这篇综述为有效的光伏被动冷却策略的选择和实施提供了有价值的见解,并概述了未来的研究和发展方向。特别是,新材料、系统集成和智能热调节方面的进展有望成为未来突破的核心,有助于光伏技术的可持续发展。
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引用次数: 0
Multicriteria decision-making analysis for identifying interrelations between thermodynamic parameters of blood plasma 血浆热力学参数相互关系的多准则决策分析
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-26 DOI: 10.1007/s10973-025-15269-3
Stefka G. Taneva, Svetla Todinova, Avgustina Danailova, Krassimir Atanassov, Vassia Atanassova

Calorimetry-based disease diagnosis is increasingly positioned as a promising noninvasive tool that can complement clinical data. During recent years, the complex calorimetric profiles reflecting the thermal unfolding of blood plasma proteins and the thermal stability of the plasma proteome have been proved to distinguish between the healthy state and a number of pathologies. More details in the complexity of calorimetric profiles and discovering of reliable specific calorimetric markers can be achieved by the use of different mathematical routines that allow building models for differentiation of disease from healthy conditions. In this work, we applied intercriteria analysis (ICrA) and identified an ICrA-based set of specific intercriteria dependences, underpinning key relationships across the calorimetric dataset. The findings strongly suggest that immunoglobulins are the predominant drivers of the evaluated interdependencies.

基于量热的疾病诊断越来越被定位为一种有前途的非侵入性工具,可以补充临床数据。近年来,反映血浆蛋白的热展开和血浆蛋白质组的热稳定性的复杂量热谱已被证明可以区分健康状态和一些病理。可以通过使用不同的数学例程来建立疾病与健康状况区分的模型,从而了解更多有关热量谱复杂性的细节和发现可靠的特定热量标记。在这项工作中,我们应用了标准间分析(ICrA),并确定了一组基于ICrA的特定标准间依赖性,支撑了整个量热数据集的关键关系。研究结果强烈表明,免疫球蛋白是评估的相互依赖性的主要驱动因素。
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引用次数: 0
Impact of phase change material placement and thickness on roof thermal inertia in the warm and humid climate of Northeast India 印度东北部温暖湿润气候下相变材料放置和厚度对屋顶热惯性的影响
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-23 DOI: 10.1007/s10973-025-15183-8
Amit Kumar, Dipankar Bhanja, Agnimitra Biswas

In one of the most recent advances aimed at enhancing the thermal inertia of building structures, the integration of phase change materials (PCMs) into the roofing system has demonstrated a significant impact on reducing internal temperature fluctuations and overall energy transfer to indoor spaces. This study evaluates the effectiveness of PCM layers incorporated into building roofs, focusing on their performance at three different positions and across varying thicknesses, specifically under the warm and humid climatic conditions of Silchar, India. The objective is to minimize the heat gain into the interior and lower the internal surface temperature, thereby improving indoor thermal comfort. The numerical study, which is conducted with and without the presence of PCM, reveals that a 20-mm-thick PCM layer can significantly reduce the overall energy transfer to the interior by 63.23%. The most effective configuration is found when the PCM is positioned between two reinforced concrete layers near the bottom layer, which results in the lowest heat flux. Additionally, this configuration reduces the peak temperature by 7 °C and provides a substantial time lag of 3 h to reach the maximum average roof temperature, featuring its potential for passive thermal regulation.

在旨在增强建筑结构热惯性的最新进展之一中,将相变材料(PCMs)集成到屋顶系统中,对减少内部温度波动和向室内空间的整体能量传递产生了重大影响。本研究评估了建筑屋顶中PCM层的有效性,重点关注了它们在三种不同位置和不同厚度下的性能,特别是在印度西尔查尔温暖潮湿的气候条件下。目的是尽量减少进入室内的热量,降低内部表面温度,从而提高室内热舒适度。在有和没有PCM存在的情况下进行的数值研究表明,20 mm厚的PCM层可以显著减少向内部的总能量传递63.23%。当PCM位于靠近底层的两层钢筋混凝土层之间时,发现最有效的配置,这导致最低的热流密度。此外,这种配置将峰值温度降低了7°C,并提供了3小时的可观滞后时间,以达到最高平均屋顶温度,具有被动热调节的潜力。
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引用次数: 0
Thermophysiological comfort in multilayered clothing for cold weather: a scientific overview 在寒冷天气多层服装的热生理舒适:科学概述
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-23 DOI: 10.1007/s10973-026-15317-6
Sakshi Singh, Vinay Midha, Monica Sikka

In extremely cold climates, multilayered clothing systems are essential for maintaining both physiological comfort and thermal protection. The principles, components, and performance traits of multilayered clothing are thoroughly examined in this review, with a focus on breathability, moisture management, and thermal insulation. Wearer safety and comfort are directly impacted by the way the base, mid, and outer layers of fabric interact to determine overall heat retention and vapor transmission. Additionally, the study investigates the effects of fiber composition, fabric structure, and cutting-edge material technologies such as phase-change materials (PCMs), aerogels, and sophisticated nonwovens. The efficiency of multilayered ensembles in dynamic activity-based and environmental settings is also examined. The results emphasize the need to optimize layer combinations in order to reduce heat loss and cold stress by striking a balance between moisture regulation and thermal insulation. Incorporating current developments in textile engineering and human thermoregulation research, this review offers a scientific basis for creating high-performance cold weather clothing.

Graphical Abstract

The numerous effects on thermophysiological comfort in multilayered garment systems in cold weather are depicted in this illustration. The heat and moisture balance at the skin–clothing–environment interface is determined by the interaction of important external environmental factors like air temperature, humidity, solar radiation and wind speed, as well as clothing properties (air permeability, moisture management, and thermal insulation) and human physiological activity.

In order to maximize the performance of cold weather clothing, the Figure highlights the dynamic interaction between human factors, clothing systems, and environmental stressors.

在极端寒冷的气候中,多层服装系统对于保持生理舒适和热保护至关重要。本文对多层服装的原理、组成和性能特征进行了全面的研究,重点是透气性、防潮性和隔热性。穿着者的安全和舒适直接受到面料的底层、中间层和外层相互作用的影响,这些相互作用决定了整体的保热性和蒸汽传输。此外,该研究还调查了纤维成分、织物结构和尖端材料技术(如相变材料(PCMs)、气凝胶和复杂的非织造布)的影响。多层集成在动态活动和环境设置的效率也进行了检查。结果强调需要优化层的组合,以减少热量损失和冷应力,通过在水分调节和保温之间取得平衡。本文结合纺织工程和人体体温调节研究的最新进展,为研制高性能低温服装提供了科学依据。图示:在寒冷的天气中,多层服装系统对热生理舒适性的众多影响在这个插图中被描绘出来。皮肤-服装-环境界面的热湿平衡是由空气温度、湿度、太阳辐射、风速等重要外部环境因素以及服装性能(透气性、排湿性、保温性)与人体生理活动的相互作用决定的。为了最大限度地发挥寒冷天气服装的性能,该图突出了人为因素、服装系统和环境压力因素之间的动态相互作用。
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引用次数: 0
Research progress of the application of microchannels, bionic structures and nanofluids in the thermal management of electronic components 微通道、仿生结构和纳米流体在电子元件热管理中的应用研究进展
IF 3.1 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-23 DOI: 10.1007/s10973-026-15285-x
Jinyang Luo, Cong Qi, Yan Li

With the rapid advancement of microelectronic technology, traditional cooling methods are increasingly unable to meet the thermal dissipation demands under high heat flux densities. The compact design and enhanced thermal performance of microchannel heat sinks (MCHSs) have made them a promising solution for efficient thermal management. This review summarized recent progress in enhancing MCHS performance through structural optimization, biomimetic design, and nanofluids augmentation. Modifications to microchannel geometry, incorporation of cavities and ribbed structures, and multilayered channel configurations have been shown to effectively expand the heat transfer area and induce flow disturbances. Inspired by natural structures such as leaf veins, honeycombs, and spiderwebs, biomimetic designs further improve temperature uniformity and flow characteristics. Concurrently, nanofluids, owing to their high thermal conductivity and Brownian motion effects, are widely utilized for heat transfer enhancement, though challenges related to increased viscosity and stability persist. The synergistic integration of biomimetic architectures with nanofluids demonstrates superior thermal performance, achieving an optimized balance among heat transfer coefficient, pressure drop, and temperature uniformity. Finally, this paper outlined future directions including adaptive cooling with hydrogels, artificial intelligence-driven optimization, and sustainable manufacturing, offering theoretical insights for next-generation thermal management systems in high-power electronic devices.

随着微电子技术的飞速发展,传统的散热方式越来越不能满足高热流密度下的散热需求。微通道散热器(MCHSs)紧凑的设计和增强的热性能使其成为高效热管理的有前途的解决方案。本文综述了近年来在结构优化、仿生设计和纳米流体增强等方面提高MCHS性能的研究进展。改变微通道的几何形状、加入空腔和肋状结构以及多层通道构型可以有效地扩大传热面积并诱导流动扰动。受叶脉、蜂巢和蜘蛛网等自然结构的启发,仿生设计进一步改善了温度均匀性和流动特性。同时,纳米流体由于其高导热性和布朗运动效应,被广泛用于增强传热,尽管与增加粘度和稳定性相关的挑战仍然存在。仿生结构与纳米流体的协同集成表现出卓越的热性能,在传热系数、压降和温度均匀性之间实现了最佳平衡。最后,本文概述了未来的发展方向,包括水凝胶自适应冷却、人工智能驱动优化和可持续制造,为下一代大功率电子器件热管理系统提供了理论见解。
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引用次数: 0
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