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Optimizing refuse-derived fuel production: a review of pre-treatment techniques for municipal solid waste reclamation 优化垃圾衍生燃料的生产:城市固体废物再生预处理技术综述
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-24 DOI: 10.1007/s10973-024-13713-4
Sowndharya Ganesan, Praveena Vedagiri

The interplay between economic growth and energy consumption naturally drives an escalating demand for energy. However, this surge in demand has prompted concerns due to the depletion of fossil fuel reserves, overdependence on such fuels, and their detrimental environmental impacts. Consequently, there has been a spotlight on a novel biomass fuel emerging in recent years. In order to support sustainable waste management practices, this study examines the effectiveness of several pre-treatment techniques in increasing the production of sustainable energy from municipal solid waste (MSW). Globally, MSW generation is projected to reach around 2.1–2.3 billion tons per year by 2025. Annually, MSW around the world contains almost 170 billion metric tons of biomass. Due to the complex nature and variability of these MSW, optimizing manufacturing necessitates a suitable preliminary treatment. This review synthesizes the major findings and insights about the effectiveness of various pre-treatment processes, their impact on briquette features, and their potential for wider implementation in MSW management strategies by a thorough analysis of the existing literature. The objective of this review is to stimulate additional research and real-world implementations in the waste management field by illuminating these innovative sustainable solutions. Municipal solid waste feature, its generation, and the diverse waste-to-energy (WtE) conversion technologies employed to create energy from waste were discussed. Researchers, decision-makers, and practitioners involved in waste-to-energy conversion as a substitute energy source will find this review to be a useful resource.

经济增长与能源消耗之间的相互作用自然会推动能源需求不断攀升。然而,需求的激增引发了人们对化石燃料储量枯竭、过度依赖化石燃料及其对环境造成的有害影响的担忧。因此,近年来出现的新型生物质燃料备受关注。为了支持可持续废物管理实践,本研究探讨了几种预处理技术在提高城市固体废物(MSW)可持续能源生产方面的有效性。预计到 2025 年,全球城市固体废物年产量将达到约 21 亿至 23 亿吨。全世界每年产生的城市固体废弃物中含有近 1700 亿吨生物质。由于这些城市固体废物性质复杂、变化多端,要优化其生产,就必须进行适当的初步处理。本综述通过对现有文献的深入分析,总结了有关各种预处理工艺的有效性、其对煤球特性的影响以及在城市固体废物管理战略中更广泛实施的潜力等方面的主要发现和见解。本综述旨在通过阐明这些创新的可持续解决方案,促进废物管理领域的更多研究和实际应用。文章讨论了城市固体废弃物的特征、其产生以及从废弃物中获取能源的各种废物变能源(WtE)转换技术。将垃圾转化为能源作为替代能源的研究人员、决策者和从业人员会发现本综述是一个有用的资源。
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引用次数: 0
R152a-R13I1 mixture as an alternative to R1234yf for a mobile air conditioning: an estimation of flammability properties, thermodynamic and environmental performance 作为 R1234yf 替代品用于移动空调的 R152a-R13I1 混合物:易燃性、热力学和环境性能评估
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-23 DOI: 10.1007/s10973-024-13682-8
Chelliah Mayakrishnan, Rajendran Prabakaran, Dhasan Mohan Lal, Sung Chul Kim

In response to environmental concerns, R1234yf is used in mobile air conditioning (MAC) systems, yet it can produce trifluoroacetic acid (TFA) in water bodies, a persistent pollutant with moderate phytotoxicity and high mobility. However, R152a, an alternative, faces challenges due to its flammability (classified as A2). To address this, we propose new R152a-R13I1 mixtures (M10–M50) as R1234yf replacements in MAC units. A Simscape/MATLAB model was developed to elucidate the thermodynamic performance of an MAC unit. Theoretical estimations showed a significant reduction in burning velocity (BV) and an increase in the lower flammability limit (LFL) when R13I1 was added to R152a. For instance, at 0.20 mole fraction of R13I1, BV decreased from 23.1 to 11.3 cm s−1; while, LFL increased from 4.9 to 6.28 vol. %. Hence, M20 emerged as the optimal choice due to its A2L flammability classification and superior thermal properties. Simscape/MATLAB results revealed M20's 11.5–35.4% higher coefficient of performance compared to R1234yf. The model was validated against R1234yf data, showing 3.8–13.8% error. Additionally, M20's impact on MAC CO2 emissions was evaluated, showing a potential 34.1% reduction compared to R1234yf. This highlights the environmental benefits of transitioning to R152a-R13I1 blends in MAC systems.

为了应对环境问题,R1234yf 被用于移动空调(MAC)系统,但它会在水体中产生三氟乙酸(TFA),这是一种具有中等植物毒性和高流动性的持久性污染物。然而,R152a 作为一种替代品,因其易燃性(被列为 A2 级)而面临挑战。为此,我们提出了新的 R152a-R13I1 混合物(M10-M50)作为 R1234yf 在汽车空调装置中的替代品。我们开发了一个 Simscape/MATLAB 模型来阐明汽车空调装置的热力学性能。理论估算结果表明,当 R13I1 添加到 R152a 中时,燃烧速度(BV)显著降低,可燃性下限(LFL)增加。例如,当 R13I1 的摩尔分数为 0.20 时,BV 从 23.1 cm s-1 降至 11.3 cm s-1;而 LFL 则从 4.9 Vol.因此,M20 因其 A2L 易燃性等级和优异的热性能而成为最佳选择。Simscape/MATLAB 的结果显示,M20 的性能系数比 R1234yf 高 11.5-35.4%。根据 R1234yf 数据对模型进行了验证,结果显示误差为 3.8%-13.8%。此外,还评估了 M20 对汽车空调二氧化碳排放量的影响,结果显示与 R1234yf 相比,M20 可减少 34.1%。这凸显了在汽车空调系统中过渡到 R152a-R13I1 混合物的环境效益。
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引用次数: 0
The effect of ambient temperature on dynamic energy–exergy analysis of a d-type boiler during cold start-up 环境温度对 d 型锅炉冷启动时动态能量-能量分析的影响
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-23 DOI: 10.1007/s10973-024-13605-7
Mahdi Hashemi Beni, Sobhan Emami, Amir Homayoon Meghdadi Isfahani, Alireza Shirneshan, Rasool Kalbasi

The ambient temperature is one of the factors affecting the operation and the fuel consumption rate in boilers. In this article, a D-type boiler was transiently analyzed from the aspects of energy and exergy during the cold start-up at different ambient temperatures. For this purpose, dynamic modeling of the boiler has been demonstrated by using thermodynamic and heat transfer governing equations. The numerical model compared with experimental data indicates high modeling accuracy. The results show that as the ambient temperature increases, the fuel consumption rate declines and the boiler efficiency rises by about 1%; this is due to the higher temperature of the inlet water as well as fuel flow rate reduction. Also, as the temperature increases from 2 to 32 °C, the fuel flow rate decreases by 10%; this analysis reveals that the existing boiler performance can be improved by preheating the inlet air. Exergy efficiency increases with the elevation of ambient temperature during the start-up. The exergy efficiency of the boiler at a temperature of 32 °C reaches 42% at its maximum value and 38.2% in a steady state, while the energy efficiency is 72% in this condition.

环境温度是影响锅炉运行和燃料消耗率的因素之一。本文从不同环境温度下冷启动时的能量和放能方面对 D 型锅炉进行了瞬态分析。为此,利用热力学和传热学控制方程对锅炉进行了动态建模。数值模型与实验数据的比较表明建模精度很高。结果表明,随着环境温度的升高,燃料消耗率下降,锅炉效率上升约 1%;这是由于进水温度升高以及燃料流量减少所致。此外,当温度从 2 ° C 升至 32 ° C 时,燃料流量减少了 10%;这一分析表明,通过预热进气可以改善现有锅炉的性能。在启动过程中,放能效率随着环境温度的升高而提高。温度为 32 °C 时,锅炉的放能效最高值为 42%,稳定状态下为 38.2%,而在此条件下的能效为 72%。
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引用次数: 0
Study on performance of scroll compressor for micro-refrigeration systems by CFD method 应用CFD方法研究微制冷系统涡旋压缩机的性能
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-22 DOI: 10.1007/s10973-024-13689-1
Shuo Song, Wenhao Shi, Yuanyang Zhao, Qichao Yang, Guangbin Liu, Yunxia Liu, Liansheng Li

The micro-refrigeration system can be utilized in various fields, including personal cooling, medical applications, and other specialized fields. Compressors represent a crucial component of vapor compression refrigeration systems. A simulation model of the micro scroll compressor has been developed. The operating characteristics and leakage of scroll compressors with different capacities (10, 50, 100 cm3/rev) are compared. The effects of rotational speeds, condensing temperature, volume ratios, and clearance on the characteristics of micro scroll compressors have been analyzed. For the scroll compressor that has a suction capacity of 10 cm3/rev, the volumetric and isentropic efficiencies tend to initially rise and subsequently decrease as the rotational speed is raised. The volumetric efficiency reaches a maximum value of 86.26% at 5000 rpm, while the isentropic efficiency reaches a maximum value of 72.93% at 6000 rpm. As the volume ratio increases from 0.79 to 1.0 of the theoretical volume ratios, the volumetric efficiency remains stable, while The isentropic efficiency demonstrates a pattern of initially rising and then falling, reaching a peak of 71.63% at a volume ratio of 0.91 compared to the theoretical volume ratios.

微制冷系统可用于各种领域,包括个人制冷、医疗应用和其他专业领域。压缩机是蒸汽压缩制冷系统的重要组成部分。建立了微涡旋压缩机的仿真模型。比较了不同容量(10、50、100 cm3/rev)涡旋压缩机的运行特性和泄漏量。分析了转速、冷凝温度、容积比和间隙对微涡旋压缩机特性的影响。对于吸力为10 cm3/rev的涡旋压缩机,随着转速的提高,体积效率和等熵效率呈现先上升后下降的趋势。容积效率在5000 rpm时达到最大值86.26%,等熵效率在6000 rpm时达到最大值72.93%。当体积比从理论体积比的0.79增加到1.0时,体积效率保持稳定,而等熵效率则呈现先上升后下降的趋势,当体积比为理论体积比的0.91时,等熵效率达到71.63%的峰值。
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引用次数: 0
Impacts of conduction and radiation modes on freezing within an enclosure utilizing hybrid nanoparticles by means of mathematical modeling 利用混合纳米颗粒进行数学建模,研究了传导和辐射模式对封闭环境内冻结的影响
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-21 DOI: 10.1007/s10973-024-13691-7
Noha M. Seyam

Current article presents a comprehensive mathematical modeling approach to assess the productivity of a cold storage unit enhanced with advanced thermal management techniques. The storage unit, designed as a porous container, is filled with a hybrid nanomaterial that significantly improves the system’s efficiency. The model also incorporates the impact of radiation cooling to provide a more accurate assessment of the freezing. Given the negligible effect of velocity terms on the overall process, the mathematical model was simplified, focusing primarily on the energy equation. The Galerkin technique was engaged to solve the model, coupled with an implicit technique to account for unsteady terms. To further enhance accuracy, an adaptive grid was implemented, allowing for finer resolution near critical areas such as the advancing ice front. The results of the study reveal several key findings. The dispersion of hybrid nano-powders within the porous container accelerates the freezing process by approximately 7.11%, demonstrating the significant role these materials play in enhancing thermal conductivity. Additionally, the inclusion of radiation cooling further improves the efficiency, reducing the freezing time by 3.47%. Most notably, the incorporation of porous foam within the system leads to a remarkable 82.5% reduction in freezing time, highlighting its critical importance in optimizing cold storage systems.

目前的文章提出了一个全面的数学建模方法来评估生产力的冷库单元增强与先进的热管理技术。存储单元设计为多孔容器,填充了混合纳米材料,大大提高了系统的效率。该模型还纳入了辐射冷却的影响,以提供更准确的冻结评估。考虑到速度项对整个过程的影响可以忽略不计,对数学模型进行了简化,主要集中在能量方程上。采用伽辽金技术求解模型,并结合隐式技术计算非定常项。为了进一步提高精度,采用了自适应网格,以便在关键区域(如前进的冰锋)附近获得更精细的分辨率。研究结果揭示了几个关键发现。混合纳米粉末在多孔容器内的分散使冻结过程加速了约7.11%,证明了这些材料在提高导热性方面的重要作用。此外,辐射冷却的加入进一步提高了效率,使冷冻时间缩短了3.47%。最值得注意的是,系统内多孔泡沫的掺入导致冷冻时间显著减少82.5%,突出了其在优化冷藏系统中的关键重要性。
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引用次数: 0
Recent advances in thermal analysis and calorimetry presented at the 3rd Journal of Thermal Analysis and Calorimetry Conference and 9th V4 (Joint Czech–Hungarian–Polish–Slovakian) Thermoanalytical Conference (2023) 第 3 届《热分析与量热学杂志》会议暨第 9 届 V4(捷克-匈牙利-波兰-斯洛伐克联合)热分析会议(2023 年)上介绍的热分析与量热学最新进展
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-21 DOI: 10.1007/s10973-024-13618-2
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引用次数: 0
Thermal characterization of plat heat exchanger made from polymer biocomposite reinforced by silicon carbide 碳化硅增强聚合物生物复合材料板式热交换器的热特性分析
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-21 DOI: 10.1007/s10973-024-13624-4
Asih Melati, Abdelhakim Settar, Mounir Sahli, Khaled Chetehouna

The thermal performance of natural-based composites remains a significant challenge in their industrial applications, especially in plat heat exchanger (PHE). This study aims to address this challenge by developing a bio-composite material using Green-epoxy biodegradable resin reinforced with banana fibre (Bn-GBC) and silicon carbide (SiC) as a filler, with the goal of improving its thermal conductivity and for fabrication PHE polymer biocomposite based. The study explores the effects of adding 2 mass% and 8 mass% SiC to the Bn-GBC, and an intumescent fire retardant (IFR) coating consisting of 29 mass% ammonium polyphosphate (APP) and 1 mass% boric acid was applied to the Bn-GBC/SiC samples. The manufacturing process involved the use of vacuum bag resin transfer moulding (VBRTM) technique. The study conducted Thermogravimetric analysis (TGA) tests under an O2 atmosphere, with processing parameters such as temperature and variation in heating rates set at 303–1173 K and 5, 10, and 15 °C min−1, respectively. The kinetic mechanism in the material was examined by calculating the kinetic parameters. The activation energy (Ea) was evaluated using model-free (the Friedman and KAS approaches) and fitting model of the Expanded Prout-Tompkins (Bna). In conclusion, all samples defined their kinetic parameter, the use of IFR reveals that increases Ea value by approximately 10–14%. TGA and cone calorimeter results indicated that the use of 8 mass% SiC improved the thermal stability of the composite compared to 2 mass% SiC. Moreover, from both thermal tests indicate that the application of a 16 mass% IFR (29Exolit/1BA) coating helped maintain the thermal stability and delay decomposition process. Thus, the PHE prototype was developed with 8 mass% SiC addition and without SiC addition. The Experimental and numerical heat assessment analysis was performed, it is proven that PHE/8SiC has a higher heat transfer compared to PHE/0SiC.

天然基复合材料的热性能仍然是其工业应用中的一个重大挑战,尤其是在板式热交换器(PHE)中。本研究旨在通过开发一种使用香蕉纤维(Bn-GBC)和碳化硅(SiC)作为填料增强的绿色环氧生物可降解树脂生物复合材料来应对这一挑战,目的是提高其导热性,并用于制造基于 PHE 聚合物的生物复合材料。研究探讨了在 Bn-GBC 中添加 2% 和 8% 碳化硅的效果,并在 Bn-GBC/SiC 样品上涂抹了由 29% 聚磷酸铵 (APP) 和 1% 硼酸组成的膨胀阻燃 (IFR) 涂料。制造过程采用了真空袋树脂传递模塑(VBRTM)技术。研究在氧气环境下进行了热重分析(TGA)测试,温度和加热速率变化等加工参数分别设定为 303-1173 K 和 5、10 和 15 °C min-1。通过计算动力学参数,研究了材料的动力学机制。活化能(Ea)采用无模型(弗里德曼和 KAS 方法)和扩展普鲁特-汤普金斯(Bna)拟合模型进行评估。总之,所有样品都确定了其动力学参数,使用 IFR 表明 Ea 值增加了约 10-14%。TGA 和锥形量热计的结果表明,与 2 质量%的 SiC 相比,使用 8 质量%的 SiC 提高了复合材料的热稳定性。此外,这两项热测试表明,使用 16 质量%的 IFR(29Exolit/1BA)涂层有助于保持热稳定性和延迟分解过程。因此,开发出了添加 8 质量%SiC 和不添加 SiC 的 PHE 原型。实验和数值热评估分析表明,与 PHE/0SiC 相比,PHE/8SiC 具有更高的传热性。
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引用次数: 0
An in-depth numerical and experimental analysis of wire coil inserts: enhancing thermal performance and fluid flow characteristics in double pipe heat exchangers 深入的数值和实验分析线圈插入:提高热交换器的热性能和流体流动特性
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-21 DOI: 10.1007/s10973-024-13622-6
Brajesh Kumar Ahirwar, Arvind Kumar

This study investigates the heat transfer, thermal hydraulic performance, and entropy generation of turbulent flow in a horizontal double pipe heat exchanger. The heat exchanger is integrated with wire coil inserts, featuring various combinations of pitch ratios (P/Dc) and wire diameters (d), using numerical analysis. The RNG k-ε model and the finite volume technique have been utilized to solve the equations, and experimental data from published studies have been used to validate three-dimensional simulations. The computational findings have been obtained for a range of Reynolds numbers (Re) 5500 ≤ Re ≤ 11,500 using three different types of wire diameter (d = 1 mm, d = 1.5, and d = 2 mm) and pitch ratios P/Dc in the range of (3.125–0.625) for a heat flux of 5000 W m-2. The effect of these parameters on the Nusselt number, friction factor (ƒ), entropy generation number, and thermal performance factor (TPF) are investigated and compared with those of plain pipe under similar conditions. The incorporation of wire coil inserts significantly improves fluid mixing by creating a swirling flow pattern. The Nusselt number showed its highest enhancement at 111.11%, coupled with a substantial 347.8% increase in friction factor penalty with P/Dc = 0.625 and d = 2 mm at the highest Re as compared to plain tube. The highest value of the TPF recorded during the investigation was 1.36, observed at P/Dc = 0.625 and d = 2 mm, with a Re of 5500. This study also compares numerical results with experimental findings, revealing variations within a range of ± 10%.

本文研究了卧式双管换热器内紊流的传热、热工性能和熵产。热交换器集成了线圈插入,采用数值分析,具有各种螺距比(P/Dc)和线径(d)的组合。利用RNG k-ε模型和有限体积技术来求解方程,并利用已发表研究的实验数据来验证三维模拟。在热流密度为5000 W m-2时,采用三种不同的线径(d = 1 mm、d = 1.5和d = 2 mm)和节距比P/Dc在(3.125 ~ 0.625)范围内,得到雷诺数(Re) 5500≤Re≤11500的计算结果。研究了这些参数对Nusselt数、摩擦系数(f)、熵产数和热性能因子(TPF)的影响,并与同等条件下的普通管道进行了比较。通过创建旋转流动模式,线圈插入的结合显着改善了流体混合。与普通管相比,当P/Dc = 0.625和d = 2 mm时,最高Re时,Nusselt数的最大增强为111.11%,摩擦系数惩罚增加了347.8%。在P/Dc = 0.625和d = 2 mm时,TPF值最高,为1.36,Re为5500。该研究还将数值结果与实验结果进行了比较,揭示了±10%范围内的变化。
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引用次数: 0
Damage evolution and acoustic emission characteristics of hard rock under high temperature thermal cycles 高温热循环作用下硬岩损伤演化及声发射特征
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-21 DOI: 10.1007/s10973-024-13692-6
Wen Zhong, Qixiong Gu, Zhen Huang, Shijie Li, Li Liu, Kui Zhao, Jianfeng Liu

Understanding the mechanical properties of rocks under high temperature thermal cycles is critically important for deep geotechnical engineering construction. In this study, the mechanical properties and fracture evolution characteristics of Beishan granite after different temperatures of 25–800 °C and thermal cycles were investigated through multiple experiments. The results show that the tensile strength (σt) decreased from 7.49 MPa to 0.47 MPa as the temperature increased from 25 ℃ to 800 ℃, and further decreased to 0.43 MPa after thermal cycling. Incremental temperatures led to more active AE events, with AE cumulative events increasing from 25,250 at 25 °C to 99,389 at 800 °C, but AE cumulative events decreased in thermal cycles. The b-value presented higher level fluctuations at T ≤ 400 °C. When T ≥ 600 °C, the b-value before failure decreased and maintained small dramatic fluctuations, but fluctuated upward in the post-peak failure stage, indicating that rock failure changed from brittle failure to plastic failure. The proportion of shear cracks increased substantially with temperature and thermal cycles, from 14.22% at 25 °C to 23.11% at 800 °C. It can be also found that the damage variable (DAE) increased with temperature under the same condition of stress. The physical and chemical reactions within granite at high temperature led to the initiation, development, and connectivity of numerous microcracks, especially when T ≥ 600 °C. The alternating thermal stress generated by cyclic heating will further promote the increase and propagation of microcracks, thereby exacerbating the damage to granite.

了解高温热循环作用下岩石的力学特性对深部岩土工程施工具有重要意义。本研究通过多次实验研究了北山花岗岩在25 ~ 800℃不同温度和热循环后的力学性能和断裂演化特征。结果表明:当温度从25℃升高到800℃时,合金的抗拉强度(σt)从7.49 MPa降低到0.47 MPa,热循环后强度进一步降低到0.43 MPa;温度升高导致声发射事件更加活跃,声发射累积事件从25℃时的25,250次增加到800℃时的99,389次,但在热循环中声发射累积事件减少。在T≤400℃时,b值出现较大的水平波动。当T≥600℃时,破坏前b值减小并保持较小的剧烈波动,峰后破坏阶段b值上升,说明岩石破坏由脆性破坏向塑性破坏转变。剪切裂纹的比例随着温度和热循环的增加而显著增加,从25℃时的14.22%增加到800℃时的23.11%。在相同的应力条件下,损伤变量DAE随温度的升高而增大。高温下花岗岩内部的物理化学反应导致了大量微裂纹的萌生、发育和连通性,特别是当温度≥600℃时。循环加热产生的交变热应力会进一步促进微裂纹的增加和扩展,从而加剧对花岗岩的损伤。
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引用次数: 0
Explainable machine learning techniques for hybrid nanofluids transport characteristics: an evaluation of shapley additive and local interpretable model-agnostic explanations 混合纳米流体输运特性的可解释机器学习技术:对夏普利加成法和局部可解释模型的解释进行评估
IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-19 DOI: 10.1007/s10973-024-13639-x
Praveen Kumar Kanti,  Prabhakar Sharma, V. Vicki Wanatasanappan, Nejla Mahjoub Said

Comprehending and managing the transport characteristics of nanofluids is critical for improving their efficacy in heat transfer applications, thereby improving thermal management systems. This research focuses on investigating the impact of varying concentrations (0.05–1 vol.%) and temperatures (30–60 °C) on the thermal conductivity and viscosity of water-based nanofluids. These nanofluids contain graphene oxide, silicon dioxide, and titanium dioxide, as well as hybrid combinations thereof. The research revealed that nanofluids exhibit higher viscosity and thermal conductivity compared to water. The maximum thermal conductivity and viscosity of 1.52 and 2.77 are observed for GO for 1 vol% compared to the water at 60 and 30 °C, respectively. Notably, graphene oxide nanofluid exhibits the highest thermal conductivity and viscosity among all the studied nanofluids. These findings imply that graphene oxide and its hybrid nanofluids hold promise for enhancing heat transfer and energy efficiency in various industrial applications. The modeling and simulation of hybrid nanofluids' thermophysical properties are difficult and time-consuming. Modern machine learning algorithms are capable of handling such complex data. As a result, in the current investigation, two distinct ensembles and deep learning-based techniques, deep neural networks and extreme gradient boost, were used. The statistical examination of the viscosity model shows that the extreme gradient boost-based model had an R2 value of 0.9122, while the deep neural network-based model had just 0.7371. The mean square error for the extreme gradient boost-based model was just 0.010, whereas it climbed to 0.0329 for the deep neural network-based model.

了解和管理纳米流体的传输特性对于提高其在传热应用中的功效,从而改善热管理系统至关重要。本研究的重点是调查不同浓度(0.05-1 vol.%)和温度(30-60 °C)对水基纳米流体的导热性和粘度的影响。这些纳米流体包含氧化石墨烯、二氧化硅和二氧化钛,以及它们的混合组合。研究发现,与水相比,纳米流体具有更高的粘度和热导率。在 60 °C 和 30 °C 温度下,与水相比,1 vol% 的 GO 的最大热导率和粘度分别为 1.52 和 2.77。值得注意的是,在所有研究的纳米流体中,氧化石墨烯纳米流体的热导率和粘度最高。这些研究结果表明,氧化石墨烯及其混合纳米流体有望在各种工业应用中提高传热和能效。混合纳米流体热物理性质的建模和模拟既困难又耗时。现代机器学习算法能够处理如此复杂的数据。因此,在目前的研究中,使用了两种不同的集合和基于深度学习的技术,即深度神经网络和极梯度提升。对粘度模型的统计检查显示,基于极梯度提升的模型的 R2 值为 0.9122,而基于深度神经网络的模型的 R2 值仅为 0.7371。基于极梯度提升的模型的均方误差仅为 0.010,而基于深度神经网络的模型的均方误差则攀升至 0.0329。
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引用次数: 0
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Journal of Thermal Analysis and Calorimetry
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