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Numerical analysis of flow instability in inclined smooth parallel tubes at supercritical pressure 超临界压力下倾斜光滑平行管内流动不稳定性的数值分析
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-28 DOI: 10.1016/j.icheatmasstransfer.2026.110587
Attiq Ur Rehman , Hassaan Ahmad , Muhammad Faizan Ameer , Lubna Kanwal , Naseem Abbas , Dong Yang
Supercritical water (SCW) systems in advanced power generation and reactor designs operate under extreme conditions where strong property gradients can induce flow instabilities, affecting efficiency, safety, and reliability; however, experimental data for inclined tubes remain scarce due to testing challenges. Most studies on supercritical fluids assume uniform heating around the tube, an approach often impractical in real-world applications. This study addresses this limitation by analyzing the effect of non-uniform heating on flow instability in SCW within inclined tubes (0°-90°) under different operating conditions, such as pressure, inlet temperature (Tin), heat flux, and mass flow rate. Higher pressure and mass flow rate significantly enhance stability. Similarly, the higher the Tin enhances stability, with 573 K reducing fluctuations by ∼40% compared to 493 K. Higher heat flux generally stabilizes the flow at lower angles; it intensifies instability at higher inclination angles. Vertical orientation consistently shows the highest instability. These findings provide critical insights into the design and optimization of supercritical thermal systems, emphasizing the importance of integrated control of thermal, flow, and operating parameters to ensure stable and efficient operations.
在先进的发电和反应堆设计中,超临界水(SCW)系统在极端条件下运行,在这些条件下,强烈的性能梯度会导致流动不稳定,影响效率、安全性和可靠性;然而,由于测试方面的挑战,斜管的实验数据仍然很少。大多数关于超临界流体的研究都假定管内均匀受热,这种方法在实际应用中往往是不切实际的。本研究通过分析不同工况(如压力、进口温度(Tin)、热流密度和质量流量)下不均匀加热对倾斜管内(0°-90°)SCW流动不稳定性的影响,解决了这一局限性。更高的压力和质量流量显著提高了稳定性。同样,锡含量越高,稳定性越强,与493 K相比,573 K的波动减少了约40%。较高的热流密度通常能在较低的角度稳定流动;在较高的倾角下,它会加剧不稳定性。垂直方向始终显示出最高的不稳定性。这些发现为超临界热系统的设计和优化提供了重要的见解,强调了热、流量和操作参数的综合控制对于确保稳定高效运行的重要性。
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引用次数: 0
Investigating the effect of nitrogen doping on the buckling process of carbon nanotubes using non-equilibrium molecular dynamics simulation 采用非平衡分子动力学模拟研究了氮掺杂对碳纳米管屈曲过程的影响
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110572
Linzhi Yin , Xin Sun , Hesam Naseri , S. Mohammad Sajadi , Mustafa Bayram , Majed M. Alghamdi
This study uniquely investigated the impact of nitrogen doping on the mechanical stability, structural deformation, and energetic properties of carbon nanotubes (CNTs) through non-equilibrium molecular dynamics simulations, systematically varying nitrogen doping concentrations (5%, 10%, 15%, 20%, 25%, and 30%). Unlike prior studies that mainly focused on electronic or catalytic effects, this work provides new atomic-level insights into how nitrogen doping alters the mechanical response of CNTs during buckling. We analyzed the evolution of kinetic energy, potential energy, the center of mass (COM), mean-squared displacement (MSD), and interaction energy throughout the simulations. Our results demonstrate that increased nitrogen doping led to higher atomic mobility and structural disorder, as indicated by elevated kinetic energy and MSD values both before and after buckling. The potential energy profiles showed that nitrogen-rich nanotubes adopted lower-energy configurations, reflecting diminished structural stability. COM analysis revealed that higher doping levels hindered global structural shifts during deformation, indicating that buckling occurred through localized, severe kinks rather than uniform bending. Contrary to expectations, interaction energy remained largely unaffected by nitrogen doping, suggesting that doping primarily affected structural dynamics rather than atomic interaction energy. These findings confirmed that nitrogen doping destabilized the CNT structure, increasing susceptibility to mechanical deformation. This comprehensive exploration of mechanical and dynamic effects distinguished our work, offering critical insights for designing nitrogen-doped CNTs in nanotechnology applications where mechanical integrity is pivotal.
本研究通过非平衡分子动力学模拟,系统地研究了不同氮掺杂浓度(5%、10%、15%、20%、25%和30%)对碳纳米管(CNTs)机械稳定性、结构变形和能量性能的影响。与先前主要关注电子或催化效应的研究不同,这项工作为氮掺杂如何改变碳纳米管在屈曲过程中的力学响应提供了新的原子水平的见解。我们分析了整个模拟过程中动能、势能、质心、均方位移和相互作用能的演变。我们的研究结果表明,增加的氮掺杂导致更高的原子迁移率和结构紊乱,正如屈曲前后的动能和MSD值升高所表明的那样。势能分布表明富氮纳米管采用较低的能量构型,反映了结构稳定性的降低。COM分析显示,较高的掺杂水平阻碍了变形过程中的整体结构变化,表明屈曲是通过局部的严重扭结而不是均匀弯曲发生的。与预期相反,氮掺杂对相互作用能基本没有影响,这表明掺杂主要影响结构动力学而不是原子相互作用能。这些发现证实了氮掺杂破坏了碳纳米管结构的稳定性,增加了对机械变形的敏感性。这种对机械和动态效应的全面探索使我们的工作与众不同,为在机械完整性至关重要的纳米技术应用中设计氮掺杂碳纳米管提供了关键的见解。
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引用次数: 0
Enhancing the thermal performance of microchannel cold plates via controlled bubble injection for next-generation high-power electronic chips 利用可控气泡注入技术提高下一代大功率电子芯片微通道冷板的热性能
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110621
Muhammad Idrees Afridi , Amra Al Kenany , Sultan Alshehery , Hussain Sawwan , Naif Almakayeel , Ali Alamry , Nemat Mashoofi Maleki , Saman Pourahmad
Efficient thermal management has become a critical bottleneck for next-generation high-power electronic devices, as conventional single-phase cooling techniques struggle to maintain performance under rising thermal design powers (TDPs). While microchannel cold plates improve heat dissipation by increasing the surface area and disrupting boundary layers, their performance is still constrained under high thermal loads, particularly with next-generation chips that have TDPs exceeding 700 W. To address this limitation, this study proposes a hybrid cooling strategy that integrates microchannel cold plates with active bubble injection. In the first phase of the study, baseline tests at TDPs of 560–800 W and flow rates of 0.5–1.5 l/min showed that microchanneling reduced surface temperature by up to 14.6 °C and thermal resistance by 18.6% compared with smooth plates. In the second phase, air was injected through one to five outlet branches at a constant rate of 0.2 l/min to identify the optimal configuration using the thermal performance factor (TP). The effect of air injection rate (0.2–1 l/min) was then examined. The optimal hydrothermal condition (TP = 1.2) occurred with four branches and an injection rate of 0.4 l/min, yielding a 20.1 °C temperature reduction, a 43% enhancement in the Nusselt number, and a 25.5% drop in thermal resistance compared to the plain cold plate. The energy reuse potential of this method was assessed alongside the hydrothermal performance. Results show that integrating recycled data-center energy can raise the Energy Reuse Factor (ERF) by up to 84% without exceeding safe chip temperatures, demonstrating strong applicability for next-generation high-power CPU cooling systems.
高效的热管理已经成为下一代高功率电子器件的关键瓶颈,因为传统的单相冷却技术在不断上升的热设计功率(tdp)下难以保持性能。虽然微通道冷板通过增加表面积和破坏边界层来改善散热,但它们的性能在高热负荷下仍然受到限制,特别是在tdp超过700 W的下一代芯片上。为了解决这一限制,本研究提出了一种将微通道冷板与主动气泡注入相结合的混合冷却策略。在研究的第一阶段,在tdp 560-800 W,流量0.5-1.5 l/min的基线测试中,与光滑板相比,微通道使表面温度降低了14.6°C,热阻降低了18.6%。在第二阶段,空气以0.2 l/min的恒定速率通过1至5个出口分支注入,利用热性能因子(TP)确定最佳配置。然后考察了空气喷射速度(0.2-1 l/min)的影响。最佳水热条件(TP = 1.2)为4支,注入速度为0.4 l/min,与普通冷板相比,温度降低20.1°C,努塞尔数提高43%,热阻降低25.5%。对该方法的能量再利用潜力和水热性能进行了评价。结果表明,集成回收的数据中心能源可以在不超过安全芯片温度的情况下将能源再利用系数(ERF)提高高达84%,显示出对下一代大功率CPU冷却系统的强大适用性。
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引用次数: 0
A fast and accurate discrete sine transform method for two-dimensional time-fractional convection–reaction–diffusion equations 二维时分式对流-反应-扩散方程的快速精确离散正弦变换方法
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110628
Pradip Roul, Sameer N. Khandagale, Vikas Kumar
In this study, we introduce a fast and high-order numerical method to solve the two-dimensional Caputo time-fractional convection–reaction–diffusion problem. We present a numerical technique that combines the L2–1σ scheme for temporal discretization with a compact finite difference method for spatial discretization. Since the model exhibits a weak singularity near the initial time, a graded temporal mesh is adopted to handle this behavior, which provides a accuracy of order min{rα,2} in temporal direction. As the fully discrete scheme incurs high computational cost, the fast discrete sine transform is adopted to achieve a significant reduction in cost. Furthermore, the global H1-norm stability and L2-norm convergence of the proposed method are rigorously established. Numerical experiments are carried out to demonstrate the accuracy of the present method. The proposed graded mesh scheme is shown to outperform existing methods Roul (2022) and Kumari (2024) in terms of accuracy and efficiency.
本文提出了一种求解二维Caputo时间分数对流-反应-扩散问题的快速、高阶数值方法。我们提出了一种将时间离散化的L2-1σ格式与空间离散化的紧致有限差分方法相结合的数值方法。由于模型在初始时间附近呈现弱奇异性,采用时序渐变网格进行处理,在时间方向上具有min{rα,2}阶的精度。针对全离散方案计算成本高的问题,采用快速离散正弦变换,显著降低了计算成本。并严格证明了该方法的全局h1 -范数稳定性和l2 -范数收敛性。通过数值实验验证了该方法的准确性。所提出的分级网格方案在精度和效率方面优于现有的方法Roul(2022)和Kumari(2024)。
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引用次数: 0
Enhancing full-cycle thermo-flow uniformity in intensive curing barns via perforated horizontal plates with stepped spacing 通过台阶间距穿孔水平板增强密集固化仓的全周期热流均匀性
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110622
Yonghong Wu , Yongbo Li , Pingwei Qin , Chao Yang , Yuxin Chen , Zhiyong Wang , Yunfei Yan , Shihong Wei , Mingjiang Xu , Chenghua Zhang
Ensuring a uniform thermo-flow field in intensive curing barns is critical to the curing of tobacco leave. This study proposes a perforated horizontal plate with stepped-spacing openings to regulate interlayer airflow and alleviate inlet-side stagnation. First, the composite thermo-flow performance is evaluated for different opening diameters (d). As d increases, performance initially improves and then deteriorates, d = 250 mm is optimal, reducing the maximum interlayer temperature difference (ΔTmax) and temperature standard deviation (TSD) by 10.86 K and 4.89 K, respectively, and increasing the interlayer mean temperature by 4.61 K. Next, the opening ratio (φ) is optimized. Increasing φ generally enhances performance, φ = 0.28 offers the best compromise, further decreasing ΔTmax in full-cycle to 9.01, 7.49, and 4.07 K. Compared with φ = 0.12 in the fixative period, each layer TSD decrease by 1.08, 1.43, and 0.97 K. Introducing stepped spacing (150/200/250 mm) provides further improvements over uniform spacing, decreasing the interlayer TSD to 0.42, 0.19, and 0.02 K in the yellowing period and reducing full-cycle ΔTmax by an additional 1.81, 1.63, and 0.33 K, respectively. These insights provide a practical guidance for airflow allocation and structural optimization in intensive curing barns.
保证密集烤房内均匀的热流场对烟叶的烘烤至关重要。该研究提出了一种带阶梯间距开口的穿孔水平板,以调节层间气流并缓解进口侧停滞。首先,对不同开口直径(d)下的复合材料热流性能进行了评估。随着d的增大,性能呈现先升后降的趋势,其中d = 250 mm最优,最大层间温差(ΔTmax)和温度标准差(TSD)分别降低10.86 K和4.89 K,层间平均温度升高4.61 K。其次,优化开孔比(φ)。增大φ通常可以提高性能,φ = 0.28提供了最佳折衷,在全循环中进一步降低ΔTmax至9.01、7.49和4.07 K。与固定期φ = 0.12相比,每层TSD分别降低1.08、1.43、0.97 K。在均匀间距的基础上,引入阶梯间距(150/200/250 mm)可以进一步改进,在发黄期将层间TSD分别降低到0.42、0.19和0.02 K,并将全周期ΔTmax分别降低1.81、1.63和0.33 K。这些见解为密集养护仓的气流分配和结构优化提供了实用的指导。
{"title":"Enhancing full-cycle thermo-flow uniformity in intensive curing barns via perforated horizontal plates with stepped spacing","authors":"Yonghong Wu ,&nbsp;Yongbo Li ,&nbsp;Pingwei Qin ,&nbsp;Chao Yang ,&nbsp;Yuxin Chen ,&nbsp;Zhiyong Wang ,&nbsp;Yunfei Yan ,&nbsp;Shihong Wei ,&nbsp;Mingjiang Xu ,&nbsp;Chenghua Zhang","doi":"10.1016/j.icheatmasstransfer.2026.110622","DOIUrl":"10.1016/j.icheatmasstransfer.2026.110622","url":null,"abstract":"<div><div>Ensuring a uniform thermo-flow field in intensive curing barns is critical to the curing of tobacco leave. This study proposes a perforated horizontal plate with stepped-spacing openings to regulate interlayer airflow and alleviate inlet-side stagnation. First, the composite thermo-flow performance is evaluated for different opening diameters (d). As d increases, performance initially improves and then deteriorates, d = 250 mm is optimal, reducing the maximum interlayer temperature difference (<span><math><mi>Δ</mi><msub><mi>T</mi><mi>max</mi></msub></math></span>) and temperature standard deviation (TSD) by 10.86 K and 4.89 K, respectively, and increasing the interlayer mean temperature by 4.61 K. Next, the opening ratio (φ) is optimized. Increasing φ generally enhances performance, φ = 0.28 offers the best compromise, further decreasing <span><math><mi>Δ</mi><msub><mi>T</mi><mi>max</mi></msub></math></span> in full-cycle to 9.01, 7.49, and 4.07 K. Compared with φ = 0.12 in the fixative period, each layer TSD decrease by 1.08, 1.43, and 0.97 K. Introducing stepped spacing (150/200/250 mm) provides further improvements over uniform spacing, decreasing the interlayer TSD to 0.42, 0.19, and 0.02 K in the yellowing period and reducing full-cycle <span><math><mi>Δ</mi><msub><mi>T</mi><mi>max</mi></msub></math></span> by an additional 1.81, 1.63, and 0.33 K, respectively. These insights provide a practical guidance for airflow allocation and structural optimization in intensive curing barns.</div></div>","PeriodicalId":332,"journal":{"name":"International Communications in Heat and Mass Transfer","volume":"172 ","pages":"Article 110622"},"PeriodicalIF":6.4,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146073926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Impact of separator conductivity on thermal performance and irreversibility in multilayer phase change material heat sinks 隔膜电导率对多层相变材料散热器热性能和不可逆性的影响
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110540
Amin Shahsavar , Arian Pourvali , Mahan Hasani
In this study, the thermal performance and entropy generation behavior of a heat sink equipped with multilayer phase change materials and copper pin fins under constant heat flux are numerically investigated. Five separator materials with different thermal conductivities (copper, aluminum, stainless steel, alumina, and epoxy) are examined in 25 configurations, including symmetric arrangements with identical separator materials (A1–A5) and asymmetric configurations with different materials used for the lower and upper separators (B1–B20). A three-dimensional transient enthalpy-porosity model is used to analyze melting dynamics, temperature distribution, and the evolution of thermal and frictional entropies. The results show that separator conductivity has little effect on melting time or the overall temperature trend but strongly influences both the magnitude and pattern of entropy generation. In symmetric configurations, changing separator conductivity alters only the entropy magnitude. In asymmetric arrangements, the sequence of conductive and nonconductive layers plays a dominant role. A conductive bottom separator combined with a moderately conductive top layer yields the lowest entropy generation, whereas a nonconductive bottom separator increases thermal entropy by up to 35% and frictional entropy by more than 50%. Local contours further reveal that conductivity discontinuities intensify temperature and velocity gradients, forming concentrated irreversible regions.
在恒定热流密度下,对多层相变材料和铜引脚翅片散热器的热性能和熵产行为进行了数值研究。五种不同导热系数的分离器材料(铜、铝、不锈钢、氧化铝和环氧树脂)在25种配置中进行了测试,包括对称配置的相同分离器材料(A1-A5)和不对称配置的不同材料用于上下分离器(B1-B20)。采用三维瞬态焓孔模型分析了熔融动力学、温度分布、热熵和摩擦熵的演化。结果表明,分离器电导率对熔化时间和总温度变化趋势影响不大,但对熵产的大小和模式影响较大。在对称构型中,改变隔膜电导率只会改变熵的大小。在不对称排列中,导电层和非导电层的排列顺序起主导作用。导电底部分离器与中等导电顶层相结合,产生的熵最小,而非导电底部分离器可使热熵增加35%,摩擦熵增加50%以上。局部等高线进一步显示,电导率不连续加剧了温度和速度梯度,形成集中的不可逆区域。
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引用次数: 0
A comparative analysis of pressure centroid and thermal interactions within the Kozeny-Carman architecture across a spectrum of bearing configuration under transient dynamic regimes 在瞬态动力状态下,Kozeny-Carman结构中压力质心和热相互作用的比较分析
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110605
Pooja , Paras Ram , B.C. Prasannakumara
This research investigates ferrofluid-based squeeze-film lubrications in the Kozeny-Carman porous framework for a variety of bearing geometries, such as secant, exponential, parallel, convex, and inclined pads. The Kozeny-Carman globular-sphere description describes the porous surface, and Jenkins' model is used to compute the mean temperature. Porosity, slip, and material qualities are taken into account when determining load capacity, average temperature, and pressure-center behaviour. Additionally, it fills in the gaps between porous tribology and magnetic lubricating technology. The ferroliquid is considered incompressible, and its viscosity varies with temperature. The effects of modifying bearing properties on pressure fields, load performance, and thermal behaviour are graphically depicted. The corotational derivative of magnetization is essential for pressure-supporting systems, and higher slip lowers the temperature. When thermal variations are taken into account, the study shows the 17.11% increase in load capability and the 12% decrease in temperature, for the performance enhancement of 2.81%. These data show that the convex pad works better in low-slip situations, while the inclined pad operates more effectively in moderate-slip situations. The inclined slider bearing is the best choice after taking all thermal factors into account. When all thermal considerations have been considered, the inclined slider bearing is recommended.
本研究研究了Kozeny-Carman多孔框架中基于铁磁流体的挤压膜润滑,适用于各种轴承几何形状,如割线、指数、平行、凸和倾斜垫。Kozeny-Carman球球描述描述多孔表面,Jenkins模型用于计算平均温度。在确定承载能力、平均温度和压力中心行为时,孔隙率、滑移率和材料质量都被考虑在内。此外,它填补了多孔摩擦学和磁润滑技术之间的空白。铁磁液体被认为是不可压缩的,它的粘度随温度变化。修改轴承性能对压力场、负载性能和热行为的影响以图形方式描述。磁化的旋转导数对压力支撑系统至关重要,较高的滑移率会降低温度。当考虑热变化时,研究表明负载能力提高了17.11%,温度降低了12%,性能提高了2.81%。这些数据表明,凸垫在低滑移情况下工作更好,而斜垫在中滑移情况下工作更有效。考虑到所有热因素后,倾斜滑块轴承是最佳选择。当考虑到所有的热因素时,建议使用倾斜滑块轴承。
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引用次数: 0
Hybrid fractional thermoelastic–machine learning (KNN, CNN and SVM classifier) framework for heat and mass transfer: A computational mechanics approach 混合分数热弹性-机器学习(KNN, CNN和SVM分类器)框架的传热和传质:计算力学方法
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110623
Seema , Abhinav Singhal , Abdulkafi Mohammed Saeed , Sonal Nirwal , Anjali Chaudhary
The main goal of this study is to create a single fractional thermoelastic–machine learning framework that can accurately model how heat and stress move through skin tissue over time and automatically sort thermal regimes into safe and dangerous ones. The proposed method combines the Atangana–Baleanu fractional operator with the Cattaneo–Vernotte heat flux law and data-driven classifiers (KNN, SVM, and CNN), and Laplace Transforms techniques to derive generalized thermoelastic formulations capable of capturing finite-speed thermal propagation, memory effects, and nonlocal stress relaxation. This connects strict analytical modeling with smart thermal safety prediction. Closed-form expressions for temperature, displacement, dilation, and stress fields are obtained in the Laplace domain and numerically inverted to evaluate transient responses under thermal shock. All fractional thermoelastic simulations and Laplace inversions were executed in MATLAB R2023a, whereas the machine-learning models (KNN, SVM, CNN) were implemented in Python 3.10 using scikit-learn and TensorFlow. To extend the predictive capacity of the analytical models, simulation-derived datasets are used to train three machine learning classifiers—K-Nearest Neighbors (KNN), Support Vector Machine (SVM), and Convolutional Neural Network (CNN). Comparative analyses through confusion matrices, dispersion maps, ROC curves, residual maps, and bar charts demonstrate that CNN achieves superior nonlinear feature extraction and generalization, SVM provides stable global decision boundaries, and KNN efficiently identifies localized thermal–mechanical anomalies. The AB fractional model is shown to suppress temperature overshoot and reduce stress concentration relative to CV, offering safer predictions for biological tissues. The combined fractional–ML framework enables rapid classification of safe and risky heating regimes, with potential applications in hyperthermia therapy, burn injury prevention, dermatological laser treatments, and thermal hotspot detection in engineered composites. This study establishes a unified pathway where fractional thermoelastic modeling, deep learning, and classical machine learning synergistically addresses complex biomedical and material thermal interactions. A synthetic dataset generated from fractional AB–CV thermoelastic simulations was used for training the ML classifiers.
这项研究的主要目标是创建一个单一的分数热弹性机器学习框架,该框架可以准确地模拟热量和应力如何随着时间的推移在皮肤组织中移动,并自动将热状态分为安全和危险的状态。该方法将Atangana-Baleanu分数算子与Cattaneo-Vernotte热通量定律、数据驱动分类器(KNN、SVM和CNN)和拉普拉斯变换技术结合起来,推导出能够捕捉有限速度热传播、记忆效应和非局部应力松弛的广义热弹性公式。这将严格的分析建模与智能热安全预测联系起来。在拉普拉斯域中得到了温度、位移、膨胀和应力场的封闭表达式,并进行了数值反演,以评估热冲击下的瞬态响应。所有分数热弹性模拟和拉普拉斯反演都在MATLAB R2023a中执行,而机器学习模型(KNN, SVM, CNN)则在Python 3.10中使用scikit-learn和TensorFlow实现。为了扩展分析模型的预测能力,模拟衍生的数据集用于训练三种机器学习分类器- k -近邻(KNN),支持向量机(SVM)和卷积神经网络(CNN)。通过混淆矩阵、色散图、ROC曲线、残差图和柱状图的对比分析表明,CNN在非线性特征提取和泛化方面取得了优异的成绩,SVM提供了稳定的全局决策边界,KNN有效地识别了局部热-机械异常。与CV相比,AB分数模型可以抑制温度超调,降低应力浓度,为生物组织提供更安全的预测。结合分数- ml框架可以快速分类安全和危险的加热制度,在热疗、烧伤预防、皮肤激光治疗和工程复合材料的热热点检测方面具有潜在的应用前景。本研究建立了一个统一的途径,其中分数热弹性建模,深度学习和经典机器学习协同解决复杂的生物医学和材料热相互作用。由分数AB-CV热弹性模拟生成的合成数据集用于训练ML分类器。
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引用次数: 0
Parametric optimization of rotational enhancement for solidification in latent heat storage 潜热贮存中旋转强化凝固的参数优化
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110618
Zhentao Wang , Changyu Zhong , Lingshuo Chen , Xiaodong Guo , Yuzhen Zhao , Xuan Zhang
To address the degradation of heat transfer during the solidification of phase change materials (PCMs), caused by their low thermal conductivity and the increasing thermal resistance of the solidified layer, this study experimentally investigates the coupled effects of rotation angle and rotation interval on the solidification performance, temperature uniformity, and underlying heat transfer enhancement mechanisms in a rotating latent heat storage (LHS) unit. An active rotation experimental setup was designed and constructed. By varying the rotation angle and interval, the transient temperature field, heat release rate, and complete solidification time during PCM solidification were measured and compared. Experimental results demonstrate that rotation significantly improves solidification performance. Compared with the static case, the temperature uniformity index of the storage system was reduced by 55%, and the instantaneous heat release rate could reach up to 4.5 times that under static conditions. Among the tested parameters, the average heat release rate achieved with 90° rotation in the later stage was 2.7 times higher than that with 45° rotation. Through contour analysis, an optimized operation scheme is proposed. During the initial solidification stage, shorter intervals (120–150 s) combined with moderate angles (60–70°) are applied to disrupt thermal stratification; in the later stage, longer intervals (160–190 s) with larger angles (70–80°) are adopted to promote uniform solidification, thereby enhancing overall efficiency. This work not only clarifies the coupled influence mechanisms of rotation parameters on the PCM solidification process, but also provides a novel and operable thermal management strategy for designing high-performance active latent heat storage systems.
为了解决相变材料(PCMs)在凝固过程中由于其低导热性和固化层热阻增加而导致的传热退化问题,本研究通过实验研究了旋转潜热储存(LHS)装置中旋转角度和旋转间隔对凝固性能、温度均匀性和潜在传热强化机制的耦合影响。设计并搭建了主动旋转实验装置。通过改变旋转角度和间隔,测量和比较了PCM凝固过程中的瞬态温度场、放热速率和完全凝固时间。实验结果表明,旋转明显改善了凝固性能。与静态情况相比,存储系统的温度均匀性指数降低了55%,瞬时放热率可达到静态条件下的4.5倍。在试验参数中,后期旋转90°时的平均放热率是旋转45°时的2.7倍。通过等高线分析,提出了优化的运行方案。在初始凝固阶段,采用较短的凝固间隔(120 ~ 150 s)和适中的凝固角度(60 ~ 70°)来破坏热分层;后期采用更长的凝固间隔(160 ~ 190 s)和更大的凝固角度(70 ~ 80°)来促进均匀凝固,从而提高整体效率。这项工作不仅阐明了旋转参数对PCM凝固过程的耦合影响机制,而且为设计高性能主动潜热储存系统提供了一种新颖的、可操作的热管理策略。
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引用次数: 0
Computational analysis of vectored annular jet impingement on a heated surface: Flow dynamics and heat transfer characteristics 矢量环形射流撞击受热表面的计算分析:流动动力学和传热特性
IF 6.4 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-27 DOI: 10.1016/j.icheatmasstransfer.2026.110638
Abhik Adhikari , Sudipta Basak , Prasun Dutta , Himadri Chattopadhyay
The purpose of this computational work is to investigate the transport phenomena associated with vectored annular jets impinging on heated surface. The study takes into account jet Reynolds numbers in the range of 100 to 5000 and the transition-SST (shear–stress transport) model is used to resolve the flow field. After the computational model has been validated, detailed flow structure and thermal field has been evaluated. Topology of skin friction lines for three dimensional vectored jets with instinct flow pattern is observed and detailed quantification of thermal filed is carried out by calculating local and surface-averaged Nusselt number. There is a strong relationship between the Reynolds number and the strength, shape and size of the recirculation zone that exists within the flow domain. Additionally, turbulence plays a significant role in the enhancement of heat transfer within the impingement zone, which is especially visible at higher Reynolds numbers. The model is found to aid in identifying the transition to turbulence for vectored annular jets.
本计算工作的目的是研究与矢量环形射流撞击加热表面有关的输运现象。考虑到射流雷诺数在100 ~ 5000之间,采用过渡-剪切应力输运模型求解流场。在对计算模型进行验证后,对流动结构和热场进行了详细的评估。观察了具有本能流型的三维矢量射流表面摩擦线的拓扑结构,并通过计算局部和表面平均努塞尔数对热场进行了详细的量化。雷诺数与流域中存在的再循环区的强度、形状和大小之间有很强的关系。此外,湍流在增强碰撞区域内的传热方面起着重要作用,这在高雷诺数时尤为明显。发现该模型有助于识别矢量环形射流向湍流的过渡。
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International Communications in Heat and Mass Transfer
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