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Effect of Property Evolution of Doped and Undoped SnAgCu Solder Alloys Under Shock and Vibration 冲击和振动对掺杂和未掺杂SnAgCu钎料合金性能演变的影响
P. Lall, Vikas Yadav, J. Suhling, David Locker
Electronics may be required to operate in harsh environments in automotive, aerospace, and defense applications. Solder interconnects in harsh environments may be subjected to extremely-low and high temperatures in the range of −65C to +200C in conjunction with significant strain loads. Furthermore, electronic assemblies may be subjected to extended periods of non-climate-controlled storage prior to deployment. Prior studies have shown that lead-free solder materials continue to evolve under varied thermal loads, leading to deterioration in mechanical parameters such as Ultimate Tensile Strength and Elastic Modulus. The material characteristics for non-linear modeling and reliability prediction are required for risk minimization with the use of new alloy formulations in high-reliability applications. The current work fills this state-of-the-art gap by measuring the mechanical characteristics of undoped SAC105 and doped SAC-Q solder alloys at low operation temperatures (−65°C to 0°C) at high strain rate after varied thermal aging periods up to one year. In addition, the evolution of Anand parameters for SAC solder alloys after prolonged thermal aging has been studied. The Anand model’s reliability has been assessed by comparing experimentally observed data with forecasted data using determined model constants for both solder alloys. The Anand parameters were applied in a FE-framework to simulate drop events for a ball-grid array package on a printed circuit board assembly.
电子器件可能需要在汽车、航空航天和国防应用的恶劣环境中运行。恶劣环境中的焊料互连可能会受到- 65℃至+200℃范围内的极低和高温的影响,并伴有显著的应变负载。此外,电子组件在部署之前可能要经受长时间的非气候控制储存。先前的研究表明,无铅焊料材料在不同的热载荷下继续演变,导致极限拉伸强度和弹性模量等机械参数的恶化。为了在高可靠性应用中使用新的合金配方,将风险最小化,需要非线性建模和可靠性预测的材料特性。目前的工作填补了这一最先进的空白,通过测量未掺杂SAC105和掺杂SAC-Q焊料合金在低工作温度(- 65°C至0°C)和高应变率下,经过长达一年的不同热老化期的机械特性。此外,还研究了SAC钎料合金长时间热时效后Anand参数的变化规律。通过比较实验观察到的数据和使用确定的模型常数预测的数据,对两种焊料合金的Anand模型的可靠性进行了评估。将Anand参数应用于有限元框架中,模拟了球栅阵列封装在印刷电路板组件上的跌落事件。
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引用次数: 0
Single-Phase Immersion Cooling Study of a High-Density Storage System 高密度存储系统的单相浸没冷却研究
S. Karajgikar, Jasper Kidger, A. Shaw, N. Edmunds, V. Mulay
In this paper, a standard air-cooled high-density storage system is reengineered to demonstrate the use of single-phase immersion cooling. The storage system consists primarily of seventy-two hard drives, two single socket nodes, two SAS expander cards, NIC and a power distribution board in a 4OU form factor. It is successfully demonstrated that the storage systems can be designed to support single phase immersion cooling while supporting hot swap and cooling redundancy requirement like an air-cooled system. In an air-cooled system, temperature gradient between the drives was as high as 19°C. The drives placed at the front of the system received cooler air while the drives placed in the rear received preheated air thus resulting in a temperature gradient. The drives used for the study were 20GB Helium filled sealed drives. For immersion cooling, seventy-two drives were cooled in parallel with temperature variance of less than 3°C. The other system components such as CPU, DIMMs, SAS chip and NIC had sufficient thermal margin. It was demonstrated that the system can operate reliably for facility coolant supply temperature as high as 40°C. The resulting power consumption of the pump was less than five percent of the total IT power. In addition, the proposed cooling solution may help mitigate acoustic vibrational issues for drives often encountered in air-cooling solution. The solution is virtually silent in operation.
在本文中,重新设计了一个标准的风冷高密度存储系统,以演示单相浸没冷却的使用。存储系统主要由72个硬盘、2个单插槽节点、2个SAS扩展卡、网卡和一块配电板组成,外形为4OU。成功地证明了该存储系统可以设计成支持单相浸入式冷却,同时像风冷系统一样支持热插拔和冷却冗余要求。在风冷系统中,驱动器之间的温度梯度高达19°C。放置在系统前部的驱动器接收较冷的空气,而放置在后部的驱动器接收预热空气,从而产生温度梯度。用于研究的驱动器是20GB的氦气密封驱动器。对于浸入式冷却,72个驱动器并联冷却,温度变化小于3°C。其他系统组件如CPU、dimm、SAS芯片和NIC有足够的热裕度。实验结果表明,该系统可以在40℃的温度下可靠运行。由此产生的泵的功耗不到IT总功耗的5%。此外,所提出的冷却解决方案可能有助于减轻空气冷却解决方案中经常遇到的驱动器的声学振动问题。该解决方案在运行中几乎是无声的。
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引用次数: 0
Influence of Cure-Reflow Profile and High-Temperature Operation of Additively Printed Conductive Circuits on Performance and Reliability 增材印刷导电电路的固化回流曲线和高温运行对性能和可靠性的影响
P. Lall, Jinesh Narangaparambil, C. Hill
For many years, traditional rigid PCBs have been utilized in many applications and have been shown to be reliable in a number of applications. There hasn’t been much research on flexible electronics device attachment techniques and process reliability. There has been prior research done on copper sintering using various methodologies, but there is no prediction model to apply the underlying information directly for predicting the performance of the printed electronics. The sintering process determines the electrical performance of printed traces, and it is necessary to comprehend and estimate the resistivity of printed traces. This study developed a regression model based on an Artificial Neural Network (ANN) to predict resistivity. Because flexible substrates allow for more flexibility, it is critical to create a reliable way of attaching components to circuits that can endure various motions. Micro dispensing equipment was employed in this investigation to print conductive traces, an electrically conductive adhesive (ECA), and low-temperature solder (LTS) for component attachment pads. There is little understanding of SMD attachments’ behavior on additively printed flexible substrates, and we examined different aspects of their performance in this study.
多年来,传统的刚性pcb已在许多应用中使用,并已被证明在许多应用中是可靠的。对于柔性电子器件的连接技术和工艺可靠性的研究还不多。先前已经有使用各种方法对铜烧结进行的研究,但是没有预测模型可以直接应用底层信息来预测印刷电子产品的性能。烧结工艺决定了印刷走线的电性能,对印刷走线电阻率的了解和估计是必要的。本研究建立了一种基于人工神经网络(ANN)的回归模型来预测电阻率。由于柔性基板具有更大的灵活性,因此创造一种可靠的方式将元件连接到能够承受各种运动的电路上至关重要。在这项研究中,微型点胶设备被用于打印导电痕迹、导电粘合剂(ECA)和低温焊料(LTS)。人们对SMD附件在增材印刷柔性基板上的行为知之甚少,我们在本研究中检查了其性能的不同方面。
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引用次数: 0
Data Driven Modeling Advancements for Thermal Predictions in Data Center Applications 数据中心应用中热预测的数据驱动建模进展
D. Patel, Y. Joshi
Thermal predictions in data centers have been utilized to reduce the electric consumption of thermal equipment in data centers. While most of the optimization of data center temperature has been performed through the utilization of Computational Fluid Dynamics (CFD) and heuristic methods, data driven modeling techniques are now also being used to optimize the data center temperatures. Some data driven models have been used on a static data set to obtain the steady state temperature predictions for given input variables while other data driven models have been trained to provide temperature predictions at live time. This paper aims to investigate the transient temperature prediction capabilities of two data driven models — Long-Short Term Memory (LSTM) and Nonlinear Autoregressive Neural Network with External Input (NARX). While these two methods have been previously studied on data center applications, they have not been compared with each other for transient temperature predictions for normal operations. The study also utilizes ensembles to provide better temperature prediction accuracy for smaller data sets. The study compared these two models based on an experimentally obtained data set and found that NARX outperforms LSTM for normal operations and that the data driven models are able to provide relatively good predictions even if the input variables are slightly outside the training domain.
数据中心的热预测已经被用来减少数据中心热设备的电力消耗。虽然大多数数据中心温度优化都是通过使用计算流体动力学(CFD)和启发式方法进行的,但数据驱动建模技术现在也被用于优化数据中心温度。一些数据驱动模型已用于静态数据集,以获得给定输入变量的稳态温度预测,而其他数据驱动模型已被训练以提供实时温度预测。研究了长短期记忆(LSTM)和带外部输入的非线性自回归神经网络(NARX)两种数据驱动模型的瞬态温度预测能力。虽然这两种方法之前已经在数据中心应用中进行了研究,但在正常运行的瞬态温度预测中,它们尚未相互比较。该研究还利用集合为较小的数据集提供更好的温度预测精度。该研究基于实验获得的数据集对这两种模型进行了比较,发现NARX在正常操作中优于LSTM,并且即使输入变量稍微超出训练域,数据驱动模型也能够提供相对较好的预测。
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引用次数: 0
Predictions of Airside Economization-Based Air-Cooled Data Center Environmental Burden Reduction 基于空侧节约的风冷数据中心环境负担减轻预测
Li Chen, A. Wemhoff
Modern data centers, which consume roughly 3% of global electricity, continue to experience increased demand. Therefore, green data centers that consume less energy and have minimal environmental impact are desirable. This study examines the potential energy savings and environmental benefits of applying airside economization with evaporative cooling in air-cooled data centers in the continental U.S. A generic data center that employs a Computer Room Air Conditioning (CRAC)-based cooling system with a total IT load of 400 kW is modeled at 925 locations using the National Renewable Energy Laboratory’s (NREL’s) TMY3 database. The energy savings and environmental benefits are evaluated in terms of key data center performance metrics: Power Usage Effectiveness (PUE), Carbon Usage Effectiveness (CUE), and the recently proposed Water Scarcity Usage Effectiveness (WSUE) metric, which quantifies the holistic impact of water consumption on regional water availability. Results are aggregated and analyzed at the U.S. State level. It is found that airside economization implementation in the continental U.S. is feasible 6.57% and 21.5% of the year on average based on ASHRAE recommended and allowable envelopes, respectively. Furthermore, results indicate that carbon footprint and water scarcity footprint can be reduced by up to 16% when economization is implemented based on the ASHRAE allowable envelope.
现代数据中心耗电量约占全球的3%,其需求仍在持续增长。因此,能源消耗更少、对环境影响最小的绿色数据中心是理想的选择。本研究考察了在美国大陆的风冷数据中心应用蒸发冷却的空侧节约的潜在节能和环境效益。使用国家可再生能源实验室(NREL)的TMY3数据库,在925个地点模拟了一个通用数据中心,该数据中心采用基于计算机机房空调(CRAC)的冷却系统,总IT负荷为400千瓦。根据关键数据中心性能指标来评估节能和环境效益:电力使用效率(PUE)、碳使用效率(CUE)和最近提出的水资源短缺使用效率(WSUE)指标,该指标量化了用水量对区域水资源可用性的整体影响。结果在美国州一级进行汇总和分析。研究发现,基于ASHRAE推荐信封和允许信封,美国大陆空侧节约实施的可行性平均分别为6.57%和21.5%。此外,研究结果表明,当基于ASHRAE允许包络线实施节约时,碳足迹和缺水足迹可减少高达16%。
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引用次数: 2
Melt Front Enhancement of Phase Change Materials via Nanoparticle Inclusion for Improved Heat Transfer and Cyclability 通过纳米颗粒包合增强相变材料的熔体前沿以改善传热和循环性能
Joshua Kasitz, L. Marshall, D. Huitink
Passive cooling techniques are widely sought-after solutions to thermal management issues in high power electronics due to increased energy dissipation in reduced areas. Phase change materials (PCMs) present a promising secondary passive thermal management opportunity by absorbing a large amount of energy as an isothermal process. This phenomenon can be utilized in various ways as a thermal management tool; including temperature spike alleviation, energy storage, and secondary passive cooling. Though PCMs have promising passive cooling ability, often it is difficult to select an appropriate or effective PCM for the specific application due to deficiencies in a particular material property. Previous studies have demonstrated the ability to alter PCM properties through the homogeneous inclusion of nanoparticles. Thermal conductivity is a particularly important metric for enhancement via nanoparticles due to the typically low conductivity of PCMs with high latent heats. Previous studies demonstrate the successful augmentation of this property. A large limiting factor to enhanced PCM passive cooling is related to the propagation of the melt front, representing the region of large energy absorption. In many cases, the melt front moves too slowly to effectively transfer energy away from the device. Slow material response time can also be problematic in the re-solidification process, limiting cyclability. Work has been conducted to monitor the melt front response to a thermal load. Early in the melting process, conduction dominates the heat transfer mechanism. This paper will examine the impact of nanoparticle inclusion as a means of controlling the melt front propagation. Using nanoparticles to control the composite thermal conductivity should lead to optimization ability of PCM melt characteristics to align with thermal management needs.
被动冷却技术是广泛追捧的解决方案,热管理问题,在高功率电子由于增加能量耗散在减少区域。相变材料(PCMs)作为等温过程吸收大量能量,提供了一个有前途的二次被动热管理机会。这种现象可以作为热管理工具以各种方式加以利用;包括温度峰值缓解,能量储存和二次被动冷却。虽然PCM具有很好的被动冷却能力,但由于特定材料特性的不足,通常很难为特定应用选择合适或有效的PCM。先前的研究已经证明了通过均匀包裹纳米颗粒改变PCM特性的能力。热导率是通过纳米颗粒增强的一个特别重要的指标,因为典型的具有高潜热的pcm的低电导率。先前的研究证明了这一特性的成功增强。增强PCM被动冷却的一个很大的限制因素与熔体锋的传播有关,熔体锋代表了大能量吸收的区域。在许多情况下,熔体前沿移动太慢,无法有效地从设备转移能量。缓慢的材料响应时间也可能在再凝固过程中出现问题,限制了循环性。已经开展了监测熔体前沿对热负荷响应的工作。在熔化过程的早期,传热机制以传导为主。本文将研究纳米颗粒包裹体作为控制熔体前沿传播手段的影响。利用纳米颗粒来控制复合材料的导热性,可以优化PCM熔体特性,使其符合热管理需求。
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引用次数: 0
Predictive Cohesive Zone Modeling for Delamination at PCB-Potting Material Interfaces Under Four-Point Bend Loading With Sustained High-Temperature Exposure 持续高温暴露下四点弯曲载荷下pcb -灌封材料界面分层的预测内聚区建模
P. Lall, A. Pandurangan, K. Blecker
Potting is one of the most effective techniques for safeguarding electronics assembly in challenging harsh conditions, including shock and vibration. Interconnect failures are often preceded by delamination at the PCB and epoxy interface. PCB-Epoxy interfaces have not been extensively researched for interfacial fracture resistance under high thermo-mechanical loading. In this study, bi-material PCB-epoxy samples are made and exposed to long-term high-temperature aging followed by monotonic four-point bend loading. The evolution of the interfacial integrity under sustained high-temperature exposure has been quantified. The study looks at five distinct types of potting materials with varying properties. The specimens are exposed to a high temperature of 100°C and 150°C for 30 days, 60 days, 90 days, 120 days, 180 days, 240 days, and 360 days. Steady-state strain energy release rate, mode-I (KI), and mode-II (KII) stress intensity factors are determined for the PCB-Epoxy interface. Cohesive zone parameters for each of the PCB-Epoxy interfaces have been determined and implemented into a predictive cohesive zone model (CZM). The PCB-Epoxy bi-material specimen has been modeled in ABAQUS with a cohesive zone at the interface and subjected to mode-I four-point bend loading. Damage is considered to occur at the interface where the cohesive zone has been modeled. For both pristine and aged tests, the damage accumulation is predicted using the interfacial fracture parameters from the experiment.
灌封是在具有挑战性的恶劣条件下(包括冲击和振动)保护电子组件的最有效技术之一。互连故障通常发生在PCB和环氧树脂界面的分层之前。pcb -环氧树脂界面在高热机械载荷下的抗断裂性能尚未得到广泛的研究。在本研究中,制作双材料pcb -环氧树脂样品,并进行长期高温老化,然后进行单调四点弯曲加载。对界面完整性在持续高温下的演变进行了量化。该研究着眼于五种不同类型的具有不同性能的灌封材料。试样在100℃、150℃的高温下暴露30天、60天、90天、120天、180天、240天、360天。确定了pcb -环氧树脂界面的稳态应变能释放率、i型(KI)和ii型(KII)应力强度因子。每个pcb -环氧树脂界面的内聚带参数已经确定并实现到预测内聚带模型(CZM)中。在ABAQUS中对pcb -环氧树脂双材料试样进行了建模,并在界面处建立了粘聚区,并进行了i型四点弯曲加载。损伤被认为发生在界面上,其中粘聚区已经建模。无论是原始试验还是老化试验,损伤积累都是利用实验所得的界面断裂参数来预测的。
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引用次数: 1
Topology Optimization of Heat Sink for 3d Integrated Power Converters 三维集成电源变换器散热器拓扑优化研究
Xiaoqiang Xu, A. Mirza, Lingfeng Gao, F. Luo, Shikui Chen
This paper proposes a density-based topology optimization scheme to design a heat sink for the application of a 3D integrated SIC-based 75 kVA Intelligent Power Stage (IPS). The heat sink design considers the heat conduction and convection effects with forced air cooling. The objective function is to minimize the thermal compliance of the whole structure. A volume constraint is imposed to reduce the overall volume of the designed heat sink to make it conformal to the underlying power devices. Some numerical techniques like filtering and projection schemes are employed to render a crisp design. Some 2D benchmarks examples are first provided to demonstrate the effectiveness of the proposed method. Then a 3D heat sink, especially designed for the 3D IPS, is topologically optimized. The classic tree-like structure is reproduced to reinforce the convection effect. Some comparisons with the intuitive baseline designs are made through numerical simulation. The optimized heat sinks are shown to provide a more efficient cooling performance for the 3D integrated power converter assembly.
本文提出了一种基于密度的拓扑优化方案,用于设计基于sic的三维集成75 kVA智能功率级(IPS)的散热器。散热器的设计考虑了强制风冷的导热和对流效应。目标函数是使整个结构的热柔度最小化。施加体积限制是为了减小设计的散热器的总体体积,使其与底层功率器件保形。一些数值技术,如滤波和投影方案被用来渲染一个清晰的设计。首先给出了一些二维基准示例来验证所提出方法的有效性。然后,对专为3D IPS设计的3D散热器进行了拓扑优化。重现了经典的树状结构,以加强对流效果。通过数值模拟与直观基线设计进行了比较。优化后的散热片为3D集成电源转换器组件提供了更高效的冷却性能。
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引用次数: 0
Liquid to Liquid Cooling for High Heat Density Liquid Cooled Data Centers 高密度液冷数据中心的液对液冷却
A. Heydari, Pardeep Shahi, Vahideh Radmard, Bahareh Eslami, Uschas Chowdhury, S. Saini, Pratik V. Bansode, Harold Miyamura, D. Agonafer, Jeremy Rodriguez
Removal of heat is becoming a major challenge in today’s data centers. Computing-intensive applications such as artificial intelligence and machine learning are pushing data center to compute intensive systems, such as GPU, CPU, and switches to their extreme limits. Racks of IT can approach up to 100kW of heat dissipation challenging traditional data center designs for enterprises and cloud service providers. Direct-to-chip liquid cooling utilizing cold plates is becoming a common method of removing heat from high heat density data center server racks. There are various methods of applying liquid cooling to data centers to address the high heat density components such as liquid to liquid (L2L), liquid to air (L2A), and liquid to single phase refrigerant (L2R). This study aims to investigate the thermo-hydraulic performance of the L2L cooling systems using cooling distribution units (CDUs). CDUs provide a cold secondary coolant (Propylene Glycol 25%) into the cooling loops of liquid-cooled server racks, with the CDUs providing liquid to liquid heat exchange between the primary facility water and secondary liquid used for cold plates. This study uses Thermal Test Vehicles (TTVs) which have been built to reproduce and simulate high heat density servers. Four different cooling loops are characterized experimentally, and detailed analytical and numerical simulations using CFD are developed for analyzing the cooling characteristics of the entire L2L cooling loop, including the CDU, for removing heat from the cold plates. Detailed Flow Network Modeling (FNM) has been performed to analyze precise hydraulic modeling of the secondary fluid flow, from the CDUs to the cooling loops, for predicting pressure drop and flow rate of the secondary coolant. A FNM properly sizes the pumping requirements of the L2L cooling system. Additionally, a system calculator has been created for quickly sizing all secondary loop piping for L2L heat exchanger deployments.
散热正在成为当今数据中心面临的主要挑战。人工智能和机器学习等计算密集型应用正在将数据中心推向GPU、CPU和交换机等计算密集型系统的极限。IT机架的散热能力可达100kW,对企业和云服务提供商的传统数据中心设计提出了挑战。利用冷板直接对芯片进行液体冷却正成为一种从高密度数据中心服务器机架上散热的常用方法。针对数据中心热密度较高的部件,如液对液(L2L)、液对空气(L2A)、液对单相制冷剂(L2R)等,液冷的应用方法多种多样。本研究旨在探讨采用冷却分配单元(cdu)的L2L冷却系统的热水力性能。cdu为液冷服务器机架的冷却回路提供冷二次冷却剂(25%的丙二醇),cdu在主要设施水和用于冷板的二次液体之间提供液体对液体的热交换。本研究使用热测试车辆(TTVs),这是已经建立的再现和模拟高热密度服务器。对四种不同的冷却回路进行了实验表征,并利用CFD进行了详细的分析和数值模拟,以分析包括CDU在内的整个L2L冷却回路的冷却特性,以从冷板中散热。采用详细的流动网络模型(FNM)对从cdu到冷却回路的二次流体流动进行了精确的水力建模,以预测二次冷却剂的压降和流量。FNM适当地确定L2L冷却系统的泵送要求。此外,还创建了一个系统计算器,用于快速确定L2L热交换器部署的所有二次环路管道的尺寸。
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引用次数: 1
Transient CFD Analysis of Dynamic Liquid-Cooling Implementation at Rack Level 机架级动态液冷实现的瞬态CFD分析
Himanshu Modi, Pardeep Shahi, Akiilessh Sivakumar, S. Saini, Pratik V. Bansode, Vibin Shalom, Amruthavalli Rachakonda, Gautam Gupta, D. Agonafer
Direct to chip liquid-cooling technique has been widely implemented for the cooling of processors with high thermal design power. To further enhance the efficiency of liquid cooling, ongoing research focuses on the optimizations at the cold plate level or by changing the flow configurations. But in all cases, the coolant which is pumped across the rack is pumped at a constant flow rate irrespective of the workload utilization at the individual server, resulting in excess pumping of coolant. A practical approach is to dynamically vary the flow rate to each server as per server workload utilization. In this study, transient analysis is performed by varying the flow rate across individual servers at rack level using CFD. A CFD model mimicking four servers placed at different heights on a standard 42U rack is developed. The flow variation through each of the servers is done using a damper arrangement representing a flow control device. A controller is integrated to automate the process of opening and closing of FCD to vary the flow based on the average outlet temperature from each server. A baseline simulation with all servers running at maximum power dissipation with a constant coolant flow rate is compared with cases where the coolant flow rate is controlled dynamically for varying thermal design power (TDP). The results shown analyze the impact of the dynamic response of the flow control device on transient thermal and hydraulic characteristics across the rack is done.
直接到芯片的液体冷却技术已广泛应用于高热设计功率处理器的冷却。为了进一步提高液体冷却的效率,目前的研究主要集中在冷板层面的优化或通过改变流动配置。但在所有情况下,冷却剂被泵送到机架上,以恒定的流量泵送,而不考虑单个服务器的工作负载利用率,导致冷却剂的过量泵送。一种实用的方法是根据服务器工作负载利用率动态地改变每个服务器的流速率。在本研究中,瞬态分析是通过使用CFD在机架级改变各个服务器之间的流量来执行的。建立了一个模拟放置在标准42U机架上不同高度的四台服务器的CFD模型。通过每个服务器的流量变化是使用代表流量控制装置的阻尼器布置来完成的。集成了一个控制器,可以自动打开和关闭FCD,根据每个服务器的平均出口温度来改变流量。将所有服务器在恒定冷却剂流量下以最大功耗运行的基线模拟与动态控制冷却剂流量以改变热设计功率(TDP)的情况进行了比较。结果表明,分析了流量控制装置的动态响应对跨齿条的瞬态热特性和水力特性的影响。
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引用次数: 2
期刊
ASME 2022 International Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Microsystems
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