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2020 19th IEEE Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)最新文献

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An Electrochemical-thermal Coupled Gas Generation and Overcharge-to-thermal-runaway Model for Large-format Lithium Ion Battery 大型锂离子电池的电化学-热耦合气体生成和过充-热失控模型
Jiajun Xu, Christopher Hendricks
Lithium-ion batteries (LIB) have found a wide range of applications in many consumer products in the last 25 years. The United States Navy and Marine Corps have various applications using LIB, and safe battery technologies are critically needed. While many consumer applications typically utilize smaller high capacity cells, military applications can utilize specialty large-format (>30 Ah) cells in their LIB packs. One of the most important safety considerations for LIB cells is their thermal stability under various abuses such as exposure to heat, nail penetration, external short circuit, crushing, and so on. Several exothermic reactions can occur as the inner cell temperature increases, and if the heat generation is larger than the dissipated heat to the surroundings, this leads to heat accumulation in the cell and acceleration of the chemical reactions, which can then lead to a thermal runaway. To understand and control thermal runaway, many researchers have formulated complex mathematical models and built experimental set-ups for investigating the phenomenon in detail. However, most of the studies focused on the effect of thermal runaway event, while no detailed numerical analysis on the vaporization of the electrolyte and the correlation of electrochemical reactions with overcharge in large-format LIB has been reported yet. So this study reports the recently developed electrochemical-thermal coupled gas generation and overcharge-to-thermal-runaway model for a large-format lithium-ion battery tested at NSWCCD using COMSOL software.
在过去的25年里,锂离子电池在许多消费产品中得到了广泛的应用。美国海军和海军陆战队有使用锂电池的各种应用,并且迫切需要安全的电池技术。虽然许多消费者应用通常使用较小的高容量电池,但军事应用可以在其LIB包中使用专业的大画幅(bbb30 Ah)电池。锂离子电池最重要的安全考虑因素之一是其在各种滥用下的热稳定性,例如暴露于热,钉子穿透,外部短路,压碎等。随着细胞内温度的升高,会发生几种放热反应,如果产生的热量大于向周围散失的热量,就会导致细胞内的热量积累和化学反应的加速,从而导致热失控。为了理解和控制热失控,许多研究人员建立了复杂的数学模型并建立了实验装置来详细研究这一现象。然而,大多数研究都集中在热失控事件的影响上,而对大型LIB中电解液的汽化以及电化学反应与过充之间的关系尚未有详细的数值分析报道。因此,本研究报告了最近开发的电化学-热耦合气体生成和过充到热失控模型,该模型用于在NSWCCD使用COMSOL软件测试的大型锂离子电池。
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引用次数: 0
Fractal Pattern Effects on Natural Convection Heat Transfer and Flow Characteristics 分形图案对自然对流换热和流动特性的影响
K. Ebrahimi, Sasan Ebrahimi, Khosrow Ebrahimi
Thermal management is necessary to dissipate heat from semiconductors while keeping system efficiency high. There is a clear need for compact, effective, reliable, high-capacity, and quiet, passive cooling systems in the power electronics industry. A novel Smith-Volterra-Cantor (SVC) set fractal heat-sink is introduced and numerically investigated for natural convection. The SVC fractal pattern increases the heat transfer area and interrupts the thermal and aerodynamic boundary layers. The heat-sink mass and size are reduced with the SVC fractal design compared to the classical ones that make compact passive cooling system design feasible. The thermal performance of the fractal heat-sink is detailed, considering the fin scale and surface heat flux. The analysis indicates mass normalized fin effectiveness is improved, and the temperature is more uniformly distributed for fractal design. These results are applicable for the development of compact power-electronics passive thermal management design for telecommunication and aviation applications with reduced parasitic powers, noise, and vibration.
热管理是必要的,以散发热量的半导体,同时保持系统的效率高。电力电子行业显然需要紧凑、有效、可靠、高容量和安静的被动冷却系统。介绍了一种新的Smith-Volterra-Cantor (SVC)集分形散热器,并对其进行了数值研究。SVC分形图案增加了传热面积,打断了热边界层和气动边界层。与传统的分形设计相比,SVC分形设计减小了散热器的体积和质量,为紧凑型被动冷却系统的设计提供了可行性。在考虑翅片尺度和表面热通量的情况下,详细分析了分形散热器的热性能。分析表明,分形设计提高了质量归一化翅片的效率,使温度分布更加均匀。这些结果适用于开发用于电信和航空应用的紧凑型电力电子无源热管理设计,以降低寄生功率,噪音和振动。
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引用次数: 0
Health Monitoring and Feature Vector Identification of Failure for SAC305 Solder PCB’s under Shock Loads up to 10,000g 高达10,000g冲击载荷下SAC305焊料PCB的健康监测和故障特征向量识别
P. Lall, Tony Thomas, K. Blecker
This paper focusses on the prognostics of damage for a PCB under varying conditions of shock loads. The test board is a multilayer FR4 of JEDEC standard JESD22-B111 specified dimension with 12 packages that are arranged in a rectangular pattern. Health monitoring of the bare printed circuit boards under different drop and shock loads are studied in this analysis from the strain signals acquired from different locations of the board. The test boards are subjected to different shock loads of 3,000, 5000, 7000, and 10,000g acceleration to understand the failure of the packages during these various shock levels. Further, the analysis of varying shocks loads on the same test boards was also carried out to understand the effectiveness of the feature vector in predicting failure during varying load conditions. The strain signals that are acquired from four different locations of the test board during each drop are used for the identification of feature vectors that can predict the failure. The resistance measurements of the packages are used to identify the failure of packages during the drop. The health of the PCB is studied from the strain signal acquired from the strain gauges fixed at four different locations of the test board. The strain signals are processed, and various feature vectors are identified to predict the failure of the package during drop based on the time-domain and frequency-domain characteristics of the strain signal. The time-domain characteristics quantified the variation of the shape and profile of each peak of the damped strain signal, and the frequency-domain studied the characteristic change in the frequency components during each drop of the test board. Different data processing algorithms are used in dimension reduction and feature extraction from the strain signal and frequency components of the strain signal. A comparative study on the difference in the four strain signals under varying conditions of the load and sustainability of the feature vectors at different conditions of load and differences in the feature vectors with the position of the strain gauge is also studied.
本文主要研究了PCB在不同冲击载荷条件下的损伤预测。测试板为JEDEC标准JESD22-B111规定尺寸的多层FR4, 12个封装呈矩形排列。本文利用从电路板不同位置采集的应变信号,研究了不同跌落载荷和冲击载荷下裸印刷电路板的健康监测。测试板承受3,000、5,000、7,000和10,000g加速度的不同冲击载荷,以了解在这些不同冲击水平下封装的失效情况。此外,还对同一测试板上的不同冲击载荷进行了分析,以了解特征向量在不同载荷条件下预测失效的有效性。在每次跌落过程中,从测试板的四个不同位置获得的应变信号用于识别可以预测故障的特征向量。包装的电阻测量用于识别在下降过程中包装的失效。从固定在测试板四个不同位置的应变片获得的应变信号来研究PCB的健康状况。对应变信号进行处理,根据应变信号的时域和频域特征,识别各种特征向量,预测封装在跌落过程中的失效。时域特性量化了阻尼应变信号各峰的形状和轮廓的变化,频域研究了测试板每次跌落过程中频率分量的特征变化。采用不同的数据处理算法对应变信号和应变信号的频率分量进行降维和特征提取。对比研究了四种应变信号在不同载荷条件下的差异、特征向量在不同载荷条件下的可持续性以及特征向量随应变片位置的差异。
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引用次数: 4
Correlation of Accelerated Tests with Human Body Measurements for Flexible Electronics in Wearable Applications 可穿戴应用中柔性电子产品加速测试与人体测量的相关性
P. Lall, Tony Thomas, Jinesh Narangaparambil, Kartik Goyal, Hye-Yoen Jang, Vikas Yadav, Wei Liu
The increase in the use of flexible electronics in wearable applications has resulted in an increased focus on the study of movement characteristics of the human body and its impact on electronics under various day-to-day actions. The flexible electronics that are attached to the human body are tested for reliability under various conditions of human activity such as walking, jumping, squats, lunges, and bicep curls. The human body motion data during these different actions were measured using a set of ten Vicon cameras to measure the position, velocity, and accelerations of a standard full-body sensor location of a human body. The reliability model presented in this study uses the angle variations of each joint in the human body for all the five human activities listed above. Statistical analysis on the difference of each joint angle was tested with hypothesis testing strategies with different subjects and with various human body actions as well. Acceleration factor modeling on the reliability of the electronics was carried out using test data of flexible electronics subjected to bending, twisting, stretching, and folding experiments. These experiments are conducted on flexible electronic substrates until failure with in-situ resistance measurements to monitor the changes in the board during each of these experiments. The experimental measurements of the boards were combined with the human body motion data to model the acceleration factor for each of these tests.
在可穿戴应用中使用柔性电子产品的增加导致人们越来越关注人体运动特性及其在各种日常活动下对电子产品的影响的研究。附着在人体上的柔性电子设备在行走、跳跃、深蹲、弓步和肱二头肌弯曲等各种人体活动条件下进行可靠性测试。在这些不同的动作中,人体的运动数据是用一组十个Vicon相机来测量人体的位置、速度和加速度的标准全身传感器位置。本研究中提出的可靠性模型使用了上述所有五种人类活动中人体每个关节的角度变化。采用假设检验策略对不同被试和不同人体动作的关节角度差异进行统计分析。利用柔性电子器件的弯曲、扭转、拉伸和折叠实验数据,建立了电子器件可靠性的加速度因子模型。这些实验是在柔性电子基板上进行的,直到在每次实验期间使用原位电阻测量来监测板中的变化为止。将板子的实验测量结果与人体运动数据相结合,为每项测试建立加速因子模型。
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引用次数: 3
Thermal Conductivity of β-Ga2O3 Thin Films Grown by Molecular Beam Epitaxy 分子束外延生长β-Ga2O3薄膜的导热性能
Diego Vaca, Luke Yates, N. Nepal, D. Katzer, B. Downey, V. Wheeler, D. Meyer, S. Graham, Satish Kumar
β-Ga2O3 is considered as a promising material for future power electronic applications. In this work, we used time-domain thermoreflectance to measure the thermal conductivity and thermal boundary conductance (TBC) of thin films of β-Ga2O3 grown using molecular beam epitaxy (MBE) on c-Al2O3 (sapphire) and 4H-SiC substrates. One sample was 119 nm thick on sapphire, while the other sample was 81 nm thick on 4H-SiC. The Ga2O3 layer on c-sapphire presented a through-plane thermal conductivity of 3.2 ± 0.3 W/m-K with a Ga2O3/sapphire TBC of 155.6 ± 65.3 MW/m2-K. The thermal conductivity of the Ga2O3 layer on 4H-SiC was measured as 3.1 ± 0.5 W/m-K with a Ga2O3/SiC TBC of 141.8 ± 63.8 MW/m2-K. When compared with the thermal conductivity of films grown using pulsed-laser deposition from a previous study, thermal conductivity of layers grown by MBE show higher values, which suggests that the films grown by epitaxial method such as MBE can improve the thermal conductivity of thin films.
β-Ga2O3被认为是一种很有前途的电力电子材料。在这项工作中,我们使用时域热反射测量了在c-Al2O3(蓝宝石)和4H-SiC衬底上采用分子束外延(MBE)生长的β-Ga2O3薄膜的导热系数和热边界电导(TBC)。一个样品在蓝宝石上的厚度为119 nm,另一个样品在4H-SiC上的厚度为81 nm。c-蓝宝石上Ga2O3层的通平面导热系数为3.2±0.3 W/m-K, Ga2O3/蓝宝石的TBC为155.6±65.3 MW/m2-K。测定了4H-SiC上Ga2O3层的导热系数为3.1±0.5 W/m-K, Ga2O3/SiC的TBC为141.8±63.8 MW/m2-K。与以往研究的脉冲激光沉积膜的热导率相比,MBE生长膜的热导率更高,这表明MBE等外延法生长的薄膜可以提高薄膜的热导率。
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引用次数: 1
Thermal Modeling of Electrical Machines with Advanced Fluid Cooling 先进流体冷却电机的热建模
Huihui Xu, Kunpeng Lin, C. Ehrenpreis, Grégoire Roux, R. D. De Doncker
Advanced cooling methods, especially direct oil cooling, are used to maximize the power density of electrical traction machines. However, thermal monitoring with temperature sensors can only provide limited information about the thermal stress distribution. This work combines computational fluid dynamics and lumped parameter thermal networks to develop a thermal model of a prototype machine with direct oil cooling. The generated model represents the inhomogeneous spatial temperature distribution caused by the asymmetrical oil distribution in radial and axial direction of the machine. The proposed method allows a rapid study of the thermal behavior of electrical machines with direct oil cooling. Experimental measurements validate the accuracy of the thermal model. The temperature difference between simulations and measurements is within 5 °C.
采用先进的冷却方法,特别是直接油冷却,以最大限度地提高电力牵引机的功率密度。然而,温度传感器的热监测只能提供有关热应力分布的有限信息。本研究结合计算流体力学和集总参数热网络,建立了直接油冷却的原型机的热模型。所生成的模型代表了由于机床径向和轴向油分布不对称而导致的空间温度分布不均匀。提出的方法可以快速研究直接油冷却电机的热行为。实验结果验证了热模型的准确性。模拟和测量之间的温差在5°C以内。
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引用次数: 2
Thermal Characteristics of Integrated Fan-Out on Substrate (InFO_oS) Packaging Technology 基板上集成扇出封装技术的热特性
Chia-Hao Hsu, Yi-Jou Lin, Sheng-Liang Kuo, Yi Peng, Chi-Wen Pan, Tai-Yu Chen, Wen-Sung Hsu
Unprecedented computing power is pursued for the next generation of big data, cloud computing and artificial intelligence, and it is driving all kinds of new technology in semiconductor industry now. Integrated fan-out on substrate (InFO_oS) packaging technology emerges as one of the innovative package solutions to connect multiple dies, and therefore could deliver higher performance than conventional one-die package. Due to extremely high power is accommodated in one single package, accurate thermal analysis of it is crucial to avoid thermal issue of integrated chips.In order to understand the thermal characteristic of integrated fan-out on substrate package, not only a detailed package thermal model was constructed but also a thermal test vehicle (TTV) was developed in this work. Standard JEDEC package thermal resistance of junction-to-case experiments was conducted with large body InFO_oS TTV, including multiple heat sources. It is shown that the thermal model can achieve great accuracy compared with measurement result. Meanwhile, as thermal interface material (TIM) between die and metal lid plays a big role of thermal resistance of junction-to-case, different kinds of TIM materials were adopted in this TTV to characterize their thermal performance. The effect of bond line thickness (BLT) of TIM was also investigated as it is another key factor.In this study, a detail InFO_oS thermal model was verified and fundamental thermal characteristic of it was completed. Furthermore, based on the correlated thermal model, a series of thermal simulation was executed to study thermal power budget with advanced thermal solutions and with different TIM materials adopted in InFO_oS package. It would be practical and beneficial to implement this methodology in design phase to reduce thermal risk in system application of end product.
下一代的大数据、云计算和人工智能正在追求前所未有的计算能力,并正在推动半导体行业的各种新技术。集成扇出基板封装技术(InFO_oS)是连接多个芯片的创新封装解决方案之一,因此可以提供比传统的单芯片封装更高的性能。由于单个封装可容纳极高的功率,因此对其进行准确的热分析对于避免集成芯片的热问题至关重要。为了了解基板上集成扇出封装的热特性,本文不仅建立了详细的封装热模型,而且开发了热测试车(TTV)。采用大机身InFO_oS TTV进行标准JEDEC封装结壳热阻实验,包括多个热源。结果表明,该热模型与实测结果相比具有较高的精度。同时,由于模具与金属盖之间的热界面材料(TIM)对结壳热阻的影响较大,本实验采用不同类型的TIM材料对其热性能进行表征。结合线厚度(BLT)是另一个关键因素,对其影响也进行了研究。本研究对InFO_oS的详细热模型进行了验证,完成了InFO_oS的基本热特性。此外,基于相关热模型,进行了一系列热模拟,研究了先进热解决方案和不同TIM材料下InFO_oS封装的热功率预算。在设计阶段实施该方法,对降低最终产品系统应用中的热风险具有实际意义。
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引用次数: 2
Effects of Jet to Wall Spacings on Heat Transfer Characteristics And Flow Fields of Turbulently Impinging Nozzled Jets on Hot Silicon 射流与壁面间距对热硅上湍流碰撞射流传热特性和流场的影响
P. Subrahmanyam, Y. Pang, Muhammad Ahmad, Amy Xia
The heat transfer distributions of axisymmetric confined turbulent jets impinging on a high power density silicon issued from dual primary circular nozzles and accelerated under tapered nozzles has been extensively investigated in this research to discretize the flow field characteristics under submerged conditions. Sixteen RANS CFD simulations with processed chilled water as impingement fluid by varying Reynolds number 8000 ≤ Re ≤ 20000 (based on the main inlet nozzle jet diameter and bulk velocity) and the nozzle jet orifice plate to the die standoff distance 4 ≤ z/d ≤ 16 (up to sixteen nozzle jet diameters distance) is researched along with four distinct LES cases at a Reynolds of 20000. The nozzle plate has 20 tapered nozzles used to distribute and accelerate the flow under the dual circular nozzles where the flow is initially issued from. The CFD RANS simulations for dual circular primary nozzles are compared to the CFD cases of the single primary nozzle cases published previously. An overall heat transfer coefficient to the order of 179,000 W/m2°K has been observed on the surface of the silicon when the flow is issued from a single primary nozzle and an overall heat transfer coefficient to the order of 333,000 W/m2°K has been observed when the jets are issued from dual primary nozzles for identical jet-to-wall distance. Large Eddy Simulations are used to predict the flow-field turbulent characteristics of dual circular jets impinging directly on the silicon wall for four significant cases with varying (0.5 ≤ z/d ≤ 2) distances at a Reynolds (Re) of 20,000 issued from main nozzle and the results are compared to the four LES cases of single nozzle direct impingement that is published previously. Results from these simulations reveal intricate features of flow field distributions including primary and secondary vortices, entrainment effects on the bare die hot silicon and guides the design of the impingement setup in terms of nozzle configuration, maximum power and power density dissipation criteria that can be met for a given nozzle configuration and impingement setup for hotspot mitigation.
为了离散化浸没条件下的流场特性,本文广泛研究了双初级圆形喷嘴和锥形喷嘴下加速的轴对称受限湍流射流撞击高功率密度硅的换热分布。研究了16种不同雷诺数(8000≤Re≤20000(基于主入口喷嘴射流直径和体速度)、喷嘴射流孔板到模具的距离4≤z/d≤16(最多16个喷嘴射流直径距离)下处理过的冷冻水作为冲击流体的RANS CFD模拟,以及4种不同雷诺数为20000的LES情况。喷嘴板有20个锥形喷嘴,用于分配和加速流动,在双圆形喷嘴下,流动最初是从那里发出的。将双圆形主喷管的CFD RANS模拟与已有的单圆形主喷管的CFD模拟进行了比较。从单个主喷嘴喷射时,在硅表面观察到的总传热系数为17.9万W/m2°K;在相同的射流到壁面距离下,从双主喷嘴喷射时,观察到的总传热系数为333,000 W/m2°K。采用大涡模拟方法,对主喷嘴在雷诺数(Re)为2万的情况下,不同距离(0.5≤z/d≤2)的双圆射流直接撞击硅壁的四种重要情况下的流场湍流特性进行了预测,并与已有的单喷嘴直接撞击的四种LES情况进行了比较。这些模拟结果揭示了流场分布的复杂特征,包括主涡和次涡,对裸模热硅的携带效应,并指导了喷嘴配置,给定喷嘴配置可满足的最大功率和功率密度耗散准则以及热点缓解的冲击设置的设计。
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引用次数: 0
Effect of Fatigue on Individual SAC305 Solder Joints Reliability at Elevated Temperature 高温下疲劳对SAC305单个焊点可靠性的影响
Mohammed Abueed, Raed Athamenh, S. Hamasha, J. Suhling, P. Lall
Failure due to thermal cycling is common at the solder joint level of electronic assemblies due to the mismatch in the coefficient of thermal expansions between the carrier and printed circuit board. Combined damage mechanisms of creep and fatigue are presented in thermal cycling conditions. Recent studies showed that fatigue damage is dominant during ramps, while creep damage is dominant during dwell times. The amount of damage is highly aggregated when the temperature is elevated. So, it is essential to explore the effect of both damage mechanisms on solder joint reliability, especially at elevated temperatures. In this work, an accelerated shear fatigue test on individual solder joints is used to study the effect of elevated temperature at different stress levels on fatigue life. Individual SAC305 solder joints were cycled in stress-controlled fatigue at various temperature levels of 25°C, 60°C and 100°C using Instron micro-tester machine with a customized fixture. The stress amplitudes include 16, 20, and 24MPa. Hysteresis (stress-strain) loops were generated at different testing conditions, and the inelastic work per cycle is calculated. The results showed that increasing the stress level leads to increasing the inelastic work per cycle and decreasing fatigue life. The fatigue life of the solder joint is reduced significantly with increasing temperature at certain stress levels. Also, the inelastic work per cycle is significantly increased with increasing temperature. The effect of temperature found to create more damage than increasing stress levels. Further experiments with different testing conditions are in progress to study the effect of both creep and fatigue. It would help in quantifying both damages at several temperatures and stress levels.
由于载体和印刷电路板之间的热膨胀系数不匹配,热循环导致的故障在电子组件的焊点水平上很常见。提出了热循环条件下蠕变和疲劳复合损伤机理。最近的研究表明,疲劳损伤在坡道中占主导地位,而蠕变损伤在停留时间中占主导地位。当温度升高时,损伤量会高度聚集。因此,有必要探讨这两种损伤机制对焊点可靠性的影响,特别是在高温下。本文通过对单个焊点进行加速剪切疲劳试验,研究不同应力水平下温度升高对焊点疲劳寿命的影响。使用Instron微型测试机和定制夹具,在25°C、60°C和100°C的不同温度水平下,对单个SAC305焊点进行应力控制疲劳循环。应力幅值为16、20、24MPa。在不同的试验条件下生成了滞回(应力-应变)回线,并计算了每个循环的非弹性功。结果表明,应力水平的增加会导致单周非弹性功的增加和疲劳寿命的降低。在一定的应力水平下,随着温度的升高,焊点的疲劳寿命显著降低。随着温度的升高,每循环的非弹性功显著增加。研究发现,温度的影响比增加压力水平造成的伤害更大。在不同的试验条件下,进一步研究蠕变和疲劳的影响。这将有助于量化在不同温度和压力水平下的损害。
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引用次数: 3
Artificial Neural Network Based Prediction of Control Strategies for Multiple Air-Cooling Units in a Raised-floor Data Center 基于人工神经网络的架空数据中心多空冷机组控制策略预测
V. Simon, Ashwin Siddarth, D. Agonafer
A data center cooling system consists of a hierarchy of systems with dedicated control algorithms dictating their operational states. There exists a wide range in spatial and temporal parameter space in an ensemble of non-linear dynamic systems, each executing a control task, while the global objective is to drive the overall system to an optimum operating condition i.e. minimum total operational power at desired rack inlet temperatures. Certainly, it is beneficial in optimizing workload migration at temporal scales but, solving the instability of the cooling systems operating at design points helps in understanding the whole system and make predictions to have better control strategies. Several techniques are available to realistically capture and make predictions. Datadriven modelling/Machine learning is one such method that is less expensive in terms of cost and time compared to other methods like validated CFD simulation/experimental setup.The objective of this study is to develop a control framework based on predictions made using machine learning techniques such as Artificial Neural Network (ANN) to operate multiple Computer Room Air Conditioning Units (CRAC) or simply Air-Cooling Units (ACU) in a hot-aisle contained raised floor datacenter. This paper focuses on the methodology of gathering training datasets from numerous CFD simulations (Scenarios) to train the ANN model and make predictions with minimal error.Each rack has a percentage of influence (zones) based on the placement of ACUs and their airflow behavior. These zones are mapped using steady state CFD simulation considering maximum CPU utilization and cooling provisioning. Using this map, ITE racks are targeted and given varying workload to force the corresponding ACU that is responsible for provisioning, to operate at set points. Number of such scenarios are simulated using the same CFD model with fixed bounds and constraints. Using large samples of data collected from CFD results, the ANN is trained to predict values that correspond to the activation of the desired ACU. Such efficient control network would minimize excessive cooling. The validated prediction points are used to model a control framework for the cooling system to quickly reach the operating point. These models can be used in real-time data centers provided; the training data is based on in-house sensor values.
数据中心冷却系统由系统的层次结构组成,这些系统具有专用的控制算法来规定其运行状态。在非线性动态系统的集合中,存在广泛的空间和时间参数空间,每个系统都执行一个控制任务,而全局目标是将整个系统驱动到最佳运行状态,即在所需机架入口温度下的最小总运行功率。当然,在时间尺度上优化工作负载迁移是有益的,但解决在设计点运行的冷却系统的不稳定性有助于理解整个系统,并做出预测,以制定更好的控制策略。有几种技术可用于真实地捕捉和预测。数据驱动建模/机器学习就是这样一种方法,与其他方法(如验证CFD模拟/实验设置)相比,它在成本和时间方面都更便宜。本研究的目的是开发一个控制框架,该框架基于使用人工神经网络(ANN)等机器学习技术做出的预测,以在热通道包含的架空地板数据中心中操作多个机房空调机组(CRAC)或简单的空气冷却机组(ACU)。本文重点介绍了从众多CFD模拟(场景)中收集训练数据集的方法,以训练人工神经网络模型并以最小的误差进行预测。根据acu的位置及其气流行为,每个机架具有一定百分比的影响(区域)。考虑到最大CPU利用率和冷却供应,使用稳态CFD模拟来映射这些区域。使用此映射,可以针对ITE机架并给予不同的工作负载,以强制负责供应的相应ACU在设置点上运行。使用具有固定边界和约束的相同CFD模型模拟了许多这样的场景。使用从CFD结果中收集的大量数据样本,对人工神经网络进行训练,以预测与所需ACU激活相对应的值。这种高效的控制网络将最大限度地减少过度冷却。利用验证的预测点来建立控制框架,使冷却系统快速达到工作点。这些模型可以在实时数据中心中使用;训练数据基于内部传感器值。
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引用次数: 4
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2020 19th IEEE Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm)
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