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A robust pattern recognition-based fault detection and diagnosis (FDD) method for chillers 基于鲁棒模式识别的冷水机组故障检测与诊断方法
Pub Date : 2014-07-16 DOI: 10.1080/10789669.2014.938006
Yang Zhao, F. Xiao, Jin Wen, Yuehong Lu, Shengwei Wang
A new chiller fault detection and diagnosis (FDD) method is proposed in this article. Different from conventional chiller FDD methods, this article considers the FDD problem as a typical one-class classification problem. The fault-free data are classified as the fault-free class. Data of a fault type are regarded as a fault class. The task of fault detection is to detect whether the process data are outliers of the fault-free class. The task of fault diagnosis is to find to which fault class does the process data belong. In this study, support vector data description (SVDD) algorithm is introduced for the one-class classification. The basic idea of the SVDD-based method is to find a minimum-volume hypersphere in a high dimensional feature space to enclose most of the data of an individual class. The proposed method is validated using the ASHRAE RP-1043 (Comstock and Braun 1999) experimental data. It shows more powerful FDD capacity than multi-class SVM-based FDD methods and PCA-based fault detection methods. Four potential applications of the proposed method are also discussed.
提出了一种新的冷水机组故障检测与诊断方法。与传统的冷水机组FDD方法不同,本文将FDD问题视为一个典型的一类分类问题。将无故障数据归为无故障类。一种故障类型的数据被视为一个故障类别。故障检测的任务是检测过程数据是否为无故障类的离群值。故障诊断的任务是找出过程数据属于哪一类故障。本研究引入支持向量数据描述(SVDD)算法进行单类分类。基于svdd的方法的基本思想是在高维特征空间中找到一个最小体积超球,以封闭单个类的大部分数据。采用ASHRAE RP-1043 (Comstock and Braun 1999)实验数据验证了所提出的方法。它比基于svm的多类FDD方法和基于pca的故障检测方法显示出更强大的FDD能力。本文还讨论了该方法的四种潜在应用。
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引用次数: 59
Evaluation of filter media performance: Correlation between high and low challenge concentration tests for toluene and formaldehyde (ASHRAE RP-1557) 过滤介质性能评价:甲苯和甲醛的高挑战浓度和低挑战浓度试验之间的相关性(ASHRAE RP-1557)
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.907096
Chuan He, W. Chen, K. Han, B. Guo, J. Pei, J. Zhang
To guide the selection of gas phase filtration media in the air cleaning devices, it is important to understand and estimate the media performance under usage concentrations. Filters for improving indoor air quality are typically subject to low volatile organic compounds (VOCs) concentration levels (e.g., ∼50 ppb), while the current standard tests per ASHRAE 145.1 (ANSI/ASHRAE 2008). are performed at relatively high challenge concentrations (∼1–100 ppm level). The primary objective of this study was to determine if media that perform well at the high concentration test condition would also perform well under the low concentration. The secondary objective was to investigate if and how existing models of filtration by media bed can be applied to extrapolate the results from the high concentration tests to the low concentration condition. Experiments and simulations were carried out at both high concentrations (100 ppm for toluene and 1 ppm for formaldehyde) and low concentrations (0.05 ppm for toluene and formaldehyde) for six selected filtration media. The results show that (1) the high concentration test data were able to differentiate the relative performance among the media at the low concentration properly, confirming the validity of using ASHRAE 145.1 (ANSI/ASHRAE 2008) for relative performance comparison; (2) significant initial breakthrough observed at high concentration tests of large pellet media was not present at the low concentration tests, indicating the dependency of the adsorption capability of the sorbent media on the concentration level as well as the possible “by-pass” effects (i.e., not all the VOC molecules in the air stream had the same chance to contact with the sorbent media); and (3) existing models need to be improved by incorporating the concentration dependency of the partition coefficient and the by-pass effect in order to predict the breakthrough curve at low concentrations properly. Such an improved model was proposed, evaluated with the measured data, and was found to be promising for physical sorbent, but requires further development for chemical, catalytic sorbent and large pellet sorbent. The study provides previously unavailable experimental data and new insight into the behavior of the filtration media for volatile organic compounds as well as evidence in support of the application of ASHRAE Standard 145.1 (ANSI/ASHRAE 2008) for media performance evaluation.
为了指导空气净化装置中气相过滤介质的选择,重要的是了解和估计介质在使用浓度下的性能。用于改善室内空气质量的过滤器通常符合低挥发性有机化合物(VOCs)浓度水平(例如,~ 50 ppb),而目前的标准测试符合ASHRAE 145.1 (ANSI/ASHRAE 2008)。在相对较高的挑战浓度(~ 1 - 100ppm水平)下进行。本研究的主要目的是确定在高浓度试验条件下表现良好的培养基在低浓度条件下是否也表现良好。第二个目标是研究是否以及如何应用现有的介质床过滤模型将高浓度试验的结果外推到低浓度条件下。对六种选定的过滤介质在高浓度(100 ppm的甲苯和1 ppm的甲醛)和低浓度(0.05 ppm的甲苯和甲醛)下进行了实验和模拟。结果表明:(1)高浓度试验数据能够很好地区分低浓度下不同介质的相对性能,证实了采用ASHRAE 145.1 (ANSI/ASHRAE 2008)进行相对性能比较的有效性;(2)在大颗粒介质高浓度试验中观察到的显著初始突破在低浓度试验中没有出现,这表明吸附介质的吸附能力依赖于浓度水平,以及可能的“旁路”效应(即气流中并非所有VOC分子都有相同的机会与吸附介质接触);(3)为了更好地预测低浓度条件下的突破曲线,需要对现有模型进行改进,纳入分配系数的浓度依赖性和旁通效应。提出了一种改进模型,并用实测数据对其进行了评价,发现物理吸附剂是有前景的,但化学吸附剂、催化吸附剂和大颗粒吸附剂还有待进一步开发。该研究提供了以前无法获得的实验数据和对挥发性有机化合物过滤介质行为的新见解,以及支持ASHRAE标准145.1 (ANSI/ASHRAE 2008)应用于介质性能评估的证据。
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引用次数: 19
A comparative analysis on experimental performance of CO2 trans-critical cycle CO2跨临界循环试验性能的对比分析
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.913959
S. Deng, Ruzhu Wang, Yanjun Dai
A performance comparison of experimental results for CO2 trans-critical cycle is presented for an overview of the current level of technology. The published performance data were collected as research objects through comprehensive literature review on experimental research. The methods for data processing, error analysis, and performance evaluation are introduced in the research methodology section. Through the proposed research method, 28 groups of performance results from developed prototypes or test rigs are compared and analyzed using the coefficient of performance and the second law efficiency of thermodynamics. A discussion of the performance comparison between developed CO2 devices and commercial products of synthetic working fluid is also presented based on China's national standards (General Administration of Quality Supervision, Insection and Quarantine of the People's Republic of China 2001, 2003). Based on the comparison results, the state-of-art and possible research directions for CO2 trans-critical cycle technology are summarized and presented.
对二氧化碳跨临界循环的实验结果进行了性能比较,概述了当前的技术水平。通过对实验研究的综合文献综述,收集已发表的性能数据作为研究对象。在研究方法部分介绍了数据处理、误差分析和性能评估的方法。通过提出的研究方法,利用性能系数和热力学第二定律效率,对已开发样机或试验台的28组性能结果进行了比较和分析。根据中国国家标准(中华人民共和国国家质量监督检疫总局2001,2003),讨论了开发的CO2装置与合成工质的商业产品的性能比较。在此基础上,总结了CO2跨临界循环技术的研究现状和可能的研究方向。
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引用次数: 3
Laboratory comparison of relative performance of gas phase filtration media at high and low O3/NO2 challenge concentrations (ASHRAE RP-1557) 高、低O3/NO2挑战浓度下气相过滤介质相对性能的实验室比较(ASHRAE RP-1557)
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.908691
K. Han, Jensen S. Zhang, B. Guo, Chuan He
To guide the selection and design of air filter/cleaning devices for improving indoor air quality (IAQ), it is important to be able to assess the performance and characteristics of filter media within a reasonable/practical testing period for low concentration conditions (∼50 ppb) under which they are applied. Our study objectives were to investigate whether filter media showing good performance at high concentrations per ASHRAE Standard 145.1 (ASHRAE 2008) would also perform well at low concentrations, typically indoors, and to explore whether and how existing models for filtration media beds can be applied to predict and extrapolate the experimental performance results obtained under high concentrations. Six filter media having different filtration properties, pellet shape and size, and target compound were selected for this investigation. Experiments were performed at both high (∼1 ppm/100 ppm) and low (∼50 ppb) levels of O3/NO2 concentration for all media selected. Existing models were evaluated for the feasibility of data extrapolation from high to low concentration conditions. The results showed that (1) the relative performance of filter media at high concentration was qualitatively indicative of that from the low concentration results and (2) no existing models were suitable for any media having major catalytic removal characteristics for the cases studied, and an improved mechanistic model needs to be developed.
为了指导空气过滤/清洁装置的选择和设计,以改善室内空气质量(IAQ),重要的是能够在合理/实际的低浓度条件(~ 50 ppb)下评估过滤介质的性能和特性。我们的研究目的是调查在ASHRAE标准145.1 (ASHRAE 2008)中高浓度下表现良好的过滤介质是否也能在低浓度下(通常在室内)表现良好,并探索现有的过滤介质床模型是否以及如何应用于预测和推断高浓度下获得的实验性能结果。选择了6种具有不同过滤性能、颗粒形状和大小以及目标化合物的过滤介质进行研究。实验在高(~ 1 ppm/100 ppm)和低(~ 50 ppb)水平的O3/NO2浓度下进行。评估了现有模型从高浓度到低浓度条件下数据外推的可行性。结果表明:(1)过滤介质在高浓度时的相对性能定性地反映了低浓度结果;(2)对于所研究的情况,没有任何现有模型适用于具有主要催化去除特性的介质,需要开发改进的机理模型。
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引用次数: 4
Heat and mass transfer enhancement potential on falling film absorbers for water-LiBr mixtures via a literature review (RP-1462) 降膜吸收剂对水-锂混合物的传热传质增强潜力——通过文献综述(RP-1462)
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.920224
A. Behfar, Ziqi Shen, Josephine Lau, Yuebin Yu
Significant process intensification (PI) of heat and mass transfer is indispensable in building compact and energy efficient absorption refrigeration systems. High potentials exist to achieve the required PI through (1) development of active heat and mass transfer enhancement techniques and (2) combining the active enhancement mechanism with proven and widely used passive enhancement techniques in transport processes. There is limited research on the effect of active mechanisms, such as vibration, on heat and mass transfer coefficients in absorption systems with falling film horizontal-tube absorbers. In this general survey, with the aim to enlighten the path for active mechanisms development, recorded heat and mass transfer enhancements via active mechanisms were extracted from pertinent research works, and were summarized in tables suitable for evaluation and comparison. The potential for future research on enhancing heat and mass transfer in absorption chillers was identified.
重要的过程强化(PI)的传热和传质是必不可少的建设紧凑和节能吸收式制冷系统。通过(1)发展主动传热传质强化技术和(2)将主动强化机制与在输运过程中已被证明且广泛使用的被动强化技术相结合,存在实现所需PI的高潜力。在降膜水平管吸收系统中,振动等主动机制对传热传质系数的影响研究有限。为了给主动机理的发展提供启示,本文从相关的研究成果中提取了通过主动机理增强传热传质的记录,并将其归纳成适合于评价和比较的表格。指出了在吸收式制冷机中加强传热传质的未来研究潜力。
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引用次数: 4
Editorial: You may feel your research is significant, but is it significant enough for us? 编辑:你可能觉得你的研究很重要,但对我们来说足够重要吗?
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.923666
M. C. Baugher
I do not believe I have met a scientist or engineer yet who thinks his or her research is insignificant. However, as much as you may be attached to your project idea, and think that your paper is riveting reading, you may be surprised to find that your idea of significance and that of the editors of journals you submit papers to may not agree. The goal of the HVAC&R Research is to publish original research of lasting significance, which is usable by the research community and is relevant to the HVAC&R field (see Taylor & Francis Author Services 2014 and the journal’s Web site for details about submissions: http://www. tandfonline.com/action/authorSubmission?journalCode= uhvc&page=instructions#.UbYb8ZwRHYY. Clearly, the work should not be identical or substantially the same as work that has been previously published, either by yourself or someone else. Use the lists below as a quick reference guide in determining if the topic of your paper meet’s our standard for significance (Mitchell 2007).
我相信我还没有遇到过认为自己的研究无足轻重的科学家或工程师。然而,尽管你可能会执着于你的项目想法,并认为你的论文是引人入胜的阅读,你可能会惊讶地发现,你对重要性的看法和你提交论文的期刊编辑可能不同意。《暖通空调与制冷研究》的目标是发表具有持久意义的原创研究成果,供研究界使用,并与暖通空调与制冷领域相关(参见Taylor & Francis Author Services 2014和该杂志的网站:http://www)。tandfonline.com/action/authorSubmission ? journalCode = uhvc&page = # .UbYb8ZwRHYY指令。显然,该作品不应与您或其他人之前发表的作品完全相同或实质上相同。使用下面的列表作为快速参考指南来确定你的论文主题是否符合我们的重要标准(Mitchell 2007)。
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引用次数: 0
A hybrid technique to improve measurement accuracy and reliability in AC systems 一种提高交流系统测量精度和可靠性的混合技术
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.920223
Zhengwei Li, G. Huang
Sensors are one of the key components in a modern building energy management system (BEMS). Accurate sensors are the prerequisite for the success of any building energy optimization strategy. As sensors are subject to environment disturbance and performance deterioration, their accuracy tends to decrease during their service lives. Sensor calibration is an efficient way to improve measurement accuracy and reliability. However, due to a large number of sensors installed in modern air conditioning (AC) systems, conventional regular calibration may be laborious while not optimal when the system energy performance are concerned. In order to improve measurement accuracy and reliability, a hybrid sensor management strategy is proposed in this article. This strategy integrates a measured variable importance ranking technique with a data fusion technique. Comparison of this strategy with a conventional regular calibration in case studies shows that this strategy improves both the energy and control performance of AC systems.
传感器是现代建筑能源管理系统(BEMS)的关键部件之一。准确的传感器是任何建筑能源优化策略成功的先决条件。由于传感器受到环境干扰和性能下降的影响,在其使用寿命期间,其精度有下降的趋势。传感器标定是提高测量精度和可靠性的有效途径。然而,由于现代空调系统中安装了大量的传感器,传统的定期校准可能很费力,而且在系统能源性能方面也不是最佳的。为了提高测量精度和可靠性,本文提出了一种混合传感器管理策略。该策略将测量变量重要性排序技术与数据融合技术相结合。实例研究表明,该策略与传统的常规校准方法相比,提高了交流系统的能量和控制性能。
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引用次数: 0
Low pressure air-handling system leakage in large commercial buildings: Diagnosis, prevalence, and energy impacts 大型商业建筑低压空气处理系统泄漏:诊断、流行和能源影响
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.920688
M. Modera, C. Wray, D. Dickerhoff
Air-handling system leakage reduces the amount of air delivered to conditioned spaces and in most cases wastes energy and money. Standards exist for where and how to measure system airtightness, but they tend to focus on new construction, and only on the high-pressure (1500–2500 Pa [6–10 in. w.c.])/ medium-pressure [500–1500 Pa (2–6 in. w.c.]) portions of the system. This article investigates air leakage in the low-pressure (≤500 Pa [≤2 in. w.c.]) portions of large commercial-building air-handling systems (i.e., downstream of variable-air-volume box inlet dampers). A simplified diagnostic protocol for measuring low-pressure leakage that can be used during normal system operation in an existing building is presented and utilized for this investigation. A validation of the protocol using a calibrated leak in a field installation is also presented, as are the results of applying this protocol in nine other buildings around the United States. The validation results indicate that normalized leakage can be measured to within 10 L/s at 25 Pa (20 cfm at 0.1 in w.c.), with and without the existence of significant flow through the minimum opening of the box inlet damper. The field test results indicate that low-pressure leakage varied considerably from system to system (standard deviation of 50% of the mean value), and that the average value was approximately 10% of the flow entering the low-pressure system sections. The variability of the measured results, combined with a simplified analysis of the impacts of this leakage, suggest that testing of low-pressure system leakage in commercial buildings should be economically justifiable.
空气处理系统泄漏减少了输送到空调空间的空气量,在大多数情况下浪费了能源和金钱。现有标准规定了在哪里以及如何测量系统气密性,但这些标准往往集中在新建筑上,而且只针对高压(1500-2500 Pa[6-10英寸])。)/中压[500-1500 Pa (2-6 in。[c])系统的一部分。本文研究了低压(≤500pa[≤2in。大型商业建筑空气处理系统的一部分(即变风量箱入口阻尼器的下游)。一个简化的诊断方案,用于测量低压泄漏,可以在现有建筑的正常系统运行中使用,并用于本次调查。还介绍了在现场装置中使用校准泄漏对协议进行验证的情况,以及在美国其他九座建筑物中应用该协议的结果。验证结果表明,在25 Pa (20 cfm, 0.1 w / c)条件下,无论箱式进口阻尼器的最小开口是否存在明显的流量,归一化泄漏都可以测量到10 L/s以内。现场测试结果表明,不同系统的低压泄漏量差异很大(标准差为平均值的50%),平均值约为进入低压系统段流量的10%。测量结果的可变性,结合对这种泄漏影响的简化分析,表明在商业建筑中测试低压系统泄漏在经济上是合理的。
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引用次数: 2
An experimental and computational study of approach air distribution for slanted and A-shaped finned-tube heat exchangers 斜a型翅片管换热器进近气流组织的实验与计算研究
Pub Date : 2014-07-01 DOI: 10.1080/10789669.2014.899466
D. Yashar, P. Domanski, Honghyun Cho
One of the most influential factors of the performance of a finned-tube heat exchanger is the distribution of the air passing through it; therefore, it must be known in order to produce a highly efficient design. We examined two different common style air-to-refrigerant, finned-tube heat exchangers: a single-slab coil oriented at an angle of 65° to the duct wall and an A-shaped coil with an apex angle of 34°. We used particle image velocimetry (PIV) to measure their in-situ airflow distributions. The results show that the airflow distributions for both heat exchangers are highly nonuniform with different sections being subject to vastly different air velocities. We also used a momentum resistance-based computational fluid dynamics (CFD) approach to model the airflow distributions through these heat exchangers. The modeled results agreed with the measured values, with most of the simulated velocities falling within +/-10% of the measured velocities. The results of this study show that the velocity profile for any configuration is strongly influenced by the geometry of the heat exchanger and other features in its proximity and, therefore, each installation configuration will have its own unique velocity distribution. The information presented in this paper documents the maldistribution of airflowing through finned-tube heat exchangers and highlights the sources and magnitude of the nonuniformities.
翅片管换热器性能最重要的影响因素之一是流经换热器的空气分布;因此,为了产生高效的设计,必须了解它。我们研究了两种不同的常见风格的空气-制冷剂翅片管热交换器:一种是与管壁成65°角的单板盘管,另一种是顶点角为34°的a型盘管。采用粒子图像测速法(PIV)测量了它们的原位气流分布。结果表明,两种换热器的气流分布高度不均匀,不同截面受到的风速差异很大。我们还使用了基于动量阻力的计算流体动力学(CFD)方法来模拟通过这些热交换器的气流分布。模拟结果与实测值一致,大部分模拟速度落在实测值的+/-10%以内。本研究的结果表明,任何配置的速度分布都受到热交换器的几何形状和其附近的其他特征的强烈影响,因此,每种安装配置都将具有自己独特的速度分布。本文提供的信息记录了空气流动在翅片管换热器中的不均匀性,并强调了不均匀性的来源和程度。
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引用次数: 6
Thermodynamic study on a new transcritical CO2 ejector expansion refrigeration system with two-stage evaporation and vapor feedback 一种新型两级蒸发蒸汽反馈跨临界CO2喷射器膨胀制冷系统的热力学研究
Pub Date : 2014-06-06 DOI: 10.1080/10789669.2014.929422
Yang He, Jianqiang Deng, Zao-xiao Zhang
By the stability analysis of the basic transcritical CO2 ejector expansion refrigeration cycle (EERC), the paper proposed a new system which introduces another evaporator downstream the ejector to increase the gas quality into the separator and a vapor feedback valve to decrease the exceed gas into the compressor. The two new components stand for two different cycles: two-stage evaporation cycle and vapor feedback cycle. The theoretical analysis of the new system is carried out based on the first and second laws of thermodynamics to show the effect of the parameters on the system performance, such as entrainment ratio, high-side pressure, outlet temperature of gas cooler, etc. The results by the first law show that, compared with basic EERC the new system can be used in wider range of working conditions, and the COP of the two-stage evaporation cycle is 28.6% higher and the vapor feedback cycle is lower slightly. By exergy analysis at optimum high-side pressure, it is found that the exergy destruction of ejector is the greatest part. The simulation results also give the working ranges of the two cycles, which can help to analyze the system control. Hence, the improvement in the system is a promising method to reduce the restrain in basic EERC system but more study is still needed.
通过对基本跨临界CO2喷射器膨胀制冷循环(EERC)的稳定性分析,提出了一种新的系统,该系统在喷射器下游引入另一个蒸发器以提高进入分离器的气体质量,并在蒸汽反馈阀中减少进入压缩机的过量气体。这两个新组件代表两个不同的循环:两阶段蒸发循环和蒸汽反馈循环。根据热力学第一和第二定律对新系统进行了理论分析,揭示了夹带比、高侧压力、气体冷却器出口温度等参数对系统性能的影响。第一定律计算结果表明,与基本EERC相比,新系统的工作条件范围更广,两级蒸发循环的COP提高了28.6%,蒸汽反馈循环略有降低。通过最优高侧压力下的火用分析,发现引射器的火用破坏是最大的部分。仿真结果还给出了两个周期的工作范围,有助于分析系统的控制。因此,对系统进行改进是降低基础EERC系统约束的一种有希望的方法,但仍需进一步研究。
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引用次数: 22
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