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Data mining analysis of building simulation performance data 建筑仿真性能数据的数据挖掘分析
Pub Date : 2004-08-01 DOI: 10.1191/0143624404bt098oa
C. Morbitzer, P. Strachan, C. Simpson
Detailed simulation studies of building performance can result in large data sets, particularly where statistical information on annual energy or environmental performance is required. Key performance indicators such as the number of hours above a certain temperature can easily be extracted. However, it is difficult for users to explore such datasets and understand the underlying reasons why a building performs in a certain way. This is especially true in climate responsive buildings which involve complex interactions of ventilation, solar gains, internal gains and thermal mass, for example. Data mining techniques have traditionally been employed in the financial and marketing sectors to elicit patterns within the data. This paper describes how the different data mining techniques may be employed in helping to analyse building performance data. Clustering is identified as a particular useful analysis technique and its potential is illustrated through a number of case studies.
对建筑物性能的详细模拟研究可以产生大量数据集,特别是在需要年度能源或环境性能统计信息的情况下。关键性能指标,如在一定温度以上的小时数可以很容易地提取。然而,用户很难探索这样的数据集,并理解建筑物以某种方式运行的潜在原因。在气候敏感型建筑中尤其如此,因为这些建筑涉及通风、太阳能增益、内部增益和热质量等复杂的相互作用。数据挖掘技术传统上用于金融和营销部门,以从数据中得出模式。本文描述了如何使用不同的数据挖掘技术来帮助分析建筑性能数据。聚类被认为是一种特别有用的分析技术,通过一些案例研究说明了它的潜力。
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引用次数: 20
Exergy analysis of a low temperature radiant heating system 低温辐射供暖系统的火用分析
Pub Date : 2004-08-01 DOI: 10.1191/0143624404bt104oa
Hideo Asada, EC Boelman
The purpose of this study is to gain insight into the process of heating a room with a low-temperature radiant heating system and solar energy, considering energy conversion and heat transfer steps in the building (where heat is required), in the incident solar radiation (which supplies part of the heat required) and in the heating system (which provides for the additional heating needs, by using electricity from a gas-fired power plant to drive a heat pump). We applied a theoretical framework developed by Shukuya et al., to a dynamic simulation model and did numerical calculations for a room with an exterior wall, with and without a south-facing window, during a heating season in the Netherlands. The exergy analysis allows direct comparison between different energy types (e.g., heat, electricity, fuel) on a common basis, and the concept of exergy consumption is useful for expressing how and where energy is dispersed in the course of energy conversion and heat transfer steps. The results show that exergy consumption in the room (demand side) is relatively small compared to the supply side (fuel burned at the power plant and the sun reaching the ground and facade). The calculations also show that the total amount of exergy consumed during the heating season can be larger than the total amount of exergy supplied during the same period, as a result of heat storage in the building mass, and of changes in the outdoor temperature between the moment of heat storage and heat release.
本研究的目的是深入了解使用低温辐射供暖系统和太阳能加热房间的过程,考虑建筑物(需要热量的地方)、入射太阳辐射(提供部分所需热量)和供暖系统(通过使用燃气发电厂的电力驱动热泵提供额外的加热需求)中的能量转换和传热步骤。我们将Shukuya等人开发的理论框架应用于动态模拟模型,并对荷兰采暖季节有外墙的房间,有无朝南窗户进行了数值计算。用能分析允许在共同的基础上直接比较不同的能量类型(例如,热、电、燃料),用能消耗的概念对于表达能量在能量转换和热传递过程中如何和在何处分散是有用的。结果表明,与供给方(发电厂燃烧的燃料和到达地面和立面的太阳)相比,房间(需求方)的能耗相对较小。计算还表明,由于建筑本身的蓄热作用,以及蓄热和放热之间室外温度的变化,采暖季消耗的总能量可能大于同期供应的总能量。
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引用次数: 34
Use of simulation in the design of a large, naturally ventilated office building 在大型自然通风办公楼的设计中运用模拟
Pub Date : 2004-08-01 DOI: 10.1191/0143624404bt102oa
P. Haves, P. Linden, G. C. da Graça
The design for the new Federal Building for San Francisco includes an office tower that is to be naturally ventilated. The EnergyPlus thermal simulation program was used to evaluate different ventilation strategies for space cooling and rationalize the design of the façade. The strategies include ventilation driven by different combinations of wind, internal stack and external stack. The simulation results indicate that wind-driven ventilation can maintain adequate comfort even during hot periods. Computational fluid dynamics was used to study the airflow and temperature distribution in the occupied spaces arising from different combinations of window openings and outside conditions and thereby inform both the design of the windows and the control strategy.
旧金山新联邦大楼的设计包括一座自然通风的办公大楼。EnergyPlus热模拟程序用于评估不同的空间冷却通风策略,并使立面设计合理化。这些策略包括由不同的风、内部烟囱和外部烟囱组合驱动的通风。模拟结果表明,即使在炎热天气,风驱动通风也能保持足够的舒适性。采用计算流体力学的方法,研究了不同开窗方式和外部条件对室内气流和温度分布的影响,从而为室内开窗设计和控制策略提供依据。
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引用次数: 23
Two-objective on-line optimization of supervisory control strategy 监控策略的双目标在线优化
Pub Date : 2004-08-01 DOI: 10.1191/0143624404bt105oa
Nabil Nassif, S. Kajl, Robert Sabourin
The set points of supervisory control strategy are optimized with respect to energy use and thermal comfort for existing HVAC systems. The set point values of zone temperatures, supply duct static pressure, and supply air temperature are the problem variables, while energy use and thermal comfort are the objective functions. The HVAC system model includes all the individual component models developed and validated against the monitored data of an existing VAV system. It serves to calculate energy use during the optimization process, whereas the actual energy use is determined by using monitoring data and the appropriate validated component models. A comparison, done for one summer week, of actual and optimal energy use shows that the on-line implementation of a genetic algorithm optimization program to determine the optimal set points of supervisory control strategy could save energy by 19.5%, while satisfying the minimum zone airflow rates and the thermal comfort. The results also indicate that the application of the two-objective optimization problem can help control daily energy use or daily building thermal comfort, thus saving more energy than the application of the one-objective optimization problem.
针对现有暖通空调系统的能耗和热舒适性,优化了监控策略的设定点。区域温度、送风静压和送风温度设定点为问题变量,能源利用和热舒适为目标函数。暖通空调系统模型包括根据现有VAV系统的监测数据开发和验证的所有单独组件模型。它用于计算优化过程中的能源使用,而实际的能源使用是通过使用监控数据和适当的经过验证的组件模型来确定的。夏季一周的实际能耗与最优能耗对比表明,在线实施遗传算法优化程序确定监控策略的最优设定点,在满足最小区域风量和热舒适的前提下,节能19.5%。结果还表明,应用双目标优化问题可以帮助控制日能耗或日建筑热舒适,从而比应用单目标优化问题节省更多的能源。
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引用次数: 34
Modelling the SOLVENT ventilated window for whole building simulation 溶剂型通风窗的全建筑模拟建模
Pub Date : 2004-08-01 DOI: 10.1191/0143624404bt103oa
V. Leal, E. Erell, E. Maldonado, Y. Etzion
Whole building simulation may play a key role in the optimization and assessment of the market potential of new building components. ESP-r was used for these purposes in the development of a novel ventilated reversible glazing system. The innovative character of the ‘SOLVENT’ window required the development of a specific simulation approach within this whole building simulation software, in order to account for buoyancy in the air channel. A multi-zone approach with an air flow network was developed, and several variations studied. Parametric studies assessed the effect of the number of zones into which the window is divided, heat transfer correlations for the air gap and for the external surface of the window, local loss coefficients for the air flow network and the use of the ISH module for detailed solar radiation treatment. An experimental measurement campaign performed in the PASSYS test cell in Porto allowed calibration and verification of the simulation model, as well as an analysis of the accuracy achieved.
整个建筑的模拟在优化和评估新建筑构件的市场潜力方面发挥着关键作用。ESP-r被用于开发一种新型通风可逆玻璃系统。“溶剂”窗的创新特性要求在整个建筑模拟软件中开发特定的模拟方法,以考虑空气通道中的浮力。提出了一种具有气流网络的多区域方法,并研究了几种变化。参数研究评估了以下因素的影响:窗户划分的区域数量、空气间隙和窗户外表面的传热相关性、气流网络的局部损失系数以及使用ISH模块进行详细的太阳辐射处理。在波尔图PASSYS测试单元中进行的实验测量活动允许对模拟模型进行校准和验证,以及对所达到的精度进行分析。
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引用次数: 12
Achieving quality through statistical prediction for building services systems 通过建筑服务系统的统计预测来实现质量
Pub Date : 2004-05-01 DOI: 10.1191/0143624404bt082oa
HM Loy, GA John, DJ Clements-Croome, V. Fairey, K. Neale
The application of prediction theories has been widely practised for many years in many industries such as manufacturing, defence and aerospace. Although these theories are not new, their application has not been widely used within the building services industry. Collectively, the building services industry should take a deeper look at these approaches in comparison with the traditional deterministic approaches currently being practised. By extending the application into this industry, this paper seeks to provide the industry with an overview of how simplified stochastic modelling coupled with availability and reliability predictions using historical data compiled from various sources could enhance the quality of building services systems.
多年来,预测理论在制造业、国防和航空航天等许多行业得到了广泛的应用。虽然这些理论并不新鲜,但它们的应用并没有在建筑服务行业得到广泛应用。总的来说,建筑服务行业应该更深入地研究这些方法,而不是目前正在实践的传统确定性方法。通过将应用扩展到该行业,本文旨在为该行业提供一个概述,说明如何简化随机建模,结合使用从各种来源编译的历史数据进行可用性和可靠性预测,从而提高建筑服务系统的质量。
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引用次数: 3
Positive air pressure transient propagation in building drainage and vent systems 正气压在建筑物排水和排气系统中的瞬态传播
Pub Date : 2004-05-01 DOI: 10.1191/0143624404bt080oa
J. Swaffield, LB Jack, D. Campbell, M. Gormley
A major objective of drainage research over the past 100 years has been a reduction in the complexity of building drainage vent systems associated with the retention of appliance trap seals. Further simplification requires that the system operation is recognized as time dependent, where changes in water flow conditions result in the propagation of air pressure transients. Negative pressure transients that reduce trap seal levels by induced siphonage are well understood. More problematic is the propagation of positive air pressure transients, generated by stack or branch surcharge. The paper identifies the sources of positive air pressure transient propagation and demonstrates that such transients may be described by the St Venant equations of unsteady flow. Solutions are provided based on the proven finite difference methods and the method of characteristics and an understanding of the boundary conditions that represent the constituent components of a building drainage and vent system.
在过去的100年里,排水研究的一个主要目标是减少与电器疏水阀密封保留有关的建筑排水排气系统的复杂性。进一步的简化要求系统运行被认为是时间相关的,其中水流条件的变化会导致气压瞬态的传播。通过诱导虹吸降低疏水阀密封水平的负压瞬变已经得到了很好的理解。更有问题的是正气压瞬态的传播,这是由烟囱或分支附加费产生的。本文确定了正气压瞬态传播的来源,并证明了这种瞬态可以用非定常流场的圣维南方程来描述。根据已证明的有限差分法和特征法以及对代表建筑物排水和通风系统组成部分的边界条件的理解,提供了解决方案。
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引用次数: 6
A modelling method for conjugate heat transfer and fluid flow in building spaces 建筑空间共轭传热与流体流动的建模方法
Pub Date : 2004-05-01 DOI: 10.1191/0143624404bt092oa
SE Potter, CP Underwood
Computational fluid dynamics (CFD) has been used extensively for the prediction of air movement in buildings. In many cases buoyancy forces generated at heated surfaces that dissipate their energy by an interactive process of convection, radiation and conduction dominate air movement. In this work a new method for calculating conjugate fluxes at surfaces involving coupled short-wave and long-wave radiation, convection and conduction is developed as part of the CFD eld problem. The method is based on translating surface radiant exchanges into local volumetric fluxes. Results for a test room with a heated surface compared with data generated within the framework of IEA Annex 20 show that the method produces better results than might be expected from conventional models that use simplified radiant treatments.
计算流体力学(CFD)已广泛应用于建筑物内空气运动的预测。在许多情况下,在受热表面产生的浮力通过对流、辐射和传导的相互作用过程耗散其能量,主导着空气运动。本文提出了一种计算耦合短波和长波辐射、对流和传导表面共轭通量的新方法,作为CFD场问题的一部分。该方法基于将表面辐射交换转换为局部体积通量。将具有加热表面的试验室的结果与IEA附件20框架内生成的数据进行比较,结果表明,该方法比使用简化辐射处理的传统模型产生的结果更好。
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引用次数: 11
Study of heat and moisture transport for concrete sandwich panel wall construction 混凝土夹芯板墙体结构的热湿输运研究
Pub Date : 2004-05-01 DOI: 10.1191/0143624404bt081oa
XS Lü, T. Lu, V Penttala, T. Lehtinen
This paper presents a mathematical model for simulation of transient heat and moisture transfer in concrete sandwich panel wall constructions with variable outdoor temperature and humidity as boundary conditions. The objective is to evaluate the possibility of diminishing moisture content in constructions in order to reduce deterioration risks. Some control strategies involving installation of heating cables in the air gap are proposed and investigated. Simulations demonstrate that the moisture condition of the construction can be improved by using the control regulation developed in this paper. This study improves the understanding of the heat and moisture transport properties of concrete sandwich panels and provides useful information on the decision making in solving the construction's moisture problems.
本文建立了以变室外温度和湿度为边界条件的混凝土夹芯板墙体结构瞬态热湿传递数值模拟的数学模型。目的是评估减少建筑中水分含量的可能性,以减少恶化的风险。提出并研究了在气隙中安装加热电缆的控制策略。仿真结果表明,采用本文提出的控制规则可以改善建筑物的水分状况。本研究提高了对混凝土夹芯板热湿输运特性的认识,并为解决施工中的水分问题的决策提供了有用的信息。
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引用次数: 2
A performance indicator for vibration isolation of building services equipment 建筑设备隔振性能指标
Pub Date : 2004-05-01 DOI: 10.1191/0143624404bt091oa
C. Mak, C. Tse
There is an increasing concern about the sound emitted into the indoor environment due to the vibration of rooftop building services equipment. Force transmissibility or isolation efficiency is a performance indicator of vibration isolators for building services equipment. In the derivation of the force transmissibility, floor structure is usually assumed to be rigid and immovable. The floor structural dynamic characteristics are therefore neglected. It is used in situations for a single contact point or symmetrical arrangement of symmetrical contact points. In the most common situation where a machine with four symmetrical contact points is placed asymmetrically on a floor, dynamic forces transmitted to the floor through each contact point are different. A force transmissibility vector, which comprises these different dynamic forces transmitted to the floor, is introduced. Measurements of the floor mobility have been conducted in several sites. The effect of floor mobility on force transmissibility vector particularly at disturbing frequencies near the resonant frequencies of the floor is also discussed.
由于屋顶建筑服务设备的振动,人们越来越关注发出到室内环境的声音。力传递率或隔振效率是建筑设备隔振器的性能指标。在力传递率的推导中,楼板结构通常假定为刚性和不动结构。因此忽略了楼板结构的动力特性。它用于单接触点或对称接触点的对称排列的情况。在最常见的情况下,有四个对称接触点的机器不对称地放置在地板上,通过每个接触点传递到地板的动力是不同的。引入了一个力传递率矢量,它包括传递到地板上的这些不同的动力。在几个地点进行了地板流动性的测量。讨论了地板迁移率对力传递矢量的影响,特别是在地板谐振频率附近的扰动频率下。
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引用次数: 2
期刊
Building Services Engineering Research and Technology
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