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Indoor occupancy estimation from carbon dioxide concentration using parameter estimation algorithms 基于参数估计算法的二氧化碳浓度室内占用率估计
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2022-02-27 DOI: 10.1177/01436244211060903
Yixuan Wei, Shu Wang, Longzhe Jin, Yifei Xu, Tianqi Ding
The number of building occupants is an important indicator for predicting building energy consumption and developing control strategies for building automation. However, most occupancy estimation models were developed depending on the training steps where the true number of occupants is necessary. In order to calculate the occupant number independently, the newly-developed parameter estimation models were proposed, which are based on Maximum Likelihood (ML) approach and Bayesian analysis. A combination of multiple common measurements is used, including real-time CO2 concentration, energy consumption of facilities and make-up air system. The model starts by smoothing the raw CO2 concentration data using moving average, two-hour median as well as globally smooth. Then, ML and Bayesian analysis are used to establish the occupancy estimation models. The proposed models are evaluated in a commercial office which contains 36 occupants for validation. We find that the calculation errors could be reduced by using moving averaged data and globally smoothed data. The superiority of the parameter estimation models can be identified based on its lower calculation error and higher calculation accuracy compared to the previous established models. Practical Application Occupancy estimation models developed in this study are able to calculate occupant numbers independently and accurately in a non-intrusive way based on the indoor carbon dioxide concentration. This can provide input to a predictive building controller based on the application of occupancy estimation models. This could be applied to buildings across a district, informing demand-side management systems by employing occupancy behaviour and energy characteristics of individual buildings. This could allow both utility companies and building operators to simultaneously optimise their performance and benefit from this dedicated control strategy.
建筑占用人数是预测建筑能耗和制定建筑自动化控制策略的重要指标。然而,大多数占用估计模型都是根据训练步骤开发的,其中需要真实的占用人数。为了独立计算乘客人数,提出了新开发的基于最大似然(ML)方法和贝叶斯分析的参数估计模型。使用多种常见测量的组合,包括实时CO2浓度、设施能耗和补充空气系统。该模型首先使用移动平均值、两小时中值以及全局平滑来平滑原始CO2浓度数据。然后,使用ML和贝叶斯分析建立了占用估计模型。所提出的模型在一个商业办公室中进行了评估,该办公室包含36名居住者以供验证。我们发现,使用移动平均数据和全局平滑数据可以减少计算误差。与先前建立的模型相比,参数估计模型的优越性可以基于其较低的计算误差和较高的计算精度来识别。本研究中开发的实际应用占用率估计模型能够根据室内二氧化碳浓度以非侵入性的方式独立准确地计算占用人数。这可以基于占用估计模型的应用向预测性建筑控制器提供输入。这可以应用于整个地区的建筑,通过采用单个建筑的占用行为和能源特征来为需求侧管理系统提供信息。这可以使公用事业公司和建筑运营商同时优化其性能,并从这一专用控制策略中受益。
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引用次数: 7
Evaluation of thermal comfort in mixed-mode buildings in temperate oceanic climates using American Society of Heating, Refrigeration, and Air Conditioning Engineers Comfort Database II 基于美国采暖、制冷和空调工程师学会舒适度数据库的温带海洋性混合模式建筑热舒适性评价2
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2022-01-19 DOI: 10.1177/01436244211044670
Mohamad Abdul Gaffoor, M. Eftekhari, Xi Luo
A comprehensive understanding of occupant comfort in mixed-mode (MM) buildings is crucial for the design of MM buildings which are being proposed as a low-energy solution to combat the global warming without compromising comfort. Current comfort standards are mainly for naturally ventilated (NV) or air-conditioned (AC) buildings, and there is a significant gap in standards for MM buildings. With comfort databases playing a major role in the development of thermal comfort models, the recently published ASHRAE Global Thermal Comfort Database II is utilised, in this research, to investigate the thermal sensation and occupant’s behavioural adaptations in MM buildings in temperate oceanic climates and to develop an adaptive thermal comfort model based on the outdoor environmental conditions. The Fanger's PMV model was found to underpredict the actual thermal sensation of the occupants while the occupant adaptivity was found to be lower than that predicted by the adaptive models of Standard 55 and EN15251/EN 16798-1. Furthermore, based on the results of this study and the various impediments faced, recommendations are proposed for future comfort surveys so that more detailed and conclusive studies can be conducted for wider applications using open-source thermal comfort databases. Practical application Good understanding of occupant comfort is necessary to reduce building energy consumption without compromising comfort. This article explores the use of ASHRAE Comfort Database II for determining occupant comfort in MM buildings in temperate oceanic climates and the limitations faced therein. A practical and publicly accessible database developed based on the recommendations from this study will improve thermal comfort models and enable better prediction of occupant comfort while improving energy efficiency substantially.
综合了解混合模式(MM)建筑的居住者舒适度对于MM建筑的设计至关重要,这是一种低能耗的解决方案,可以在不影响舒适度的情况下对抗全球变暖。目前的舒适性标准主要针对自然通风(NV)或空调(AC)建筑,MM建筑的标准差距较大。由于舒适性数据库在热舒适模型的开发中发挥着重要作用,本研究利用最近出版的ASHRAE全球热舒适数据库II,研究温带海洋性气候下MM建筑的热感觉和居住者的行为适应,并开发基于室外环境条件的适应性热舒适模型。Fanger的PMV模型低估了乘员的实际热感觉,而乘员的适应性低于标准55和EN15251/EN 16798-1的自适应模型。此外,基于本研究的结果和面临的各种障碍,提出了对未来舒适性调查的建议,以便使用开源热舒适数据库进行更详细和结论性的研究,以实现更广泛的应用。要在不影响建筑舒适度的前提下降低建筑能耗,对居住者舒适度有充分的了解是必要的。本文探讨了使用ASHRAE舒适度数据库II来确定温带海洋性气候下MM建筑的居住者舒适度及其面临的局限性。根据本研究的建议开发的实用且可公开访问的数据库将改进热舒适模型,并在大幅提高能源效率的同时更好地预测乘员舒适度。
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引用次数: 2
Influence of the position of recessed outdoor units and louvre blade angle on the performance of split air conditioners 嵌入式室外机的位置和百叶窗叶片角度对分体式空调性能的影响
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-12-06 DOI: 10.1177/01436244211046306
Wufeng Jin, Cheng Wang, Yuebo Jiang, Liyue Ren, Bongsoo Choi, Zhiqiang Wang
In residential air conditioning systems, outdoor units are often installed in the recesses of building facades and shaded by louvres; however, different unit installation positions and louvre blade angles affect the thermal environment around the outdoor unit and the energy efficiency ratio (EER) of the air conditioner. In this study, the effects of the outdoor unit installation position and louvre blade angle on the EER when a single outdoor unit was installed in a recess were investigated by experiments on a 1.5 hp air conditioner (rated power of the air conditioner is 3.5 kW), and the influence of the spacing and angle between two outdoor units on the air conditioner EER when two outdoor units were installed in the same recess was explored. The results of the research indicate that when a single outdoor unit is installed in the recess, the EER increases with an increase in the distance between the inlet of the outdoor unit and the wall. To meet the three-level standard of air conditioner EERs, the distance between the inlet and wall needs to be greater than 300 mm. The EER first increased and then decreased slowly with the increase in the distance between the outdoor unit outlet and louvre; thus, the distance between the outlet and louvre should not be less than 300 mm. The EER first increased and then decreased with the increase in the blade angle, and thus, the blade angle should not be greater than 20°. When two outdoor units are installed in the same recess, each installation mode, “horizontal installation” (same height and collinear), “perpendicular installation” (same height and perpendicular), “angle installation” (same height and obtuse angle), and “up and down parallel installation” (different heights and parallel), has an optimum installation distance and angle.
在住宅空调系统中,室外机通常安装在建筑物外墙的凹槽中,并由百叶窗遮蔽;然而,不同的机组安装位置和百叶窗叶片角度会影响室外机周围的热环境和空调的能效比。在本研究中,通过在1.5hp空调(空调额定功率为3.5kW)上的实验,研究了当单个室外机安装在凹槽中时,室外机安装位置和百叶窗叶片角度对EER的影响,探讨了当两台室外机安装在同一凹槽中时,两台室外机组之间的间距和角度对空调能效比的影响。研究结果表明,当单个室外机安装在凹槽中时,EER随着室外机入口与墙壁距离的增加而增加。为了达到空调能效比的三级标准,入口与墙壁之间的距离需要大于300mm。随着室外机出口与百叶窗之间距离的增加,能效比先增大后缓慢减小;因此,出口与百叶窗之间的距离不应小于300mm。随着叶片角度的增加,EER先增大后减小,因此叶片角度不应大于20°。当两台室外机安装在同一凹槽中时,“水平安装”(同高共线)、“垂直安装”(同高垂直)、“角度安装”(相同高度钝角)和“上下平行安装”(不同高度平行)的每种安装方式都有最佳的安装距离和角度。
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引用次数: 0
Using different waste as resilient layers for impact sound insulation improvement: New alternative to commercial layers? 使用不同的废物作为弹性层来改善冲击隔音:商业层的新替代品?
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-12-02 DOI: 10.1177/01436244211053719
F. J. García-Cobos, R. Maderuelo-Sanz
In the residential building sector, the use of floating floors is a common practice which increasingly used to reduce vibrations and impact noise. These are usually made from industrial materials, although the emerging concern for sustainable construction is leading to the use of other materials from recycled waste. This article studies the performance of rubber, cork, and cigarette butts as a floating floor. For this purpose, their acoustic properties (ISO 9052-1 and 12,354-2 standards) are analyzed and compared with those of some commercial materials. The results obtained indicated that the performance of these eco-materials is equal or superior to that of commercially available materials.
在住宅建筑领域,使用浮动地板是一种常见的做法,越来越多地用于减少振动和冲击噪音。这些通常由工业材料制成,尽管对可持续建筑的日益关注导致了对回收废物中其他材料的使用。本文研究了橡胶、软木和烟蒂作为浮地板的性能。为此,分析了它们的声学特性(ISO 9052-1和12354-2标准),并将其与一些商业材料的声学特性进行了比较。结果表明,这些生态材料的性能与市售材料相当或优于市售材料。
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引用次数: 1
Practical Applications 实际应用
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-11-30 DOI: 10.1177/01436244211057032
B. Livy
Window operation behaviour and indoor air quality during lockdown: A monitoring-based simulation-assisted study in London F Tahmasebi, Y Wang, E Cooper, DG Shimizu, S Stamp and D Mumovic This study provides evidence on the deterioration of indoor air quality resulting from homeworking during imposed lockdowns. It also tests and recommends specific ventilation strategies to maintain acceptable indoor air quality at home despite the extended occupancy hours.
F Tahmasebi, Y Wang, E Cooper, DG Shimizu, S Stamp和D Mumovic这项研究提供了在强制封锁期间在家工作导致室内空气质量恶化的证据。它还测试并建议具体的通风策略,以便在延长入住时间的情况下保持可接受的室内空气质量。
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引用次数: 0
Residential buildings with brain-computer interface functionality: An elevator case study 具有脑机接口功能的住宅楼:电梯案例研究
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-11-11 DOI: 10.1177/01436244211043997
Iraklis Chatziparasidis, I. K. Sfampa
Brain–computer interfaces (BCI) are systems that use signals recorded from the brain to enable communication and control applications. One of the most important applications of BCI technology is that enables people who are severely paralyzed by amyotrophic lateral sclerosis, brainstem stroke, or other disorders to communicate, operate computer programs, or even control numerous devices. Moreover, elevators are probably the best option for disabled persons to expand their access and mobility within a house or a building. In this study, a prototype application is presented, together with an experimental setup of a BCI system that attempts to control an elevator. Practical application Many researchers are dealing with BCI systems that give the possibility to disabled people to control a variety of devices from wheelchairs to different home appliances, using the signals of their brain and forming a smart home services framework. This work comes to support this effort by presenting a case study, as a proof of concept, for an elevator BCI system that could be part of a complete “smart” home BCI system. The presented experimental setup proves that elevators with BCI functionalities are practically feasible and in an affordable cost, and that they could be a significant element within a “smart” residential building.
脑机接口(BCI)是一种使用大脑记录的信号来实现通信和控制应用的系统。脑机接口技术最重要的应用之一是使因肌萎缩侧索硬化症、脑干卒中或其他疾病而严重瘫痪的人能够交流、操作计算机程序,甚至控制许多设备。此外,电梯可能是残疾人在房屋或建筑物内扩大出入和行动的最佳选择。在这项研究中,提出了一个原型应用程序,以及试图控制电梯的脑机接口系统的实验装置。实际应用许多研究人员正在研究脑机接口系统,该系统使残疾人能够利用大脑信号控制从轮椅到不同家电的各种设备,并形成智能家居服务框架。这项工作通过提供一个案例研究来支持这项工作,作为概念验证,该电梯脑机接口系统可能是一个完整的“智能”家庭脑机接口的一部分。所提出的实验装置证明,具有脑机接口功能的电梯在实践中是可行的,成本可承受,并且它们可能是“智能”住宅楼中的重要组成部分。
{"title":"Residential buildings with brain-computer interface functionality: An elevator case study","authors":"Iraklis Chatziparasidis, I. K. Sfampa","doi":"10.1177/01436244211043997","DOIUrl":"https://doi.org/10.1177/01436244211043997","url":null,"abstract":"Brain–computer interfaces (BCI) are systems that use signals recorded from the brain to enable communication and control applications. One of the most important applications of BCI technology is that enables people who are severely paralyzed by amyotrophic lateral sclerosis, brainstem stroke, or other disorders to communicate, operate computer programs, or even control numerous devices. Moreover, elevators are probably the best option for disabled persons to expand their access and mobility within a house or a building. In this study, a prototype application is presented, together with an experimental setup of a BCI system that attempts to control an elevator. Practical application Many researchers are dealing with BCI systems that give the possibility to disabled people to control a variety of devices from wheelchairs to different home appliances, using the signals of their brain and forming a smart home services framework. This work comes to support this effort by presenting a case study, as a proof of concept, for an elevator BCI system that could be part of a complete “smart” home BCI system. The presented experimental setup proves that elevators with BCI functionalities are practically feasible and in an affordable cost, and that they could be a significant element within a “smart” residential building.","PeriodicalId":50724,"journal":{"name":"Building Services Engineering Research & Technology","volume":"43 1","pages":"261 - 272"},"PeriodicalIF":1.7,"publicationDate":"2021-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45723267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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: 1
Field investigations on operational performance of a novel radiant floor heating equipment applied in a typical office building 一种新型地板辐射供暖设备在典型办公楼中应用的现场调查
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-10-25 DOI: 10.1177/01436244211040685
Guinan Qiao, Yu Wang, Haiyang Yu, Yanju Li, Chunmei Guo
Low-temperature radiant heating systems are widely used in buildings with significant energy conservation, and they are convenient for the utilization of low-grade energy resources and household metering. In this study, the practical application of a novel radiant floor heating system (RFHS) in cold regions is investigated via construction of an experimental platform for energy consumption and thermal comfort in an office building in Tianjin, China. The results indicated that the novel radiant floor exhibits higher heating capacity and heat transfer coefficient than that of a traditional radiant floor. During the experiment, the average indoor temperature was 25.0°C in the office room and 22.7°C in the conference room, and all instantaneous indoor temperatures exceeded 21°C. To avoid local thermal discomfort, the supply water temperature of the floor can be appropriately decreased by 2–3°C for operation. Additionally, the power consumption of the system is decreased by approximately 11.4% if the indoor temperature is decreased to 20°C. Hence, a 10-h operation mode per day can be adopted in the office building for energy conservation given that the novel radiant floor exhibits superior initial response to intermittent operation. Practical application: In this study, the practical application effect of a new type of water-passing floor is examined in cold regions to provide a design reference for engineering applications. Therefore, it is expected that the results will be helpful to researchers for indoor environments, heating, ventilating, and air conditioning engineers, system manufacturers, and those who want to analyze the operational performance of a radiant floor heating system.
低温辐射供暖系统广泛应用于节能显著的建筑中,便于低品位能源的利用和分户计量。在本研究中,通过在中国天津的一栋办公楼建造能耗和热舒适性实验平台,研究了一种新型地板辐射供暖系统(RFHS)在寒冷地区的实际应用。结果表明,与传统辐射地板相比,新型辐射地板具有更高的供暖能力和传热系数。在实验过程中,办公室的室内平均温度为25.0°C,会议室为22.7°C,所有瞬时室内温度均超过21°C。为避免局部热不适,地板的供水温度可适当降低2–3°C进行操作。此外,如果室内温度降低到20°C,系统的功耗将降低约11.4%。因此,考虑到新型辐射地板对间歇运行具有良好的初始响应,办公楼可以采用每天10小时的运行模式进行节能。实际应用:本研究考察了一种新型通水地板在寒冷地区的实际应用效果,为工程应用提供设计参考。因此,预计研究结果将有助于室内环境研究人员、供暖、通风和空调工程师、系统制造商以及那些希望分析地板辐射供暖系统运行性能的人。
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引用次数: 103
A multi-objective optimization operation strategy for ice-storage air-conditioning system based on improved firefly algorithm 基于改进萤火虫算法的冰蓄冷空调系统多目标优化运行策略
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-10-10 DOI: 10.1177/01436244211045570
Xinwei Zhou, Junqi Yu, Wanhu Zhang, Anjun Zhao, Min Zhou
Reasonable distribution of cooling load between chiller and ice tank is the key to realize the economical and energy-saving operation of ice-storage air-conditioning (ISAC) system. A multi-objective optimization model based on improved firefly algorithm (IFA) was established in this study to fully exploit the energy-saving potential and economic benefit of the ISAC system. The proposed model took the partial load rate of each chiller and the cooling ratio of the ice tank as optimization variables, and the lowest energy consumption loss rate and the lowest operating cost of the ISAC system were calculated. Chaotic logic self-mapping was used to initialize population to avoid falling into local optimum, and Cauchy mutation was used to increase the population’s diversity to improve the algorithm’s global search ability. The experimental results show that compared with the operation strategy based on constant proportion, particle swarm optimization (PSO) algorithm, and firefly algorithm (FA), the optimal operation strategy based on IFA can achieve more significant energy-saving and economic benefits. Meanwhile, the convergence accuracy and stability of the algorithm are significantly improved. Practical application: The optimized operation strategy of the ice-storage air-conditioning system can reduce energy loss and operating costs. The traditional operation strategies have the problems of low optimization precision and poor optimization effect. Therefore, this study presents an optimal operation strategy based on IFA. The convergence accuracy and stability of the algorithm are increased after the algorithm is improved. The operation strategy can get the maximum energy-saving effect and economic benefit of the ISAC system.
合理分配冷水机组和冰柜的冷负荷是实现冰蓄冷空调系统经济节能运行的关键。为了充分挖掘ISAC系统的节能潜力和经济效益,本研究建立了一个基于改进萤火虫算法(IFA)的多目标优化模型。该模型以每台冷水机组的部分负荷率和冰柜的冷却率为优化变量,计算出ISAC系统的最低能耗损失率和最低运行成本。利用混沌逻辑自映射对种群进行初始化,避免陷入局部最优,利用柯西变异增加种群的多样性,提高算法的全局搜索能力。实验结果表明,与基于常比例、粒子群优化算法和萤火虫算法的运行策略相比,基于IFA的优化运行策略可以实现更显著的节能和经济效益。同时,算法的收敛精度和稳定性都得到了显著提高。实际应用:冰蓄冷空调系统的优化运行策略可以降低能耗和运行成本。传统的操作策略存在优化精度低、优化效果差的问题。因此,本研究提出了一种基于IFA的最优运营策略。改进后的算法提高了算法的收敛精度和稳定性。该运行策略可以使ISAC系统获得最大的节能效果和经济效益。
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引用次数: 7
Delivering better building performance and lower carbon operation by intelligently employing today’s knowledge and tech 通过智能地运用当今的知识和技术,提供更好的建筑性能和更低的碳运行
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-09-28 DOI: 10.1177/01436244211052093
T. Dwyer
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引用次数: 0
Energy, exergy and economic assessments of the dual-mode evaporative cooler for various international climate zones 不同国际气候带双模蒸发冷却器的能源、能源和经济评价
IF 1.7 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2021-09-20 DOI: 10.1177/01436244211044921
Sarvesh Kashyap, J. Sarkar, Amitesh Kumar
The conventional desert cooler is effective for dry seasons and the regenerative evaporative cooler (REC) is an effective device for humid seasons in composite climate zones. Hence, the dual-mode evaporative cooler (a two-in-one device) is an intelligent choice for air conditioning, which can operate in both direct and regenerative modes depending on the seasonal climatic condition. The exergy and economic analyses of this novel device for global climatic conditions are performed to check the suitability in different regions of the world. An experimental prototype of a dual-mode evaporative cooler is developed and tested to validate the simulation model. The effectiveness, coefficient of performance, exergy destruction, exergy efficiency, operating cost, and specific total cost (STC) are evaluated for both (direct and regenerative) modes of operation. The annual and month-wise performances of dual-mode evaporative cooler have been assessed for five cities of international climate zones. The operating cost of both modes is compared by considering electricity charges in different countries. The dual-mode device is compared with the single-mode device as well. The specific cost is similar for both modes in most of the ASHRAE climatic zones. The present study reveals that significant energy and cost savings are possible by using the dual-mode evaporative cooler. Practical application: This article considers the application of a dual-mode evaporative cooler (direct as well as regenerative mode) in different climate zones and, through investigating the exergy and economic performances, allows designers and operators to understand the potential benefits of employing various operating modes in particular climates.
传统的沙漠冷却器在干旱季节是有效的,再生式蒸发冷却器(REC)是复合气候带湿润季节的有效装置。因此,双模式蒸发冷却器(二合一装置)是空调的一种智能选择,它可以根据季节气候条件以直接和再生模式运行。对这种新型装置进行了全球气候条件下的能源和经济分析,以检查其在世界不同地区的适用性。研制了双模蒸发冷却器的实验样机,并对其进行了测试,验证了仿真模型的正确性。对(直接和再生)两种运行模式的有效性、性能系数、火用破坏、火用效率、运行成本和特定总成本(STC)进行了评估。对国际气候带5个城市的双模蒸发冷却器进行了年性能和月性能评价。考虑不同国家的电费,比较两种模式的运行成本。并将双模器件与单模器件进行了比较。在大多数ASHRAE气候带,这两种模式的具体成本相似。本研究表明,使用双模蒸发冷却器可以显著节约能源和成本。实际应用:本文考虑了双模式蒸发冷却器(直接和再生模式)在不同气候区的应用,并通过调查火用和经济性能,使设计人员和操作人员了解在特定气候下采用各种操作模式的潜在好处。
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引用次数: 2
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Building Services Engineering Research & Technology
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