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Optimisation of light environment in architectural space based on multi strategy collaboration – A case study of a manual drawing classroom 基于多策略协作的建筑空间光环境优化 - 手工绘图教室案例研究
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-30 DOI: 10.1177/1420326x241268041
Xiaohui Du, Sijia Zhao, Shijing Hu, Siyu Song
From the perspective of dynamic lighting throughout the year, reflector and louvre are proposed to add to the south-facing window. The optimal parameter is 2.0 m height and 1.0 m width reflector and a louvre angle of 75°. However, when further analysing the indoor illumination and uniformity, the classroom still had high or low illumination during certain periods solely relying on natural lighting, indicating that a single strategy alone cannot meet the overall lighting environment comfort needs of the space. The study suggests that different lighting environments should be used in different seasons, periods and areas of the classroom. The proportion of natural light, combined light and artificial light environments should be 30%, 45% and 25%, respectively. At the same time, considering the transformation and optimisation of the lamps, the improvement measures for windows facing other directions in the classroom is recommended, the lamps be symmetrically distributed in the horizontal direction, with a hanging height of 1.9 m in the vertical direction, which is 0.4 m higher than the original. The lighting power is 34 W and 26 W, and corresponding optimisation strategies for the intelligent control system are proposed.
从全年动态照明的角度出发,建议在朝南的窗户上加装反射器和百叶窗。最佳参数为反射板高 2.0 米,宽 1.0 米,百叶窗角度为 75°。然而,在进一步分析室内照度和均匀度时,仅靠自然采光,教室在某些时段的照度仍然偏高或偏低,这表明仅靠单一策略无法满足空间的整体照明环境舒适度需求。研究建议在教室的不同季节、时段和区域采用不同的照明环境。自然光、综合光和人工光环境的比例应分别为 30%、45% 和 25%。同时,考虑到灯具的改造和优化,建议对教室内朝向其他方向的窗户采取改进措施,灯具在水平方向对称分布,垂直方向悬挂高度为 1.9 米,比原来提高 0.4 米。照明功率分别为 34 W 和 26 W,并提出了相应的智能控制系统优化策略。
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引用次数: 0
Measurement of the indoor environment and heating energy consumption of a passive office building in severely cold region, China 中国严寒地区被动式办公建筑的室内环境和采暖能耗测量
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-26 DOI: 10.1177/1420326x241268246
Zhaojun Wang, Chang Liu, Peng Yao, Xiaopan Fu
Passive ultra-low energy buildings represent an effective strategy for energy conservation and emission reduction within the global building industry. The prolonged and cold winters in severely cold regions of China necessitate substantial heating energy consumption. The study utilized a combination of overall surveys and long-term tracking surveys to evaluate the indoor environment and energy consumption in a passive office building situated in severely cold region under different heating modes over 2 years. The results show that the average temperature and indoor air quality (IAQ) can meet the standards at most moments. However, the average relative humidity tends to fall below the specified lower limit. Nevertheless, the Predicted Mean Vote (PMV) index suggests that the indoor environment provides a comfortable thermal experience for humans. The heat pump air conditioning (HPAC) system operation revealed that when the outdoor air temperature fell below −7°C, the coefficient of performance (COP) of the air source heat pump units would deteriorate. Implementing intermittent heating during the second year can reduce heating energy consumption by 13.4 kWh/(m2·a), resulting in 38.9% energy savings. These findings will serve as a valuable reference for the design and operation of heating systems in passive buildings in severely cold regions.
被动式超低能耗建筑是全球建筑行业节能减排的有效战略。中国严寒地区冬季漫长而寒冷,需要消耗大量采暖能源。本研究采用全面调查和长期跟踪调查相结合的方法,对一栋位于严寒地区的被动式办公建筑在不同采暖模式下的室内环境和能耗进行了为期两年的评估。结果显示,平均温度和室内空气质量(IAQ)在大多数情况下都能达标。然而,平均相对湿度往往低于规定的下限。不过,预测平均值(PMV)指数表明,室内环境能为人体提供舒适的热体验。热泵空调(HPAC)系统的运行表明,当室外空气温度低于 -7°C 时,空气源热泵机组的性能系数(COP)会下降。在第二年实施间歇供暖可减少 13.4 kWh/(m2-a)的供暖能耗,节能率达 38.9%。这些研究结果将为严寒地区被动式建筑供热系统的设计和运行提供有价值的参考。
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引用次数: 0
Airborne transmission and control of respiratory infectious diseases in different scenarios: A bibliometric study 不同情况下呼吸道传染病的空气传播与控制:文献计量学研究
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-26 DOI: 10.1177/1420326x241267888
Benben Kong, Yonglong Cui, Hong Shi, Yanlong Jiang
The outbreak of the COVID-19 pandemic in 2019 has drawn public awareness to the transmission of respiratory infectious diseases. To better comprehend the developments and trends in research on the transmission mechanism of respiratory infectious diseases in the air, the publications in the Web of Science Core Collection database from 2017 to 2023 were utilized to reveal critical information. Herein, the yearly quantitative distribution and the geographical distribution of publications were analysed using a bibliometric method and information visualization technology. In addition, this study focused on the airborne transmission characteristics and influencing factors of respiratory infectious diseases. Research directions in different scenarios were innovatively extracted and the main measures to reduce the infection risk were summarized. Furthermore, some future work suggestions were given. The findings of this study provide several implications that can serve as guidelines for new and experienced researchers to establish a basic framework before initiating future research projects.
2019年爆发的COVID-19大流行引起了公众对呼吸道传染病传播的关注。为了更好地理解呼吸道传染病在空气中传播机制研究的发展和趋势,我们利用Web of Science核心收录数据库中2017年至2023年的出版物来揭示关键信息。其中,利用文献计量学方法和信息可视化技术分析了出版物的年度数量分布和地域分布。此外,本研究还关注了呼吸道传染病的空气传播特征和影响因素。创新性地提取了不同场景下的研究方向,并总结了降低感染风险的主要措施。此外,还提出了一些未来工作建议。本研究的结果提供了一些启示,可作为新老研究人员在启动未来研究项目前建立基本框架的指南。
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引用次数: 0
Using mobile air cleaners in school classrooms for aerosol removal: Which, where and how 在学校教室使用移动式空气净化器清除气溶胶:使用什么、在哪里使用、如何使用
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-25 DOI: 10.1177/1420326x241267007
Er Ding, Arghyanir Giri, Antoine Gaillard, Daniel Bonn, Philomena M Bluyssen
Mobile air cleaners (MACs) have been proposed as a supplementary solution to combat the spread of respiratory aerosols in school classrooms. To determine which, where and how to use MACs, seven small- and medium-sized MACs were selected and assessed for different settings and configurations by 1) a decay test for determining the clean air delivery rate (CADR), and 2) a perception test with a panel of subjects, together with physical measurements, of noise and air movement. The findings show that to achieve the desired CADR (appr. 1000 m3/h for 30 students per classroom), the key factors are the induced airflow pattern and the location of the MACs. MACs with an upward air supply toward the occupied zone showed much higher CADR (max. 775–1332 m3/h) than those with a horizontal air supply (max. 219–333 m3/h). Moreover, using multiple devices simultaneously was crucial when the room size was increased, and combining mechanical ventilation could improve aerosol removal. Achieving a sufficient CADR would always lead to a noise level above the limit of 35 dB(A), yet sometimes the rating of the panel was more than 50% acceptable. The air velocities mostly fulfilled the requirement (<0.2 m/s), which aligned with the positive panel assessment. Hence, the evaluation by a panel of subjects can help to optimize the use of MACs in a classroom.
移动式空气净化器(MACs)已被提议作为一种辅助解决方案,以防止呼吸道气溶胶在学校教室中传播。为了确定在哪些地方、如何使用移动式空气净化器,我们选择了七种中小型移动式空气净化器,并通过以下方法对其不同的设置和配置进行了评估:1)确定洁净空气输送率(CADR)的衰减测试;2)由一组受试者进行的感知测试,以及噪音和空气流动的物理测量。研究结果表明,要达到理想的洁净空气输送率(每间教室 30 名学生,约 1000 立方米/小时),关键因素是诱导气流模式和汽车空调的位置。与水平送风(最大 219-333 m3/h)相比,向占用区域向上送风的移动空调显示出更高的 CADR(最大 775-1332 m3/h)。此外,当房间面积增大时,同时使用多个设备是至关重要的,结合机械通风可以提高气溶胶去除率。达到足够的 CADR 总是会导致噪音水平超过 35 dB(A)的限制,但有时面板的额定值超过 50%。气流速度大多符合要求(0.2 m/s),这与小组的正面评价一致。因此,由受试者组成的小组进行评估有助于优化教室中汽车空调的使用。
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引用次数: 0
Evaluation of airborne transmission of respiratory contaminants in a passenger car cabin with window opening 对开窗客车车厢内呼吸污染物的空气传播进行评估
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-21 DOI: 10.1177/1420326x241266123
Yiwen Yan, Jun Hu, Ke Zhong, Hongwei Jia
Exhaled aerosols can be suspended in the air for long periods, facilitating the transmission of highly infectious respiratory diseases. The risk of exposure to occupants varies due to different usage conditions and driving scenarios of moving vehicles. Therefore, the present study investigates the airborne transmission of contaminants generated by coughing in a moving vehicle and explores the relationship between aerosol dispersion and fluid exchange between the interior and exterior domains of the car under the influence of window opening configurations, seating layouts and driving speeds. The results show that the cross-opening configurations provide a superior contaminant removal efficiency. The effect of seating layout on removal efficiency is significant, although it has a slight effect on air change rate (ACH). The best removal efficiency can be obtained when the passenger sits in the front seat with the right front window opening. Furthermore, the in-cabin ACH is almost linearly correlated with the driving speed. Higher speeds reduce contaminant concentrations faster. However, the risk of driver exposure does not depend solely on ACH, the peak cumulative contaminant concentration and residence time also need to be considered. This study offers data for the prevention and control of respiratory infectious diseases.
呼出的气溶胶可长时间悬浮在空气中,为高传染性呼吸道疾病的传播提供便利。由于行驶车辆的使用条件和驾驶场景不同,车内人员接触污染物的风险也不同。因此,本研究调查了行驶车辆中咳嗽产生的污染物在空气中的传播情况,并探讨了在车窗开启配置、座椅布局和行驶速度的影响下,气溶胶扩散与汽车内部和外部区域之间的流体交换之间的关系。结果表明,交叉开窗配置的污染物清除效率更高。虽然座椅布局对换气率(ACH)的影响较小,但对去除效率的影响却很大。当乘客坐在前排座椅上并打开右前车窗时,可获得最佳去除效率。此外,车内 ACH 与行驶速度几乎呈线性相关。车速越高,污染物浓度降低得越快。不过,驾驶员接触污染物的风险并不仅仅取决于 ACH,还需要考虑污染物的峰值累积浓度和停留时间。这项研究为预防和控制呼吸道传染病提供了数据。
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引用次数: 0
A simulation-based investigation of the robustness of sequences of operation to zone-level faults in single-duct multi-zone variable air volume air handling unit systems 基于模拟的单管多区变风量空气处理机组系统运行序列对区级故障的稳健性研究
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-20 DOI: 10.1177/1420326x241265277
Narges Torabi, H. Burak Gunay, William O'Brien
High-performance sequences of operation for variable air volume (VAV) air handling units (AHUs) respond to requests from zones, leaving these sequences vulnerable to faults that occur at the zone level. While prior research has shown that ASHRAE Guideline 36 reduces energy consumption, its ability to withstand zone-level faults is understudied. This paper investigates the fault tolerance of supply air temperature (SAT) setpoint, duct static pressure (DSP) setpoint and mode of operation (MOP) in single-duct multi-zone VAV AHUs. First, customized sequences were defined for different scenarios in EnergyPlus in this study. Then, common actuator/sensor faults were injected into one zone to identify the most efficient fault-tolerant scenario. The results indicate that trim and respond reset logic is the most fault-tolerant scenario for this paper’s case study, with a 12% energy use intensity (EUI) increase for the SAT setpoint and an 11% increase for the DSP setpoint. Moreover, implementing an average temperature–based control for MOP significantly reduces the setup/setback mode activation, resulting in a lower EUI.
变风量(VAV)空气处理机组(AHU)的高性能运行顺序响应分区的要求,因此这些顺序很容易受到分区级故障的影响。此前的研究表明,ASHRAE 准则 36 可降低能耗,但对其抵御区域级故障的能力研究不足。本文研究了单风道多分区 VAV 自动空调机组的送风温度(SAT)设定点、管道静压(DSP)设定点和运行模式(MOP)的容错能力。在本研究中,首先在 EnergyPlus 中为不同场景定义了定制序列。然后,将常见的执行器/传感器故障注入一个区域,以确定最有效的容错方案。结果表明,在本文的案例研究中,微调和响应复位逻辑是容错能力最强的方案,SAT 设定点的能源使用强度(EUI)增加了 12%,DSP 设定点增加了 11%。此外,基于平均温度的澳门威尼斯人官网业控制大大减少了设置/复位模式的启动,从而降低了 EUI。
{"title":"A simulation-based investigation of the robustness of sequences of operation to zone-level faults in single-duct multi-zone variable air volume air handling unit systems","authors":"Narges Torabi, H. Burak Gunay, William O'Brien","doi":"10.1177/1420326x241265277","DOIUrl":"https://doi.org/10.1177/1420326x241265277","url":null,"abstract":"High-performance sequences of operation for variable air volume (VAV) air handling units (AHUs) respond to requests from zones, leaving these sequences vulnerable to faults that occur at the zone level. While prior research has shown that ASHRAE Guideline 36 reduces energy consumption, its ability to withstand zone-level faults is understudied. This paper investigates the fault tolerance of supply air temperature (SAT) setpoint, duct static pressure (DSP) setpoint and mode of operation (MOP) in single-duct multi-zone VAV AHUs. First, customized sequences were defined for different scenarios in EnergyPlus in this study. Then, common actuator/sensor faults were injected into one zone to identify the most efficient fault-tolerant scenario. The results indicate that trim and respond reset logic is the most fault-tolerant scenario for this paper’s case study, with a 12% energy use intensity (EUI) increase for the SAT setpoint and an 11% increase for the DSP setpoint. Moreover, implementing an average temperature–based control for MOP significantly reduces the setup/setback mode activation, resulting in a lower EUI.","PeriodicalId":13578,"journal":{"name":"Indoor and Built Environment","volume":null,"pages":null},"PeriodicalIF":3.6,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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: 0
Enhancing thermal comfort assessment: A sensitivity study of PMV-PPD and adaptive models in an Algerian reference hotel across different climate zones 加强热舒适度评估:不同气候区阿尔及利亚参考酒店 PMV-PPD 和自适应模型的敏感性研究
IF 3.6 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-20 DOI: 10.1177/1420326x241266762
Ahmed Kaihoul, Efisio Pitzalis, Leila Sriti, Silvia Di Turi, Khaoula Amraoui
This study investigated the impact of design parameters on indoor thermal comfort in hotel buildings, using both PMV-PPD and adaptive models. The aim is to provide guidance for improvement in the energy performance and thermal comfort of the accommodation structures, providing analysis extended to the eight Algerian climate zones. The adopted methodology was applied to a reference building hotel in Ghardaïa, Algeria. The energy model was validated through in-situ measurements and then the analysis was extended through EnergyPlus dynamic simulations to assess the influence of 13 design parameters using sensitivity analysis. Results reveal that design temperatures on the hottest days ranged from 34.4°C to 39.3°C, despite external temperatures reaching 45°C. The PMV-PPD model was most affected by space density, ventilation rate, infiltration, ventilation schedules, roof design and azimuth. Conversely, the adaptive model was influenced primarily by ventilation rate, window-to-wall ratio, lighting, space density, ventilation schedules, glazing and azimuth. This study underscores the potential for optimising hotels’ design to enhance thermal comfort and has broader relevance for regions with similar climates to Algeria. The findings offer insights for creating more comfortable indoor environments and fostering sustainable building practices in challenging climates.
本研究采用 PMV-PPD 和自适应模型,调查了设计参数对酒店建筑室内热舒适度的影响。目的是为改善住宿建筑的能源性能和热舒适度提供指导,并提供阿尔及利亚八个气候区的分析。所采用的方法适用于阿尔及利亚 Ghardaïa 的参考建筑酒店。通过现场测量对能源模型进行了验证,然后通过 EnergyPlus 动态模拟对分析进行了扩展,利用敏感性分析评估了 13 个设计参数的影响。结果显示,尽管外部温度达到 45°C,但最热天的设计温度在 34.4°C 至 39.3°C 之间。PMV-PPD 模型受空间密度、通风率、渗透率、通风计划、屋顶设计和方位角的影响最大。相反,自适应模型主要受通风率、窗墙比、照明、空间密度、通风计划、玻璃和方位角的影响。这项研究强调了优化酒店设计以提高热舒适度的潜力,并对与阿尔及利亚气候相似的地区具有更广泛的意义。研究结果为在具有挑战性的气候条件下创造更舒适的室内环境和促进可持续建筑实践提供了启示。
{"title":"Enhancing thermal comfort assessment: A sensitivity study of PMV-PPD and adaptive models in an Algerian reference hotel across different climate zones","authors":"Ahmed Kaihoul, Efisio Pitzalis, Leila Sriti, Silvia Di Turi, Khaoula Amraoui","doi":"10.1177/1420326x241266762","DOIUrl":"https://doi.org/10.1177/1420326x241266762","url":null,"abstract":"This study investigated the impact of design parameters on indoor thermal comfort in hotel buildings, using both PMV-PPD and adaptive models. The aim is to provide guidance for improvement in the energy performance and thermal comfort of the accommodation structures, providing analysis extended to the eight Algerian climate zones. The adopted methodology was applied to a reference building hotel in Ghardaïa, Algeria. The energy model was validated through in-situ measurements and then the analysis was extended through EnergyPlus dynamic simulations to assess the influence of 13 design parameters using sensitivity analysis. Results reveal that design temperatures on the hottest days ranged from 34.4°C to 39.3°C, despite external temperatures reaching 45°C. The PMV-PPD model was most affected by space density, ventilation rate, infiltration, ventilation schedules, roof design and azimuth. Conversely, the adaptive model was influenced primarily by ventilation rate, window-to-wall ratio, lighting, space density, ventilation schedules, glazing and azimuth. This study underscores the potential for optimising hotels’ design to enhance thermal comfort and has broader relevance for regions with similar climates to Algeria. The findings offer insights for creating more comfortable indoor environments and fostering sustainable building practices in challenging climates.","PeriodicalId":13578,"journal":{"name":"Indoor and Built Environment","volume":null,"pages":null},"PeriodicalIF":3.6,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737153","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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: 0
Factor analysis and risk assessment of indoor environmental parameters and TSV in fitness centres under different zones, exercise intensities and times 不同区域、运动强度和时间下健身中心室内环境参数和 TSV 的因素分析与风险评估
IF 3.2 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1177/1420326X241232116
Yongbo Cui, Chengliang Fan, Xiaoqing Zhou, Li Li
Maintaining regular physical exercise is essential for maintaining good health. In China, fitness centres are thriving, and the cleanliness of the exercise environment has become increasingly important. This study investigated the thermal response and indoor air environment of fitness personnel in various areas of a fitness centre using subjective evaluation and on-site air environment measurements. The findings revealed that the indoor air environment in different exercise areas of the fitness centre varied spatially, which can lead to discomfort amongst fitness personnel during exercise. Overall, the thermal sensation in different areas of the fitness centre was found consistently too hot. Temperature and humidity have the greatest impact on the thermal sensation of individuals in different areas, while indoor air pollutants have a minimal effect. The intensity and duration of exercise can also influence the body’s heat sensation and pollutant inhalation dose. The body’s heat balance mechanism can affect subjective evaluations. This study proposes three strategies for optimizing the indoor environment of fitness centres through principal component analysis. This paper provides data and a methodological framework for the development of specifications supporting the design, operation and management of the environment in fitness centres.
坚持经常性的体育锻炼对保持身体健康至关重要。在中国,健身中心蓬勃发展,健身环境的清洁度也变得越来越重要。本研究通过主观评价和现场空气环境测量,调查了健身中心不同区域健身者的热反应和室内空气环境。研究结果表明,健身中心不同运动区域的室内空气环境在空间上存在差异,这可能会导致健身者在运动时产生不适感。总体而言,健身中心不同区域的热感始终过热。温度和湿度对个人在不同区域的热感影响最大,而室内空气污染物的影响则微乎其微。运动强度和持续时间也会影响人体的热感和污染物吸入剂量。人体的热平衡机制会影响主观评价。本研究提出了通过主成分分析优化健身中心室内环境的三种策略。本文为制定支持健身中心环境设计、运营和管理的规范提供了数据和方法框架。
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引用次数: 0
Thermal balance of human body at local workplace 当地工作场所的人体热平衡
IF 3.2 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-01 DOI: 10.1177/1420326X241227876
Tomáš Ficker
Building thermal technologists are occasionally faced with the problem of creating thermal balance in space-limited places situated in a very large cold hall whose complete heating would not be economical. A typical case may be a small local workplace in a large industrial hall. Such a workplace is usually arranged for temporary and intermittent work of one or several persons. Portable electric radiant panels as sources of heat for local workplaces seem to be convenient due to their directional heat radiation. In practice, local heating is solved intuitively using the method of trial and error, although there may be a chance to develop a numerical method to solve this problem exactly. In this paper, a new computational method is presented to create thermal balance in a local workplace situated in a large cold hall. The method intensively employs view factors in combination with the algebraic radiosity method and metabolic heat output of working persons. Although the radiant heat flows of the radiant panels represent dominant parts of their heat powers, the complete energy characterization of the panels requires adding heat transfers caused by convection. The convective heat transports have been estimated using the Rayleigh and Nusselt numbers.
建筑热工技术专家有时会遇到这样的问题,即如何在空间有限的地方实现热平衡,这些地方位于一个非常大的冷库中,完全加热并不经济。一个典型的例子可能是大型工业厂房中的一个小型局部工作场所。这种工作场所通常是为一个或几个人的临时和间歇性工作而安排的。便携式电辐射板作为局部工作场所的热源似乎很方便,因为其热辐射具有方向性。在实践中,尽管有机会开发出一种数值方法来精确解决这一问题,但局部加热问题还是采用试错法来直观解决。本文提出了一种新的计算方法,用于在大型冷库中的局部工作场所实现热平衡。该方法大量使用了视图因素、代数辐射方法和工作场所人员的代谢热输出。虽然辐射板的辐射热流是其热功率的主要部分,但辐射板的完整能量表征需要增加对流引起的热传递。对流传热使用雷利数和努塞尔特数进行估算。
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引用次数: 0
A systematic review of multi-output prediction model for indoor environment and heating, ventilation, and air conditioning energy consumption in buildings 室内环境与建筑物供暖、通风和空调能耗多输出预测模型的系统性审查
IF 3.6 3区 工程技术 Q1 Medicine Pub Date : 2024-06-13 DOI: 10.1177/1420326x241258678
Kaiyun Jiang, Tianyu Shi, Haowei Yu, N. Mahyuddin, Shifeng Lu
Heating, ventilation and air conditioning (HVAC) systems could significantly impact indoor environmental quality, particularly in terms of thermal comfort and indoor air quality. Achieving a high-quality indoor environment poses challenges to the energy consumption of HVAC systems. Thus, balancing thermal comfort, indoor air quality (IAQ) and energy consumption becomes a challenging task. Currently, indoor environment prediction methods are considered effective solutions to address this issue. However, the published literature usually concentrates on single aspects like thermal comfort, air quality or energy consumption, with multi-aspect prediction methods being rare. The present work reviews research spanning the last decade that employs machine learning methods for predicting indoor environments and HVAC energy consumption through separate and multi-output predictive models. Separate predictive models focus on HVAC systems’ impact on the indoor environment, while multi-output models consider the interplay of various outputs. This article gives a thorough insight into machine learning prediction models’ workflow, detailing data collection, feature selection and model optimization for each research goal. A systematic assessment of methods for data collection of diverse prediction targets, machine learning algorithms and validation approaches for different prediction models is presented. This review highlights the complexities of data management, model development and validation, enriching the knowledge base in indoor environmental quality optimization.
供暖、通风和空调(HVAC)系统会对室内环境质量产生重大影响,尤其是在热舒适度和室内空气质量方面。实现高质量的室内环境对暖通空调系统的能耗提出了挑战。因此,平衡热舒适度、室内空气质量(IAQ)和能源消耗成为一项具有挑战性的任务。目前,室内环境预测方法被认为是解决这一问题的有效方案。然而,已发表的文献通常集中在热舒适度、空气质量或能耗等单一方面,多方面的预测方法并不多见。本研究回顾了过去十年间的研究,这些研究采用机器学习方法,通过单独和多输出预测模型来预测室内环境和暖通空调能耗。独立预测模型侧重于暖通空调系统对室内环境的影响,而多输出模型则考虑了各种输出的相互作用。本文深入介绍了机器学习预测模型的工作流程,详细说明了每个研究目标的数据收集、特征选择和模型优化。文章对不同预测目标的数据收集方法、机器学习算法和不同预测模型的验证方法进行了系统评估。这篇综述强调了数据管理、模型开发和验证的复杂性,丰富了室内环境质量优化的知识库。
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引用次数: 0
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Indoor and Built Environment
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