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Quantifying the effects of luminous properties on human visual and non-visual responses in indoor environments: An integrative lighting network 量化室内环境中光照特性对人类视觉和非视觉反应的影响:综合照明网络
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-10 DOI: 10.1016/j.buildenv.2024.112302
Dandan Hou , Ming Ronnier Luo , Yandan Lin
Artificial lighting is a critical element in indoor environments such as offices, educational facilities, and healthcare settings. However, the dose-response relationships between luminous properties and human responses remain unclear, hindering the scientific determination of lighting parameters in indoor design. This study aims to quantify the impact of luminous properties on human visual and non-visual responses through psychophysical experiments, exploring the correlations and causal relationships between these responses and environmental factors, ultimately establishing a quantitative integrative lighting network. Within the neuroscientific framework of visual and non-visual pathways, this study hypothesizes that 18 luminous properties positively influence five typical human responses: visual preference, visual performance, fatigue, alertness, and emotion. Data were collected from 65 participants (30 males and 35 females) under 28 common indoor lighting conditions by Karolinska Sleepiness Scale (KSS), preference scale, Positive and Negative Affect Schedule (PANAS), d2 Test of Attention, and fatigue scale. Correlation and multiple linear regression analyses identified significant luminous properties associated with human responses and developed optimal regression models that explained 58.7 % of the variance in visual preference, 75.5 % in visual performance, 57.0 % in fatigue, 70.2 % in alertness, and 59.0 % in positive emotion. Further mediation regression analysis revealed the influence of color quality (V1) on alertness was fully mediated by the impact of spectrum on non-visual components (NV), as was the influence of light distribution and illuminance (V2) on emotion. Based on these findings, an integrative lighting network was constructed, providing essential quantitative evidence and guidelines for designing indoor lighting environments to meet diverse functional needs.
人工照明是办公室、教育设施和医疗机构等室内环境的关键因素。然而,光照特性与人体反应之间的剂量-反应关系仍不明确,阻碍了室内设计中照明参数的科学确定。本研究旨在通过心理物理实验,量化光照特性对人类视觉和非视觉反应的影响,探索这些反应与环境因素之间的相关性和因果关系,最终建立一个定量的综合照明网络。在视觉和非视觉通路的神经科学框架内,本研究假设 18 种光照特性会积极影响人类的五种典型反应:视觉偏好、视觉表现、疲劳、警觉性和情绪。在 28 种常见室内照明条件下,通过卡罗林斯卡嗜睡量表(KSS)、偏好量表、积极和消极情绪表(PANAS)、d2 注意力测试和疲劳量表收集了 65 名参与者(30 名男性和 35 名女性)的数据。相关和多元线性回归分析确定了与人类反应相关的重要光照特性,并建立了最佳回归模型,可解释 58.7% 的视觉偏好差异、75.5% 的视觉表现差异、57.0% 的疲劳差异、70.2% 的警觉差异和 59.0% 的积极情绪差异。进一步的中介回归分析显示,色彩质量(V1)对警觉性的影响完全由光谱对非视觉成分(NV)的影响所中介,而光线分布和照度(V2)对情绪的影响也是如此。基于这些发现,我们构建了一个综合照明网络,为设计室内照明环境以满足不同的功能需求提供了重要的定量证据和指导。
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引用次数: 0
Survival time analysis of the relationship between the residential environment and residents’ health status 居住环境与居民健康状况关系的生存时间分析
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-10 DOI: 10.1016/j.buildenv.2024.112305
Tomomitsu Kamata , Junta Nakano , Ryota Fujii , Shuzo Murakami , Toshiharu Ikaga , Shun Kawakubo
Based on numerous cross-sectional analyses, the residential environment has been identified to have an impact on residents’ health status. However, there has been little study of whether these impacts persist in the long term or diminish over time. Accordingly, the present study used data tracking of more than 15,000 residents for nearly 10 years to examine the long-term relationships between the residential environment and residents’ health status using the Kaplan–Meier method and discrete time logit models. The results revealed that higher comprehensive assessment of the thermal, acoustic, light, hygiene, safety, and security environment in the residence is likely to extend the period until health deteriorates. Specifically, the period until low subjective health perception was about 2 years longer for residents in the top 16% of assessments of the residential environment compared with the national average assessment. This trend was also supported by supplementary analyses using the incidence of 10 types of non-communicable diseases: diabetes mellitus, cerebrovascular diseases, disorders of conjunctiva, hypertensive diseases, heart diseases, upper respiratory tract disorders, chronic obstructive pulmonary disease, asthma, dermatitis and eczema, and inflammatory arthropathies. These findings are relevant for a wide range of stakeholders, from individual residents to policymakers, and highlight that a good residential environment effectively promotes healthy longevity. This study will serve as a starting point for further long-term studies.
根据大量横断面分析,住宅环境已被确认会对居民的健康状况产生影响。然而,对于这些影响是否会长期存在或随着时间的推移而减弱,却鲜有研究。因此,本研究采用 Kaplan-Meier 法和离散时间 logit 模型,对 15000 多名居民进行了近 10 年的数据追踪,研究居住环境与居民健康状况之间的长期关系。研究结果表明,对住宅的热、声、光、卫生、安全和安保环境进行更全面的评估,有可能延长健康状况恶化的时间。具体来说,与全国平均水平相比,居住环境评估排名前 16% 的居民,其主观健康感知下降的时间要长约 2 年。利用 10 种非传染性疾病(糖尿病、脑血管疾病、结膜疾病、高血压疾病、心脏病、上呼吸道疾病、慢性阻塞性肺病、哮喘、皮炎和湿疹以及炎症性关节病)的发病率进行的补充分析也证实了这一趋势。这些研究结果与从居民个人到政策制定者等广泛的利益相关者息息相关,并强调良好的居住环境能有效促进健康长寿。这项研究将成为进一步开展长期研究的起点。
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引用次数: 0
Predictive models of tranquility in urban public open spaces based on audiovisual indicators analysis 基于视听指标分析的城市公共开放空间宁静度预测模型
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-10 DOI: 10.1016/j.buildenv.2024.112260
Wei Yan , Qi Meng , Yuxin Yin , Da Yang , Mengmeng Li , Jian Kang
Tranquil areas significantly enhance residential environmental quality and social well-being. However, a structured predictive assessment mechanism has yet to be established. This study develops prediction models for diverse places by conducting tranquility analyses based on 91 sample sites, integrating 10 objective and 31 subjective audiovisual indicators. The results indicate: (1) For auditory aspects, objective indicators such as sound level and psychoacoustic parameters demonstrate higher explanatory power compared to subjective indicators. By contrast, for visual aspects, subjective indicators such as perceived intensity and evaluation demonstrate higher explanatory power than objective indicators. (2) Sensitivity to sound is higher than to visual stimuli when perceiving tranquility. Negative elements (e.g., artificial sounds (AS): r = -0.69, p ≤ 0.05, other artificial elements (OAE): r = -0.41, p ≤ 0.05) have a stronger impact than positive elements (e.g., natural sounds (NS): r = 0.62, p ≤ 0.05, natural elements (NE): r = 0.29, p ≤ 0.05). (3) Key predictive variables for potential tranquil areas include the number of noises (NN), natural sounds/artificial sounds (NS/AS), civilization level (CL), Loudness, and natural contextual elements/other artificial elements (NCE/OAE). For natural places, AS and the number of people (NP) are key predictive variables. Similarly, for historical and cultural places, LA90, NN, and OAE are key predictive variables. These findings can be applied to the prediction, identification, and evaluation of different types of urban tranquil areas, thereby guiding their creation and optimization.
宁静的区域可大大提高居住环境质量和社会福利。然而,结构化的预测评估机制尚未建立。本研究通过对 91 个样本地点进行宁静度分析,整合 10 项客观和 31 项主观视听指标,建立了针对不同场所的预测模型。结果表明:(1) 在听觉方面,声级和心理声学参数等客观指标的解释力高于主观指标。相比之下,在视觉方面,感知强度和评价等主观指标的解释力高于客观指标。(2) 在感知宁静时,对声音的敏感度高于对视觉刺激的敏感度。消极因素(如人工声音(AS):r = -0.69,p ≤ 0.05;其他人工因素(OAE):r = -0.41,p ≤ 0.05)比积极因素(如自然声音(NS):r = 0.62,p ≤ 0.05;自然因素(NE):r = 0.29,p ≤ 0.05)的影响更大。(3)潜在宁静区域的主要预测变量包括噪音数量(NN)、自然声音/人工声音(NS/AS)、文明程度(CL)、响度(Loudness)和自然环境元素/其他人工元素(NCE/OAE)。对于自然场所而言,AS 和人数(NP)是关键的预测变量。同样,对于历史文化场所,LA90、NN 和 OAE 是关键的预测变量。这些发现可用于预测、识别和评估不同类型的城市宁静区域,从而指导其创建和优化。
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引用次数: 0
CFD simulation of the stratified atmospheric boundary layer: Consistency between Monin-Obukhov similarity theory and the standard k-ε model 分层大气边界层的 CFD 模拟:莫宁-奥布霍夫相似理论与标准 k-ε 模型的一致性
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.buildenv.2024.112284
Hao (Simone) Wang , Bert Blocken , Zhang Lin
Including thermal stratification in CFD simulations of the atmospheric boundary layer (ABL) flow is important for a wide range of applications, from pollutant dispersion over wind energy farm performance to urban thermal microclimate. One of the most important prerequisites for accurate CFD simulations of thermally stratified ABL flow is horizontal homogeneity. Horizontal homogeneity refers to the absence of unintended streamwise gradients in the approach-flow profiles of mean velocity, turbulence quantities and temperature when flowing from the inlet of the domain to the location of interest in the domain, over uniformly rough level terrain. This paper proposes a generic and consistent solution to maintain horizontal homogeneity in CFD simulations of Monin-Obukhov similarity theory (MOST) based stratified ABL flow. A new description is proposed for the coefficient Cε3, which appears in the buoyancy term in the transport equation of the turbulence dissipation rate. This proposed solution is successfully demonstrated by simulations in an empty domain for four stability conditions (1/L = 1/152.4 m−1, 1/1071.7 m−1, 0 m−1 and -1/296.3 m−1), where the standard k-ε turbulence model with the new Cε3 is shown to well maintain the profiles of U, ε and T with only minor deviations for the k profiles. The performance of the turbulence model with the new Cε3 is also illustrated by the flow around a rectangular building under thermal stratification.
在大气边界层(ABL)流的 CFD 模拟中加入热分层对于从污染物扩散到风能发电场性能以及城市热微气候等广泛应用非常重要。要对热分层 ABL 流动进行精确的 CFD 模拟,最重要的先决条件之一就是水平均质性。水平均质性是指在均匀粗糙的平坦地形上,从域的入口流向域中感兴趣的位置时,平均速度、湍流量和温度的接近流剖面没有意外的流向梯度。本文提出了一种通用且一致的解决方案,用于在基于莫宁-奥布霍夫相似理论(MOST)的分层 ABL 气流 CFD 模拟中保持水平均质性。本文对系数 Cε3 提出了新的描述,该系数出现在湍流耗散率传输方程的浮力项中。在空域中对四种稳定条件(1/L = 1/152.4 m-1、1/1071.7 m-1、0 m-1 和 -1/296.3 m-1)进行了模拟,结果表明采用新 Cε3 的标准 k-ε 湍流模型能很好地保持 U、ε 和 T 的剖面,仅在 k 剖面上存在微小偏差。采用新 Cε3 的湍流模型的性能还通过热分层条件下矩形建筑物周围的流动进行了说明。
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引用次数: 0
Exploring the effect of clothing moisture content on heat and moisture transfer from the human body using a sweating thermal manikin 利用出汗热敏人体模型探索衣物含水量对人体热量和水分传递的影响
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.buildenv.2024.112299
Cheng Zhao , Yichen Yu , Jianlei Niu , Yiying Zhou , Jintu Fan
Evaporative heat loss is an important component of the human body's energy balance and several developed thermal comfort models are available to assess heat and mass transfer during human sweating. However, the impact of sweat-soaked clothing due to human perspiration on heat and moisture transfer from the body remains understudied. In this study, the thermal and moisture properties of typical summer clothing were evaluated and moisture adsorption and desorption curves were obtained. The heat losses of the human body in different sweating states were compared using a sweating thermal manikin. It was found that the clothing moisture content and the clothing coverage ratio had a significant effect on the human body heat loss. As the sweating rate increases, additional resistances of the sweat moisture transfer will be added in the sweat-soaked clothing, which would adversely affect the skin temperature. The results show that the total thermal resistance of fully wetted clothing decreased by an average of almost 30% compared to dry clothing ensembles. To account for such differences, the clothing thermal and evaporative resistance, along with the temperature and vapor pressure at varying moisture contents were evaluated and predicted with empirical equations. This enables integrating a dynamic heat and moisture transfer model for the sweat-soaked clothing into a prevailing thermo-physiological model. Accounting for real clothing physical parameters is vital when evaluating thermal comfort in hot and humid weather conditions.
蒸发热损失是人体能量平衡的一个重要组成部分,目前已有多个已开发的热舒适模型可用于评估人体出汗时的热量和质量传递。然而,汗水浸湿衣物对人体热量和湿度传递的影响仍未得到充分研究。本研究评估了典型夏装的热和湿特性,并获得了湿气吸附和解吸曲线。使用出汗热人体模型比较了人体在不同出汗状态下的热损失。结果发现,衣物含水量和衣物覆盖率对人体热量损失有显著影响。随着出汗率的增加,被汗水浸湿的衣服会增加汗水湿度传递的阻力,从而对皮肤温度产生不利影响。结果显示,与干爽的服装组合相比,完全湿透的服装的总热阻平均降低了近 30%。为了解释这种差异,使用经验公式对不同含水量下的衣物热阻和蒸发阻以及温度和蒸汽压进行了评估和预测。这样就可以将汗水浸湿衣物的动态热量和湿度传递模型整合到当前的热生理学模型中。在评估湿热天气条件下的热舒适度时,考虑真实的衣物物理参数至关重要。
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引用次数: 0
Comparison of the performance of local skin temperatures in evaluating overall thermal comfort at normal room temperatures 比较局部皮肤温度在评估正常室温下整体热舒适度方面的性能
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.buildenv.2024.112296
Siyi Li , Jun Xu , Weiwei Liu , Zhiliang Wang
Local skin temperature is considered to be a potential physiological parameter for thermal comfort evaluation. However, which parts are more suitable for thermal comfort evaluation still needs further investigation. In this study, 20 seated subjects were recruited for thermal comfort and skin temperature monitoring experiments conducted in a climate chamber during winter and summer. The experimental temperatures in winter and summer were 12 °C–24 °C and 24 °C–32 °C, respectively. Thermal comfort evaluation models were developed for the local skin temperature of eight parts via the Fisher discriminant analysis. The performance of the developed models was evaluated using precision and false negative rate (FNR). The results indicated that the skin temperatures of the back of the left hand, left wrist, and left forearm had higher precision for thermal comfort evaluation than those of other parts, whereas the FNR was lower than in the other parts, which were suitable for thermal comfort evaluation. The skin temperature of the left chest had the lowest precision and the highest FNR, making it unsuitable for thermal comfort evaluation. By reasonably selecting body parts, the use of single-point skin temperature to evaluate thermal comfort was better than the use of the mean skin temperature.
局部皮肤温度被认为是热舒适度评估的潜在生理参数。然而,哪些部位更适合用于热舒适度评估仍需进一步研究。本研究招募了 20 名坐位受试者,在气候箱中进行冬夏两季的热舒适度和皮肤温度监测实验。冬季和夏季的实验温度分别为 12 ℃-24 ℃ 和 24 ℃-32 ℃。通过费舍尔判别分析,为八个部位的局部皮肤温度建立了热舒适度评估模型。使用精确度和假阴性率(FNR)对所开发模型的性能进行了评估。结果表明,左手背、左手腕和左前臂皮肤温度的热舒适度评价精确度高于其他部位,而假阴性率则低于其他部位,适合用于热舒适度评价。左胸部皮肤温度的精确度最低,FNR 最高,不适合进行热舒适度评估。通过合理选择身体部位,使用单点皮肤温度评估热舒适度比使用平均皮肤温度更好。
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引用次数: 0
Mathematical modeling of gas-phase mass transfer in hydrous materials for a total heat exchange ventilator 用于全热交换通风器的含水材料气相传质数学模型
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.buildenv.2024.112291
Xin Wang , Hajime Sotokawa , Taisaku Gomyo , Sung-Jun Yoo , Juyeon Chung , Kazuhide Ito
Total heat exchange ventilation systems are effective in achieving energy savings by reducing the ventilation load in buildings, while maintaining a certain amount of fresh outdoor air intake. As the system's elemental materials exchange both latent and sensible heat, hydrophilic chemical compounds may be exchanged simultaneously. Proper control of the exchange of hazardous chemicals and pollutants via these heat exchange elements is an important issue in the development of total heat exchange ventilation systems. In this respect, the development of a numerical model that facilitates repeated sensitivity analysis is important in the development of a new total heat exchanger that has high heat exchange efficiency and suppresses the exchange of polluting chemicals. This study proposes new hygrothermal and chemical compound transfer models for paper-based hydrous materials, which are the main components of total heat exchangers in indoor ventilation systems. Through a series of numerical analyses and experimental measurements, the prediction accuracy of the mathematical model was compared with experimental results for the gas transfer rate in hydrous materials and a building-sized total heat exchanger. The results demonstrated that an increase in water content in hydrous material has a significant impact on the permeability of water-soluble gases, with NH3 and HCHO permeability coefficients increasing by factors of 250 and 20 respectively. Conversely, for low-solubility gases such as CO2, the permeability coefficient only slightly increased at low humidity and remained largely unaffected thereafter. These findings contribute to the advancement of more efficient and safer total heat exchange ventilation systems.
全热交换通风系统在保持一定的室外新鲜空气吸入量的同时,还能减少建筑物的通风负荷,从而有效地节约能源。由于系统的元素材料可以交换潜热和显热,亲水性化合物也可以同时交换。在开发全热交换通风系统时,一个重要的问题就是要适当控制通过这些热交换元件交换的有害化学物质和污染物。在这方面,建立一个便于反复进行敏感性分析的数值模型,对于开发具有高热交换效率和抑制污染化学物质交换的新型全热交换器非常重要。本研究针对室内通风系统中全热交换器的主要组成部分--纸基含水材料,提出了新的湿热和化学复合传质模型。通过一系列数值分析和实验测量,将数学模型的预测精度与含水材料和建筑规模全热交换器中气体传输速率的实验结果进行了比较。结果表明,含水材料中水含量的增加对水溶性气体的渗透性有显著影响,NH3 和 HCHO 的渗透系数分别增加了 250 倍和 20 倍。相反,对于二氧化碳等低溶解度气体,渗透系数在低湿度时仅略有增加,此后基本不受影响。这些发现有助于开发更高效、更安全的全热交换通风系统。
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引用次数: 0
Cost-Effectiveness Analysis of Nearly Zero-Carbon Office Buildings in Taiwan 台湾近零碳办公建筑的成本效益分析
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.buildenv.2024.112270
Chia-Ju Yen , Hsien-Te Lin , Kuei-Peng Lee
The formulation of an affordable and economically-feasible policy for nearly zero-carbon building design is a challenge that countries encounter in promoting net-zero building. In 2022, Taiwan promulgated Building Energy Rating System (BERS), the world's first building energy efficiency assessment system tailored for subtropical climates, as a basis for evaluating its goal of achieving nearly zero-carbon buildings by 2050. However, whether this nearly zero-carbon building policy is financially feasible has remained unknown to the government and the industry. To address the issue, the objective of the paper is to conduct a cost-benefit and payback period analysis of newly constructed nearly zero-carbon office buildings in accordance with the Building Energy-efficiency Rating System for New Buildings (BERSn) assessment framework, and thereby examines the financial affordability and feasibility of Taiwan's net-zero building policies.
Firstly, this study introduces existing building energy performance evaluation methods in Europe, America, and Japan, and explains the methodology of Taiwan's Building Energy Rating System (BERS). The paper then reviews international Cost-Benefit Analyses of Nearly Zero Energy Office Buildings and parallelly conducts a Cost-Benefit Analysis of Nearly Zero-Carbon Office Buildings in Taiwan. Following the BERS methodology, this paper identifies the baseline efficiency level and the Nearly Zero-Carbon Building (NZCB) efficiency level, along with their associated solutions and investment costs, for air conditioning and lighting systems. In this study, a questionnaire survey of 28 experts identifies the air conditioning unit costs of Basic Mechanical Equipment Efficiency (BME) and energy-saving control technologies (R) for energy-efficient design of Fan Coil Unit (FCU), Air Handling Unit (AHU), and Variable Refrigerant Flow (VRF) system. Accordingly, 33 air conditioning design solutions and their corresponding construction costs complying with the BERSn requirements of EAC≦0.5 for nearly-zero carbon office buildings are identified. Regarding the nearly zero-carbon lighting design, the simulations reveal that the use of LED panel luminaires or T8 LED luminaires (including those with energy-saving labels) can achieve an average operational lighting illuminance of 500 LUX and the BERSn requirements of EL ≤ 0.5 for lighting. Finally, the study further analyzes the payback period and premium cost ratio of NZCB by employing the budget data of seven building projects. The analysis shows that the premium cost ratio and the payback period of NZCB range from 1.33%-1.50% and 6.4-7.7 years, respectively. The results demonstrate that while a higher budget is commonly associated with NZCB by the public, it is in fact economically and technologically feasible to realize NZCB with prevailing energy-efficient measures.
如何为近零碳建筑设计制定可负担且经济可行的政策,是各国在推广净零碳建筑时面临的挑战。2022 年,台湾颁布了全球首个针对亚热带气候的建筑能效评估系统--建筑能效分级系统(BERS),作为评估其在 2050 年实现近零碳建筑目标的基础。然而,这一近零碳建筑政策在财政上是否可行,政府和业界一直不得而知。针对此问题,本文旨在根据新建建筑能源效率分级系统(BERSn)评估框架,对新建的近零碳办公建筑进行成本效益和投资回收期分析,从而检验台湾净零碳建筑政策的财务承受能力和可行性。本文首先介绍了欧美和日本现有的建筑能效评估方法,并解释了台湾建筑能效分级系统(BERS)的方法,然后回顾了国际上对近零能耗办公建筑的成本效益分析,并同时对台湾的近零碳办公建筑进行了成本效益分析。根据 BERS 方法,本文确定了空调和照明系统的基准能效水平和近零碳建筑(NZCB)能效水平,以及与之相关的解决方案和投资成本。本研究对 28 位专家进行了问卷调查,确定了风机盘管机组 (FCU)、空气处理机组 (AHU) 和变制冷剂流量 (VRF) 系统节能设计所需的基本机械设备效率 (BME) 和节能控制技术 (R) 的空调单位成本。因此,确定了 33 个空调设计方案及其相应的建筑成本,这些方案均符合 BERSn 对近零碳办公建筑 EAC≦0.5 的要求。在近零碳照明设计方面,模拟结果表明,使用 LED 面板灯具或 T8 LED 灯具(包括带有节能标签的灯具)可实现 500 LUX 的平均工作照明照度,并满足 BERSn 对照明 EL ≤ 0.5 的要求。最后,研究通过七个建筑项目的预算数据,进一步分析了 NZCB 的投资回收期和溢价成本率。分析结果表明,NZCB 的溢价成本率和投资回收期分别为 1.33%-1.50% 和 6.4-7.7 年。结果表明,虽然公众通常将较高的预算与 NZCB 联系在一起,但事实上,采用现有的节能措施实现 NZCB 在经济和技术上都是可行的。
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引用次数: 0
Machine Learning to speed up Computational Fluid Dynamics engineering simulations for built environments: A review 机器学习加速建筑环境的计算流体力学工程模拟:综述
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.buildenv.2024.112229
Clément Caron , Philippe Lauret , Alain Bastide
Computational fluid dynamics (CFD) is a valuable tool in designing built environments, enhancing comfort, health, energy efficiency, and safety in both indoor and outdoor applications. Nevertheless, the time required for CFD computations still needs to be reduced for engineering studies. Recent advances in machine learning (ML) techniques offer a promising avenue for developing fast-running data-driven models for physics-related phenomena. As scientific machine learning (SciML) research increasingly focuses on efficiently coupling ML and CFD techniques, this literature review highlights the growing number of applications in the built environment field to accelerate CFD simulations. This work aims to identify emerging trends and challenges in incorporating ML techniques into built environment flow simulations to foster further advancements in this domain. The prevailing approaches are direct surrogate modeling and reduced-order models (ROMs). Both approaches increasingly rely on deep learning architectures based on neural networks. The reviewed studies reported computational time gains of several orders of magnitude in specific scenarios while maintaining reasonable accuracy. However, several challenges remain, such as improving models’ generalizability and interpretability, enhancing methodology scalability, and reducing the computational cost of developing the models. Efforts are underway to address more complex cases with advanced SciML techniques. Notably, incorporating physics into the learning process and hybridizing CFD solvers with data-driven models merit further investigation. The exploration of these approaches represents a crucial step toward the deployment of reliable models that enable fast design for built environment engineering studies.
计算流体动力学(CFD)是设计建筑环境的重要工具,可提高室内外应用的舒适度、健康、能效和安全性。然而,工程研究仍需缩短 CFD 计算所需的时间。机器学习(ML)技术的最新进展为针对物理相关现象开发快速运行的数据驱动模型提供了一条大有可为的途径。随着科学机器学习(SciML)研究越来越关注 ML 与 CFD 技术的高效耦合,本文献综述重点介绍了建筑环境领域在加速 CFD 模拟方面日益增多的应用。这项工作旨在确定将 ML 技术融入建筑环境流动模拟的新兴趋势和挑战,以促进该领域的进一步发展。目前流行的方法是直接代理建模和降阶模型(ROM)。这两种方法都越来越依赖于基于神经网络的深度学习架构。所审查的研究报告称,在特定情况下,计算时间可提高几个数量级,同时保持合理的精度。然而,一些挑战依然存在,例如提高模型的通用性和可解释性、增强方法的可扩展性以及降低开发模型的计算成本。目前正在努力利用先进的 SciML 技术解决更复杂的情况。值得注意的是,将物理学纳入学习过程,以及将 CFD 求解器与数据驱动模型混合,都值得进一步研究。对这些方法的探索是朝着部署可靠的模型迈出的关键一步,这些模型可为建筑环境工程研究提供快速设计。
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引用次数: 0
Variability in thermal comfort and behavior of elderly individuals with different levels of frailty in residential buildings during winter 不同体弱程度的老年人冬季在住宅楼中的热舒适度和行为变化
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.buildenv.2024.112290
Haixia Zhou , Wei Yu , Shen Wei , Keyao Zhao , Hanyu Shan , Song Zheng , Lei Guo , Yan Zhang
Research on the indoor thermal comfort of elderly individuals has become increasingly detailed, yet studies focusing on the impact of health levels on elderly thermal comfort are still relatively scarce. Due to aging and various chronic diseases, elderly individuals exhibit different physical states, affecting their physiological regulatory functions in response to thermal environmental changes. This study aimed to validate the impact of health levels on elderly thermal comfort and behavior during winter, by employing the Fried frailty assessment method. A survey was conducted in the HSCW regions of China, gathering 1437 valid questionnaires. The analysis revealed that frailty significantly impacts the winter thermal comfort and behavior of the elderly. Specific findings include: 1) Frailer elderly individuals express greater complaints about indoor environments; 2) Frailer elderly are more dependent on heating devices; 3) Frailer elderly have higher rates of closing windows with higher Tout prompting window closure. The Tout prompting non-frailty elderly to completely close windows is 8.1 °C, while for pre-frail and frail elderly, it is 16.7 °C and 16.0 °C, respectively; 4) Frailer elderly individuals exhibit higher Icl, with median values of 1.56 clo for non-frail, 1.68 clo for pre-frail, and 1.71 clo for frail elderly; 5) Frailer elderly individuals have lower MR daily, with median metabolic rates of 1.71 met for non-frail, 1.42 met for pre-frail, and 1.17 met for frail. This study found that the level of frailty significantly impacts the winter thermal comfort and behavior of the elderly and should be considered in future elderly-friendly architectural designs.
有关老年人室内热舒适度的研究已经越来越详细,但侧重于健康水平对老年人热舒适度影响的研究仍然相对较少。由于衰老和各种慢性疾病,老年人会表现出不同的身体状态,影响其对热环境变化的生理调节功能。本研究旨在通过弗里德虚弱评估方法,验证健康水平对老年人冬季热舒适度和行为的影响。研究在中国的高寒缺氧地区进行了一项调查,共收集到 1437 份有效问卷。分析结果表明,虚弱程度对老年人的冬季热舒适度和行为有显著影响。具体发现包括1)体弱老人对室内环境的抱怨更多;2)体弱老人对取暖设备的依赖性更高;3)体弱老人的关窗率更高,提示关窗的Tout更高。提示非体弱老人完全关窗的 Tout 为 8.1 °C,而提示未体弱老人和体弱老人关窗的 Tout 分别为 16.7 °C和 16.0 °C;4)体弱老人的 Icl 值较高,非体弱老人的中值为 1.56 clo,失智老人为 1.68 clo,体弱老人为 1.71 clo;5)体弱老人每天的 MR 值较低,失智老人的代谢率中位数为 1.71 met,失智老人为 1.42 met,体弱老人为 1.17 met。这项研究发现,体弱程度会严重影响老年人的冬季热舒适度和行为,因此在未来的老年人友好型建筑设计中应加以考虑。
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Building and Environment
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