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Stochastic model predictive control for the optimal operation of office buildings 办公楼优化运行的随机模型预测控制
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.buildenv.2024.112248
Ning He , Jiawen Guo , Yanxin Li , Yubo Quan , Ruoxia Li , Liu Yang
This paper developed a novel stochastic model predictive control (SMPC) strategy to enhance the operational efficiency of office buildings. Firstly, an improved state space model encompassing temperature and relative humidity simultaneously is developed to accurately characterize the thermal comfort condition within the office building. Then, given the obtained comprehensive model, a new SMPC approach is proposed based on chance constraints to minimize energy consumption while guaranteeing thermal comfort for occupants. Besides, the feasibility and stability properties of the SMPC are demonstrated theoretically. Finally, the proposed SMPC method is verified through a real office building located in Xi'an, China, and the result shows that compared to the conventional ONOFF and MPC control strategies, the SMPC can achieve 39.1 % and 33.3 % energy-saving and less temperature and relative humidity requirement violations.
本文开发了一种新颖的随机模型预测控制(SMPC)策略,以提高办公楼的运行效率。首先,建立了一个同时包含温度和相对湿度的改进状态空间模型,以准确描述办公楼内的热舒适状况。然后,根据所获得的综合模型,提出了一种基于机会约束的新的 SMPC 方法,以在保证居住者热舒适度的同时最大限度地降低能耗。此外,还从理论上论证了 SMPC 的可行性和稳定性。最后,通过位于中国西安的一栋真实办公楼对所提出的 SMPC 方法进行了验证,结果表明,与传统的 ONOFF 和 MPC 控制策略相比,SMPC 可分别实现 39.1% 和 33.3% 的节能效果,且较少违反温度和相对湿度要求。
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引用次数: 0
Thermal physiological characteristics of the Xizang people in asymmetrical dressing exposures on the plateau 西藏人在高原不对称穿衣暴露中的热生理特征
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.buildenv.2024.112252
Dongxue Zhao , Cong Song , Yanfeng Liu , Xiaoyun Wang
The Xizang people, living in the “Third Pole of the World,” have long-formed asymmetrical dressing habits that pose unique challenges to their physiological mechanisms. This study examined the physiological parameters of the Xizang people under symmetrical and various asymmetrical dressing angles to analyze the influence of these dressing styles on their thermal responses. Partial correlation analysis was used to further clarify the physiological thermal assessment indicator of the Xizang people. The results showed that, compared to symmetrical dressing, the Xizang people exhibited higher blood perfusion index and core temperature under asymmetrical dressing. In cold environments, those with symmetrical dressing had higher mean arterial pressure, heart rate, and relative activity ratio of sympathetic to parasympathetic nervous system, indicating dominant sympathetic nerve activity. At an ambient temperature of 15 °C, the Xizang people demonstrated a mean skin temperature difference of 2.6 °C and a right wrist temperature difference of 4.5 °C between symmetrical and the asymmetrical dressing angle with 50° Skin temperature was identified as the physiological thermal assessment indicator for the Xizang people considering asymmetrical dressing styles. This study provided a physiological foundation for the accurate design of plateau built environments suitable for the Xizang people.
生活在 "世界第三极 "的西藏人有着长期形成的不对称穿衣习惯,这对他们的生理机制提出了独特的挑战。本研究考察了西藏人在对称和各种非对称着装角度下的生理参数,以分析这些着装方式对其热反应的影响。通过偏相关分析,进一步明确了西藏人的生理热评估指标。结果表明,与对称着装相比,西藏人在不对称着装下表现出更高的血液灌注指数和核心温度。在寒冷环境中,对称穿衣者的平均动脉压、心率和交感神经系统与副交感神经系统的相对活动比更高,表明交感神经活动占主导地位。在环境温度为 15 °C时,西藏人的平均皮肤温差为 2.6 °C,右腕温差为 4.5 °C,而穿衣角度为 50° 的对称和不对称穿衣方式的皮肤温差被确定为西藏人考虑不对称穿衣方式时的生理热评估指标。这项研究为准确设计适合西藏人的高原建筑环境提供了生理基础。
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引用次数: 0
Analysis of microbial contamination and risk assessment model construction at critical public congregation areas of apartment buildings 公寓楼重要公共聚集区的微生物污染分析和风险评估模型构建
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.buildenv.2024.112232
Xiaodong Wang , Yang Lv , Danyang Guo , Xianghao Duan
In the context of rapid urbanization, apartments have become the preferred living choice for many urban residents, bringing the microbial environment of public areas and its impact on residents' health into sharp focus. This study sampled airborne and settling microbes at key congregation points within apartment public areas, analyzed microbial community composition, and systematically assessed microbial risks during both static and dynamic stages. The results reveal that in the static phase, the airborne microbial population is dominated by Staphylococcus (740 CFU/m³), Lysinibacillus (650 CFU/m³), and Micrococcus (550 CFU/m³), while the settling microbial population is led by Staphylococcus (5658.8 CFU/(m²·h)), Micrococcus (4872.9 CFU/(m²·h)), and Lysinibacillus (2672.2 CFU/(m²·h)). The highest counts of airborne microbes were found in the stairwell (270 CFU/m³) during both phases, whereas settling microbes peaked at the apartment entrance (3615.4 CFU/(m²·h)) in the static phase and in the elevator car (15,247.4 CFU/(m²·h)) during the dynamic phase. Further biodiversity analysis results showed that the elevator car had higher diversity during both the morning and evening peaks in the dynamic phase, indicating that pedestrian flow significantly impacts the composition of the microbial community. A mathematical model was also developed to evaluate microbial hazards. The model reveals the elevator car having the highest microbial risk during dynamic phase, with an 18.2% higher risk in the evening peak compared to the morning. This study provides a scientific basis for microbial risk management, environmental design optimization, and disease prevention strategies in public areas of apartment buildings, which will help improve residents' living environment.
在快速城市化的背景下,公寓已成为许多城市居民的首选居住地,这使公共区域的微生物环境及其对居民健康的影响成为人们关注的焦点。本研究在公寓公共区域的关键聚集点对空气传播和沉降微生物进行采样,分析微生物群落组成,并系统评估静态和动态阶段的微生物风险。结果显示,在静态阶段,空气中的微生物种群以葡萄球菌(740 CFU/m³)、赖氨巴氏杆菌(650 CFU/m³)和微球菌(550 CFU/m³)为主,而沉降微生物种群则以葡萄球菌(5658.8 CFU/(m²-h))、微球菌(4872.9 CFU/(m²-h))和赖氨酸杆菌(2672.2 CFU/(m²-h))。在这两个阶段中,楼梯间的空气传播微生物数量最高(270 CFU/m³),而沉降微生物在静态阶段的公寓入口(3615.4 CFU/(m²-h))和动态阶段的电梯轿厢(15247.4 CFU/(m²-h))达到高峰。进一步的生物多样性分析结果表明,在动态阶段的早晚高峰期,电梯轿厢内的生物多样性较高,这表明人流对微生物群落的组成有很大影响。此外,还建立了一个数学模型来评估微生物危害。模型显示,电梯轿厢在动态阶段的微生物风险最高,晚高峰的风险比上午高出 18.2%。这项研究为公寓楼公共区域的微生物风险管理、环境设计优化和疾病预防策略提供了科学依据,有助于改善居民的生活环境。
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引用次数: 0
Source term estimation of a time-varying source around a building based on Bayesian inference and unsteady adjoint equations 基于贝叶斯推理和非稳态邻接方程的建筑物周围时变源的源项估计
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-30 DOI: 10.1016/j.buildenv.2024.112251
Yiping Lin, Hong Huang, Xiaole Zhang
In actual pollutant dispersion accidents, the location of the source is typically concealed and the intensity of the source varies with time. It is important to accurately estimate source parameters based on limited sensor data. However, previous studies were based on the assumption of stabilized sources and concentration fields, and ignored the process of sensor concentration changes over time, which affects the accuracy of the estimation. Therefore, this study applied a source term estimation (STE) method which combines the Bayesian inference method with unsteady adjoint equations to a time-varying source around building. The influences of the release forms, locations, and heights of the source were analyzed from the flow field and transient stage perspectives. We found that the estimation of the time-varying source performed worse than that of the constant source assumed in existing studies. The uncertainty of the estimated results increased with the complexity of the release forms of the source. In particular, the estimation of the location and strength of the period source had a wider probability distribution, higher uncertainty, and was more susceptible to changes in source location and height. The results showed that for time-varying sources, the estimated results fluctuated strongly over time with the pre-developmental and stabilization phases, and it was critical to estimate the source term based on sensor data at various time points.
在实际的污染物扩散事故中,污染源的位置通常是隐蔽的,而且污染源的强度随时间而变化。根据有限的传感器数据准确估算污染源参数非常重要。然而,以往的研究都是基于稳定源和浓度场的假设,忽略了传感器浓度随时间变化的过程,从而影响了估算的准确性。因此,本研究将贝叶斯推理方法与非稳态邻接方程相结合的源项估计(STE)方法应用于建筑物周围的时变源。从流场和瞬态阶段的角度分析了源的释放形式、位置和高度的影响。我们发现,时变源的估算结果比现有研究中假设的恒定源的估算结果要差。估算结果的不确定性随着源释放形式的复杂性而增加。特别是,对周期源的位置和强度的估计具有更广泛的概率分布和更高的不确定性,并且更容易受到源位置和高度变化的影响。结果表明,对于时变源,估算结果随着时间的推移,在前期发展阶段和稳定阶段波动较大,因此根据不同时间点的传感器数据估算源项至关重要。
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引用次数: 0
Impact of future climate scenarios on thermal performance and resilience of building façades: Canadian climate case study 未来气候情景对建筑外墙热性能和复原力的影响:加拿大气候案例研究
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-29 DOI: 10.1016/j.buildenv.2024.112245
Shahrzad Soudian, Umberto Berardi
Buildings in urban areas are responsible for a significant share of GHG emissions that directly contribute to climate change. Nevertheless, the built environment is vulnerable to the changing climate. Particularly, the unpredictable weather threatens the performance of building components, durability of building materials, and indoor environmental comfort. In this study, the impact of future climate on thermal performance of building façades in the Canadian climate is investigated using simulation analysis. To account for different climate conditions, three future weather scenarios pertaining to global temperature rise of 0.5 °C, 1.5 °C, and 2.5 °C were compared with historical weather data. Both hourly and Typical Meteorological Year (TMY) weather data were studied. The results, including thermal transmittance, heat flux, moisture content, and façade temperature were compared. This comparison could show the applicability of using averaged TMY data compared to the large hourly dataset. The results show a pattern of change in the façade's thermal and hygrothermal performance as temperature, relative humidity and solar radiation norms change in both seasons. The comparison between the TMY and the Yearly data showed an underestimation of heat transfer within the façade when the TMY data is used. The historical TMY data results showed the inadequacy of this weather file for climate impact assessments of facades in both summer and winter. The approach used in this study can be repeated for different climate conditions, acting as a tool to design façades and predict their performance in face of a changing climate.
在直接导致气候变化的温室气体排放中,城市地区的建筑物占了很大一部分。然而,建筑环境很容易受到气候变化的影响。特别是,不可预测的天气威胁着建筑部件的性能、建筑材料的耐久性和室内环境的舒适性。本研究采用模拟分析方法,研究了未来气候对加拿大气候下建筑外墙热性能的影响。为了考虑不同的气候条件,我们将全球气温上升 0.5 ℃、1.5 ℃ 和 2.5 ℃ 的三种未来天气情况与历史天气数据进行了比较。研究了每小时和典型气象年(TMY)的天气数据。比较的结果包括热透射率、热通量、含水率和外墙温度。这种比较可以说明,与大型小时数据集相比,使用平均 TMY 数据的适用性。结果表明,随着两季温度、相对湿度和太阳辐射标准的变化,幕墙的热性能和湿热性能也会发生变化。TMY 和年数据之间的比较显示,使用 TMY 数据时,幕墙内部的热传递被低估了。TMY 的历史数据结果表明,该天气文件不足以对建筑外墙进行夏季和冬季气候影响评估。本研究中使用的方法可在不同气候条件下重复使用,可作为面对不断变化的气候进行外墙设计和性能预测的工具。
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引用次数: 0
Experimental evaluations of Berkeley thermal sensation and comfort models in electric vehicle cabin under cold outdoor conditions 寒冷室外条件下电动汽车车厢内伯克利热感觉和舒适度模型的实验评估
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-29 DOI: 10.1016/j.buildenv.2024.112231
Gineesh Gopi , Woogeun Kim , Youngseok Lee , Chungwon Cho , Jung Kyung Kim
As the automobile industry is transitioning toward electric vehicles, manufacturers have started implementing local warmers alongside cabin heating, ventilation, and air conditioning (HVAC) systems for effective thermal comfort management. However, optimal operating strategies need to be developed for integrating local warmers with HVAC systems. Although the Berkeley models comprising local/overall thermal sensation and comfort models offer insights in this regard, they lack follow-up assessments for occupants transitioning from very cold states. In this study, Berkeley models were evaluated using two sets of experimental data collected in a transient vehicle cabin under cold outdoor conditions: test (A) with cabin HVAC alone and test (B) with both HVAC and local warmers. The findings confirm the satisfactory performances of the Berkeley models for predicting overall sensation and comfort, with a maximum root mean-squared error (RMSE) of 0.15. The local comfort model performed poorly with the original coefficients across both datasets (maximum RMSE of 1.96). Therefore, the model coefficients were regressed for the dataset from test A and validated against the dataset from test B to achieve a maximum RMSE of 0.49. With these regressed coefficients, it was observed that moving toward a neutral whole-body state diminished the potential to maximize local comfort. Conversely, the local sensation model showed poor agreement (maximum RMSE of 1.9); we confirmed that accurate adaptive setpoint temperatures are a prerequisite for ensuring good predictions from the model. These findings are expected to contribute toward future efforts in using Berkeley models to formulate effective local warmer–HVAC operational strategies in electric vehicles.
随着汽车行业向电动汽车过渡,制造商开始在车厢加热、通风和空调(HVAC)系统旁安装局部加热器,以实现有效的热舒适管理。然而,需要制定最佳的操作策略,将局部加热器与 HVAC 系统集成在一起。虽然由局部/整体热感觉和舒适度模型组成的伯克利模型在这方面提供了见解,但它们缺乏对从极冷状态过渡到极冷状态的乘员的后续评估。在这项研究中,伯克利模型使用了在寒冷室外条件下的瞬态车厢内收集的两组实验数据进行评估:测试(A)仅使用车厢内的暖通空调系统,测试(B)同时使用暖通空调系统和局部加热器。结果证实,伯克利模型在预测整体感觉和舒适度方面表现令人满意,最大均方根误差(RMSE)为 0.15。局部舒适度模型在两个数据集中的原始系数表现不佳(最大均方根误差为 1.96)。因此,对测试 A 的数据集进行了模型系数回归,并根据测试 B 的数据集进行了验证,结果最大 RMSE 为 0.49。通过这些回归系数可以发现,向中性全身状态发展会降低局部舒适度最大化的潜力。相反,局部感觉模型的一致性较差(最大均方根误差为 1.9);我们证实,准确的自适应设定点温度是确保模型良好预测的先决条件。预计这些发现将有助于未来使用伯克利模型为电动汽车制定有效的本地暖风空调运行策略。
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引用次数: 0
Variation in community heat vulnerability for Shenyang City under local climate zone perspective 地方气候区视角下沈阳市社区热脆弱性的变化
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-29 DOI: 10.1016/j.buildenv.2024.112242
Qiyue Zou , Jun Yang , Yuqing Zhang , Yi Bai , Junjie Wang
Assessing heat vulnerability is essential for analyzing and improving the urban thermal environment. We developed a heat vulnerability model to examine the spatial distribution characteristics of thermal vulnerability and its relationship with local climate zones (LCZs) in Shenyang City at the community level. Additionally, we thoroughly explored the change patterns of heat vulnerability in communities with similar LCZ components. Our findings revealed that: (1) Building-type LCZs exhibited a non-uniform distribution, with LCZ8 representing the largest proportion, and LCZ1 and LCZ2 accounting for the smallest proportions. Nature-type LCZ communities were distributed along the Hun River and in some areas of the northwest and south, with LCZD having the largest proportion and LCZB the smallest. (2) Building height was positively correlated with the heat vulnerability index (HVI), while building density had minimal impact on HVI. LCZ8 had the highest HVI, and LCZG had the lowest. (3) Clustering the communities revealed that buildings had a greater impact on HVI than impervious surfaces. Creating strong ventilation and increasing the number of nature-type LCZs were identified as the most important factors for community development. These results highlight the differences in heat vulnerability among communities with various landscape configurations, providing a theoretical basis for targeted community structure adjustments and the reduction of urban thermal risks.
评估热脆弱性对于分析和改善城市热环境至关重要。我们建立了热脆弱性模型,从社区层面研究了沈阳市热脆弱性的空间分布特征及其与当地气候区(LCZ)的关系。此外,我们还深入探讨了具有相似 LCZ 组成成分的社区的热脆弱性变化规律。我们的研究结果表明(1) 建筑物类型的 LCZ 分布不均匀,LCZ8 所占比例最大,LCZ1 和 LCZ2 所占比例最小。自然型低纬度区群落分布在浑河沿岸、西北部和南部的部分地区,其中 LCZD 所占比例最大,LCZB 所占比例最小。(2)建筑高度与热脆弱指数(HVI)呈正相关,而建筑密度对热脆弱指数的影响很小。LCZ8 的热脆弱指数最高,LCZG 最低。(3) 对社区进行分组显示,建筑物比不透水表面对热脆弱指数的影响更大。创造良好的通风条件和增加自然类型低碳区的数量被认为是社区发展的最重要因素。这些结果凸显了不同景观配置的社区在热脆弱性方面的差异,为有针对性地调整社区结构和降低城市热风险提供了理论依据。
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引用次数: 0
Source apportionment and health-risk assessment of PM2.5-bound elements in indoor/outdoor residential buildings in Chinese megacities 中国特大城市室内/室外居住建筑中与 PM2.5 结合的元素的来源分配和健康风险评估
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-29 DOI: 10.1016/j.buildenv.2024.112250
Wenjing Ji , Junjie Zeng , Kaijia Zhao , Jing Liu
Particulate matter with a diameter of 2.5 μm or smaller (PM2.5) in indoor environments originates from both indoor and outdoor sources, influencing associated human health risks through different compositions. This study simultaneously collected and analyzed indoor and outdoor PM2.5 samples in three major Chinese megacities—Beijing, Shanghai, and Shenzhen—to characterize PM2.5 sources and assess their health impacts. A total of seven distinct sources, both indoor and outdoor, were identified for PM2.5: indoor activities, metal smelting, industrial activities, soil dust, vehicle emissions, coal combustion, and fuel oil combustion. Indoor activities accounted for approximately 20 % of the residential indoor PM2.5, with the remainder predominantly due to outdoor PM2.5 infiltration. The contributions of indoor activities to noncarcinogenic and carcinogenic risks ranged from 3.6 % to 28.5 %, whereas outdoor PM2.5 sources posing greater health risks. The cumulative noncarcinogenic risks for adults in Beijing, Shanghai, and Shenzhen were 0.99, 1.15, and 0.72, respectively, slightly higher than those for children. The cumulative carcinogenic risks for adults were approximately five times those for children, with values of 6.90 × 10−5, 6.34 × 10−5, and 6.83 × 10−5, respectively, all surpassing the acceptable limit. Noncarcinogenic risks were predominantly attributed to Ni, Co, and Mn, contributing over 85 % to the total risk, while Cr was the primary contributor (>89 %) to carcinogenic risks. Indoor environmental exposure accounting for over 80 % of noncarcinogenic and carcinogenic risks for adults, and exceeding 90 % for children. This study provides significant insights into the effective control of PM2.5 pollution and the reduction of health risks from a source perspective.
室内环境中直径为 2.5 μm 或更小的颗粒物(PM2.5)来源于室内和室外,通过不同的成分影响相关的人类健康风险。本研究同时收集和分析了中国三个主要特大城市--北京、上海和深圳的室内和室外 PM2.5 样本,以确定 PM2.5 的来源特征并评估其对健康的影响。研究发现,PM2.5 共有七种不同的室内和室外来源:室内活动、金属冶炼、工业活动、土壤扬尘、汽车尾气排放、燃煤和燃油燃烧。室内活动约占住宅室内 PM2.5 的 20%,其余主要是室外 PM2.5 的渗入。室内活动对非致癌和致癌风险的贡献率从 3.6% 到 28.5% 不等,而室外 PM2.5 来源对健康的风险更大。北京、上海和深圳成人的累积非致癌风险分别为 0.99、1.15 和 0.72,略高于儿童。成人的累积致癌风险约为儿童的五倍,分别为 6.90 × 10-5、6.34 × 10-5 和 6.83 × 10-5,均超过了可接受限值。非致癌风险主要来自于镍、钴和锰,占总风险的 85%以上,而铬则是致癌风险的主要来源(89%)。室内环境暴露占成人非致癌和致癌风险的 80% 以上,占儿童非致癌和致癌风险的 90% 以上。这项研究从源头角度为有效控制 PM2.5 污染和降低健康风险提供了重要启示。
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引用次数: 0
Analysis of ventilation and infiltration rates using physics-informed neural networks: Impact of space operation and meteorological factors 利用物理信息神经网络分析通风和渗透率:空间运行和气象因素的影响
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-29 DOI: 10.1016/j.buildenv.2024.112249
Jiin Son , Jihoon Kim , Junemo Koo
This study presents the development and application of a Physics-Informed Neural Network (PINN) model to estimate ventilation and infiltration rates using long-term observation data, addressing the challenge of dynamically varying space operations and meteorological conditions. A central research equestion is: How can we accurately estimate ventilation rates while accounting for these time-varying factors? Traditional tracer gas methods require numerous measurements to accurately characterize air change rates (ACR) under dynamic space operations and varying meteorological conditions. Our PINN model integrates these fluctuating factors, providing a more precise analysis of their transient effects on ACR. We employed Shapley Additive Explanations (SHAP) to interpret the sensitivity and contributions of each influencing factor. Our findings indicate that the state of windows and doors significantly affects spatial operations, while wind speed and direction are the most impactful meteorological factors. The interaction between open windows and doors results in higher ventilation rates compared to their individual effects. Wind-related factors cause ACR variations exceeding 200 %, with the wind direction relative to the office window playing a crucial role. Additionally, external temperature and indoor-outdoor temperature differences show a strong correlation with ACR. However, limitations include the lack of outdoor CO2 measurements and the assumption of uniform indoor CO2 levels, which may affect accuracy. Generalizability is also limited due to the specificity of the space studied. Future work should incorporate outdoor CO2 data and multiple spaces to enhance model applicability. This study contributes to optimizing ventilation strategies for better indoor air quality and energy efficiency.
本研究介绍了物理信息神经网络(PINN)模型的开发和应用情况,该模型可利用长期观测数据估算通风率和渗透率,以应对动态变化的空间运行和气象条件带来的挑战。研究的核心问题是:如何在考虑这些时变因素的同时准确估算通风率?传统的示踪气体方法需要进行大量测量,才能准确描述动态空间运行和不同气象条件下的换气率(ACR)。我们的 PINN 模型整合了这些波动因素,可以更精确地分析它们对 ACR 的瞬时影响。我们采用夏普利相加解释(SHAP)来解释每个影响因素的敏感性和贡献。我们的研究结果表明,门窗状态对空间运行有显著影响,而风速和风向则是影响最大的气象因素。与单独影响相比,打开的门窗之间的相互作用会导致更高的通风率。与风有关的因素导致 ACR 变化超过 200%,其中相对于办公室窗户的风向起着至关重要的作用。此外,外部温度和室内外温差也与 ACR 密切相关。然而,其局限性包括缺乏室外二氧化碳测量数据,以及假设室内二氧化碳水平一致,这可能会影响准确性。由于所研究空间的特殊性,推广性也受到了限制。未来的工作应纳入室外二氧化碳数据和多个空间,以提高模型的适用性。这项研究有助于优化通风策略,从而提高室内空气质量和能源效率。
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引用次数: 0
Impact of momentum sources on pedestrian-level peak wind predictions of an urban-like array using large-eddy simulations and statistical models 利用大涡流模拟和统计模型预测动量源对城市类阵列行人层峰值风的影响
IF 7.1 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-10-28 DOI: 10.1016/j.buildenv.2024.112244
T. Sanemitsu , W. Wang , N. Ikegaya
The effect of urban geometries on the peak wind speed at the pedestrian level was investigated using simplified urban-like arrays in wind tunnel experiments. To scrutinize the turbulent flow's spatial and temporal characteristics, large-eddy simulations (LESs) were adopted to simulate suitable experimental conditions using an external force accelerating the flow with the periodic boundary condition. Although previous studies have revealed that conventional LESs use a constant pressure gradient as a momentum source, driving the flow differs from those in developing boundary layers in experiments, and the effect of the momentum source on peak wind speeds at the pedestrian level remains unknown. Therefore, this study used a series of LESs based on the three driving methods to investigate the impact of the momentum provision on the relevant statistics and peak values. The turbulent statistics showed good agreement among the cases driven by the momentum sources regardless of the shape of the profiles of the momentum source. Peak wind speeds, quantified by percentiles, were estimated using statistical models based on the Weibull distribution. Overall, the results showed a good agreement between the LESs and statistical model estimations when higher-order moments were adopted as the estimation parameters.
在风洞实验中,利用简化的类城市阵列研究了城市几何形状对行人层峰值风速的影响。为了仔细研究湍流的空间和时间特征,采用了大涡流模拟(LES)技术,利用外力加速流动,在周期性边界条件下模拟合适的实验条件。虽然以往的研究表明,传统的 LES 使用恒定的压力梯度作为动量源,但驱动流动的动量源与实验中发展边界层的动量源不同,而且动量源对行人层峰值风速的影响仍然未知。因此,本研究使用了一系列基于三种驱动方法的 LES,以研究动量提供对相关统计量和峰值的影响。在动量源驱动的情况下,无论动量源的剖面形状如何,湍流统计数据都显示出良好的一致性。使用基于威布尔分布的统计模型估算了以百分位数量化的峰值风速。总体而言,当采用高阶矩作为估算参数时,结果显示 LES 与统计模型估算结果之间具有良好的一致性。
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