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Exploring the effects of mask wearing on outdoor thermal comfort at different walking speeds—A thermal manikin-based experiment 探索佩戴口罩对不同步行速度下户外热舒适度的影响--基于热人体模型的实验
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-31 DOI: 10.1007/s12273-024-1157-y
Xiling Lu, Shengkai Zhao, Yongchao Zhai, Jianlin Liu

Face masks’ wearing for a long duration brings thermal discomfort, especially in hot climate cities. The face masks’ thermal insulation and its effect on outdoor thermal comfort have been rarely investigated. In this study, five types of face masks and their thermal insulations have been tested by using a thermal manikin in the climate chamber. Experimental results are assessed by using physiological equivalent temperature (PET) and standard effective temperature (SET*) for thermal comfort with masks at three walking speeds both in summer and winter. Slight differences in thermal insulation are observed among the different masks, the values of PET and SET* rise with increasing mask thermal insulation, and they are generally higher in summer than in winter. Moreover, the variation of SET* is more obvious than PET with same masks at different walking speeds. And the differences of SET* with and without masks appear to rise significantly for fast walking. Results further indicate that the individuals’ physical discomfort caused by wearing masks cannot simply be assumed as an additional effect of the clothing thermal insulation. The findings enrich the clothing thermal insulation database, explore the differences in thermal indices if the face mask is used, and provide advice on heat mitigation with masks outdoors.

长时间佩戴口罩会带来热不适,尤其是在气候炎热的城市。口罩的隔热性能及其对室外热舒适度的影响很少被研究。在这项研究中,使用气候箱中的热敏人体模型对五种类型的口罩及其隔热性能进行了测试。实验结果采用生理当量温度(PET)和标准有效温度(SET*)来评估夏季和冬季三种步行速度下佩戴口罩的热舒适度。不同口罩的隔热性能略有不同,PET 和 SET* 值随着口罩隔热性能的增加而上升,且夏季通常高于冬季。此外,在不同步行速度下,使用相同面罩时,SET* 的变化比 PET 更明显。在快速行走时,戴口罩和不戴口罩的 SET* 差异明显增大。研究结果进一步表明,不能简单地认为佩戴口罩会导致个人身体不适,这是衣物隔热性能的额外影响。研究结果丰富了衣物隔热数据库,探索了使用口罩时热指数的差异,并为在户外使用口罩缓解热量提供了建议。
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引用次数: 0
Factors, processes, and models of soundmark identification in urban parks 城市公园声纹识别的因素、过程和模型
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-27 DOI: 10.1007/s12273-024-1162-1
Chutian Sun, Qi Meng, Da Yang, Mengmeng Li

The concept of a soundmark refers to a distinctive sound source that identifies a particular area based on its environmental acoustic characteristics. This study investigated the factors and processes of soundmark identification in urban parks. After interviewing participants in 14 different urban parks in China, six categories that affect soundmark identification were identified, “sound source”, “context”, “sound perception”, “individual features”, “response” and “comprehension”. First, the core category is context. As for context, in amusement parks, activity parks, and nature parks, respectively, the theme, function, and scene affect the soundmark identification. For sound perception, soundmark identification is affected by the occurrence of birdsongs and the duration of water sounds in nature parks. Soundmark identification is affected by contrast, duration, and audio-visuals in amusement parks and activity parks. Furthermore, a soundmark identification model specifically for urban parks has been established. The model contains two identified processes: responsive soundmarks and comprehensive soundmarks. For responsive soundmark identification processes, sound source, context, sound perception, and response are essential factors. For comprehensive soundmark identification processes, sound source, context, individual features, and comprehension are essential factors. The soundmarks cannot be identified if the response or comprehension is missed during the process. Ultimately, the park’s cultural features promote the identification of comprehensive soundmarks. In addition, soundmarks can be effectively transformed by changing the context of urban parks or the characteristics of sound perception.

声纹的概念是指根据环境声学特征识别特定区域的独特声源。本研究调查了城市公园声纹识别的因素和过程。在对中国 14 个不同城市公园的参与者进行访谈后,确定了影响声纹识别的六个类别,即 "声源"、"情境"、"声音感知"、"个体特征"、"反应 "和 "理解"。首先,核心类别是语境。在情境方面,游乐园、活动公园和自然公园的主题、功能和场景分别影响声纹识别。在声音感知方面,自然公园中鸟鸣声的出现和水声的持续时间都会影响音标识别。在游乐园和活动公园中,对比度、持续时间和视听效果都会影响声纹识别。此外,还建立了一个专门针对城市公园的声纹识别模型。该模型包含两个识别过程:反应性声音标记和综合声音标记。对于响应式声纹识别过程,声源、背景、声音感知和响应是必不可少的因素。对于综合声标识别过程,声源、背景、个体特征和理解力是基本要素。如果在识别过程中遗漏了反应或理解,就无法识别声印。最终,公园的文化特征会促进综合音标的识别。此外,通过改变城市公园的环境或声音感知的特征,可以有效地转换声音标记。
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引用次数: 0
Integrated framework for space- and energy-efficient retrofitting in multifunctional buildings: A synergy of agent-based modeling and performance-based modeling 多功能建筑空间和节能改造综合框架:基于代理的建模和基于性能的建模的协同作用
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-27 DOI: 10.1007/s12273-024-1148-z
Yuchi Shen, Xinyi Hu, Xiaotong Wang, Mengting Zhang, Lirui Deng, Wei Wang

This research investigates retrofitting strategies for multifunctional spaces within educational buildings, employing agent-based and performance-based modeling to support decision-making. An experimental matrix was developed, reflecting three usage scenarios (reading, exhibition, lecture) across four retrofitting schemes. An agent-based model was developed to delineate intricate human behaviors in space and examined the self-organizing behaviors of 30 agents for each scheme in every scenario, evaluating six metrics on spatial efficiency and visual experience. Calibrated models, derived from real data and processed through DesignBuilder software, evaluated three metrics: energy use, thermal comfort, and visual comfort. The research then incorporated metrics from the agent-based model and performance simulation to develop a method for discussing the decision-making process in retrofit strategies. The findings indicate that the optimal retrofitting solution for multifunctional spaces is heavily influenced by the distribution of usage scenarios. Given the substantial influence of space metrics on selecting the optimal retrofit scheme, the proposed framework effectively facilitates decision-making for building retrofits by providing a holistic evaluation of both spatial and energy criteria.

这项研究调查了教育建筑内多功能空间的改造策略,采用基于代理和性能的建模来支持决策。研究开发了一个实验矩阵,反映了四种改造方案中的三种使用场景(阅读、展览、讲座)。开发了一个基于代理的模型来描述人类在空间中的复杂行为,并检查了每个方案中 30 个代理在每个场景中的自组织行为,评估了空间效率和视觉体验的六个指标。校准模型来自真实数据,并通过 DesignBuilder 软件进行处理,评估了三个指标:能源使用、热舒适度和视觉舒适度。然后,研究人员将基于代理的模型和性能模拟中的指标结合起来,开发出一种讨论改造战略决策过程的方法。研究结果表明,多功能空间的最佳改造方案在很大程度上受使用场景分布的影响。鉴于空间指标对选择最佳改造方案的重大影响,所提出的框架通过对空间和能源标准进行整体评估,有效地促进了建筑改造的决策。
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引用次数: 0
Effect of solar radiation on human thermal sensation and physiological parameters in a convection–radiation air conditioning environment 太阳辐射对对流辐射空调环境下人体热感觉和生理参数的影响
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-27 DOI: 10.1007/s12273-024-1133-6
Guanyu Li, Dong Liu, Anjie Hu, Qidong Yan, Lina Ma, Liu Tang, Xiaozhou Wu, Jun Wang, Zhenyu Wang

This study focused on the effect of glass structures of modern architecture on the indoor thermal environment during summer. In particular, this study examined how solar radiation significantly altered people’s thermal sensations. Laboratory tests on convection–radiation air conditioning systems were conducted, encompassing 12 different scenarios, including diverse indoor open areas, terminal forms, and levels of solar radiation. These tests aimed to explore the physiological and psychological responses of the human body to solar radiation penetrating through windows into the inner room. During the experiments, the participants’ subjective thermal sensations and thermal comfort were recorded, along with continuous monitoring of their physiological and environmental parameters. Results showed that solar radiation significantly increased local skin temperature, with a maximum rise of 2.15 °C. Operative temperature is a reliable indicator of human skin temperature and thermal sensation vote (TSV). This study established two models that could predict the skin temperature of individuals indoors through operative temperature under conditions without or with solar radiation, and identified sensitive ranges of operative temperature for both models, to be specific, 26.32 °C to 28.43 °C and 28.51 °C to 34.11 °C, respectively. Furthermore, this study established the relationship between skin temperature and TSV under conditions with and without solar radiation. The results indicate that solar radiation enhances the human body’s adaptability to indoor environmental parameters; a convection–radiation system (FC+RF) could be used to optimize indoor thermal control under solar radiation, achieving more stable environmental temperatures and improved indoor comfort.

这项研究的重点是现代建筑的玻璃结构对夏季室内热环境的影响。特别是,这项研究考察了太阳辐射如何显著改变人们的热感觉。在对流-辐射空调系统上进行了实验室测试,包括 12 种不同的场景,包括不同的室内开放区域、终端形式和太阳辐射水平。这些测试旨在探索人体对透过窗户进入室内的太阳辐射的生理和心理反应。在实验过程中,对参与者的主观热感觉和热舒适度进行了记录,同时对他们的生理和环境参数进行了连续监测。结果表明,太阳辐射明显增加了局部皮肤温度,最高上升了 2.15 °C。操作温度是人体皮肤温度和热感投票(TSV)的可靠指标。本研究建立了两个模型,可在无太阳辐射或有太阳辐射的条件下通过操作温度预测室内个人的皮肤温度,并确定了这两个模型的操作温度敏感范围,具体分别为 26.32 ℃ 至 28.43 ℃ 和 28.51 ℃ 至 34.11 ℃。此外,这项研究还确定了有太阳辐射和无太阳辐射条件下皮肤温度与 TSV 之间的关系。结果表明,太阳辐射增强了人体对室内环境参数的适应能力;对流-辐射系统(FC+RF)可用于优化太阳辐射下的室内热控制,实现更稳定的环境温度,提高室内舒适度。
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引用次数: 0
Energy consumption simulations of rural residential buildings considering differences in energy use behavior among family members 考虑家庭成员用能行为差异的农村住宅建筑能耗模拟
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-25 DOI: 10.1007/s12273-024-1128-3
Xi Luo, Lina Du

The “average occupant” methodology is widely used in energy consumption simulations of residential buildings; however, it fails to consider the differences in energy use behavior among family members. Based on a field survey on the Central Shaanxi Plain, to identify the energy use behavior patterns of typical families, a stochastic energy use behavior model considering differences in energy use behavior among family members was proposed, to improve the accuracy of energy consumption simulations of residential buildings. The results indicated that the surveyed rural families could be classified into the following four types depending on specific energy use behavior patterns: families of one elderly couple, families of one middle-aged couple, families of one elderly couple and one child, and families of one couple and one child. Moreover, on typical summer days, the results of daily building energy consumption simulation obtained by the “average occupant” methodology were 25.39% and 28% lower than the simulation results obtained by the model proposed in this study for families of one elderly couple and families of one middle-aged couple, and 13.05% and 23.05% higher for families of one elderly couple and one child, and families of one couple and one child. On typical winter days, for the four types of families, the results of daily building energy consumption simulation obtained by the “average occupant” methodology were 21.69%, 10.84%, 1.21%, and 8.39% lower than the simulation results obtained by the model proposed in this study, respectively.

平均居住者 "方法被广泛应用于居住建筑的能耗模拟,但该方法未能考虑家庭成员之间的用能行为差异。基于对陕中平原的实地调查,为识别典型家庭的用能行为模式,提出了考虑家庭成员用能行为差异的随机用能行为模型,以提高居住建筑能耗模拟的准确性。结果表明,根据具体的用能行为模式,被调查的农村家庭可分为以下四种类型:一对老年夫妇的家庭、一对中年夫妇的家庭、一对老年夫妇和一个孩子的家庭、一对夫妇和一个孩子的家庭。此外,在典型的夏季,采用 "平均居住者 "方法得出的日建筑能耗模拟结果,一对老年夫妇家庭和一对中年夫妇家庭分别比本研究提出的模型模拟结果低 25.39% 和 28%,一对老年夫妇和一个孩子的家庭以及一对夫妇和一个孩子的家庭分别比本研究提出的模型模拟结果高 13.05% 和 23.05%。在典型的冬季,对于四种类型的家庭,采用 "平均居住者 "方法得出的日建筑能耗模拟结果分别比本研究提出的模型得出的模拟结果低 21.69%、10.84%、1.21% 和 8.39%。
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引用次数: 0
Fast flow simulation study of pulsating ventilation performance on air contaminant removal 脉动通风对空气污染物去除性能的快速流动模拟研究
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s12273-024-1145-2
Pengzhi Zhou, Haidong Wang, Yuwei Dai, Chen Huang

Fast flow simulation is imperative in the design of pulsating ventilation, which is potentially efficient in indoor air contaminant removal. The execution of the conventional CFD method requires considerable amount of computational resources. In this study, five different numerical schemes were proposed based on fast fluid dynamics (FFD) and fractional step (FS) methods, and were evaluated to achieve quick simulation of airflow/contaminant dispersion. One of these numerical schemes was identified with the best overall computing efficiency for investigating the performance of pulsating ventilation. With this numerical scheme at hand, the air contaminant removal effectiveness of different ventilation types was evaluated. Two kinds of pulsating ventilation and one kind of steady ventilation were tested upon a benchmark isothermal mixing chamber. The effect of adjusting supply velocity parameters on the ventilation performance was also investigated. CO2 concentration, airflow pattern, and vortex structure of different ventilation types were illustrated and analyzed. The results reveal that the FS method is more suitable for transient simulation of wall-bounded indoor airflow than the FFD method, and 34%–51% of computing time could be saved compared to the conventional CFD method. Regarding the choice of ventilation type, steady ventilation might result in short-circuit airflow and stagnant zones; alternatively, pulsating ventilation has greater potential in air contaminant removal due to its ever-changing vortex structure.

快速流动模拟是脉动通风设计的当务之急,它可以有效地去除室内空气中的污染物。执行传统的 CFD 方法需要大量的计算资源。本研究基于快速流体动力学(FFD)和分数步长(FS)方法提出了五种不同的数值方案,并对其进行了评估,以实现气流/污染物扩散的快速模拟。其中一种数值方案的整体计算效率最高,可用于研究脉动通风的性能。利用这一数值方案,对不同通风类型的空气污染物去除效果进行了评估。在基准等温混合室中测试了两种脉动通风和一种稳定通风。此外,还研究了调整送风速度参数对通风性能的影响。对不同通风类型的 CO2 浓度、气流模式和涡流结构进行了说明和分析。结果表明,与 FFD 方法相比,FS 方法更适合对有墙壁约束的室内气流进行瞬态模拟,与传统的 CFD 方法相比,可节省 34%-51% 的计算时间。在通风类型的选择上,稳定通风可能会导致气流短路和滞留区;而脉动通风由于其不断变化的涡流结构,在清除空气污染物方面具有更大的潜力。
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引用次数: 0
A real-time personal PM2.5 exposure monitoring system and its application for college students 个人 PM2.5 暴露实时监测系统及其在大学生中的应用
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s12273-024-1163-0
Wanning Yang, Bin Zhao

There is a growing need in public health to conduct large-scale epidemiological studies to investigate the health effects of fine particulate matter (PM2.5) exposure levels. In response to this need, we developed a real-time personal PM2.5 exposure monitoring system (PEPS: Personal Exposure PM2.5 System), which is capable of monitoring personal exposure concentration and uploading data in real time. The air quality self-labelling device, specifically customized for the PEPS, can be worn on the body and features functions for real-time data automatic upload, data storage, data export, and localization. This system enables researchers to obtain the big data of personal PM2.5 exposure concentration at low cost, with minimal manpower and technical requirements. It has been utilized to investigate the personal exposure levels of PM2.5 among college students in Beijing, China, providing a substantial volume of valuable data for indoor air quality and related epidemiological study. The maximum difference between the monitored daily average exposure concentration and the outdoor concentration was 265 µg/m3, corresponding to a relative error of 1579.5%. The correlation analysis of 11 factors showed that the correlation between exposure concentration and outdoor concentration was as high as 0.66 (p < 0.001), and the correlation between exposure concentration and other certain factors was in the range of [−0.11, −0.03].

公共卫生领域越来越需要开展大规模流行病学研究,以调查细颗粒物(PM2.5)暴露水平对健康的影响。针对这一需求,我们开发了个人 PM2.5 暴露实时监测系统(PEPS:Personal Exposure PM2.5 System),该系统能够监测个人暴露浓度并实时上传数据。为 PEPS 专门定制的空气质量自我标签装置可佩戴在身上,具有实时数据自动上传、数据存储、数据导出和定位功能。该系统使研究人员能够以较低的成本、最少的人力和技术要求获得个人 PM2.5 暴露浓度的大数据。该系统已用于调查中国北京大学生的 PM2.5 个人暴露水平,为室内空气质量和相关流行病学研究提供了大量宝贵数据。监测到的日平均暴露浓度与室外浓度的最大差值为 265 µg/m3,相对误差为 1579.5%。11 个因子的相关性分析表明,暴露浓度与室外浓度的相关性高达 0.66(p < 0.001),暴露浓度与其他某些因子的相关性在[-0.11, -0.03]之间。
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引用次数: 0
Thermal performances and invisible thermal barrier formation mechanism of arc-shaped metal-fin-enhanced thermally activated building envelopes with directional heat charging feature 具有定向充热功能的弧形金属鳍增强热激活建筑围护结构的热性能和隐形隔热屏障形成机理
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s12273-024-1141-6
Yang Yang, Sarula Chen, Jiqiang Zhang, Zhenya Zhang, Shuying Li, Kunyu Chen, Xiuyi Xiao

Thermally activated building envelopes (TABEs) are multifunctional component that combines structural and energy properties. Based on re-examining the heat charging processes, an arc-shaped metal-fin-enhanced TABE (Arc-finTABE) with directional heat charging features is proposed to optimize the thermal barrier formation process. A comprehensive parameterized analysis is conducted based on a validated mathematical model to explore the influence of 5 fin-structure design parameters and the static insulation thickness. Results verified that the directional charging strengthening fins can improve transient thermal performances of Arc-finATBE and enlarge horizontal and vertical sizes of the thermal energy accumulation area surrounding the pipeline, while the maximum growth in extra heat loss is less than 3.17%. From the perspective of promoting heat injection into expected areas, the straight main fin configurations with the angle of main fins of 30°, shank length ratio of 0.4 and no leftward mounted fins are preferred in load-reduction mode, while the angle of main fins of 150°, shank length ratio of 0.8 and multiple fin designs, especially with one of the main fins horizontally toward the indoor side, are more favorable in auxiliary-heating mode. Besides, it is recommended to add one arc-shaped branch fin to each main fin to achieve a balance between performance improvement and material usage. Moreover, branch fins with larger arc angles are preferred in auxiliary-heating mode, while smaller arc angles are conducive to injecting heat into the wall along main fins in load-reduction mode and preventing the heat near the inner surface from being extracted. Under the direct influence of the strengthened invisible thermal barrier, Arc-finTABEs can reduce the amount of static insulation layer by 20%–80% while achieving equivalent thermal performances as conventional high-performance walls.

热激活建筑围护结构(TABE)是一种集结构和能源特性于一体的多功能组件。在重新研究充热过程的基础上,提出了一种具有定向充热功能的弧形金属翅片增强型热激活建筑围护结构(Arc-finTABE),以优化热障形成过程。基于已验证的数学模型进行了全面的参数化分析,探讨了 5 个鳍片结构设计参数和静态隔热层厚度的影响。结果验证了定向充电强化翅片能改善弧形翅片ATBE的瞬态热性能,扩大管道周围热能积聚区的水平和垂直尺寸,而额外热损失的最大增长小于3.17%。从促进热量注入预期区域的角度来看,在减载模式下,主鳍片角度为 30°、鳍柄长度比为 0.4 且不向左安装鳍片的直主鳍片配置更受青睐;而在辅助加热模式下,主鳍片角度为 150°、鳍柄长度比为 0.8 且采用多鳍片设计,尤其是其中一片主鳍片水平朝向室内一侧的设计更为有利。此外,建议在每个主鳍片上增加一个弧形分支鳍片,以实现性能改善与材料使用之间的平衡。此外,在辅助加热模式下,弧角较大的支翅片更受青睐,而弧角较小的支翅片则有利于在减载模式下沿主翅片向墙体注入热量,防止靠近内表面的热量被抽走。在强化的隐形隔热层的直接影响下,弧翅TABE 可减少 20%-80% 的静态隔热层用量,同时达到与传统高性能墙体同等的隔热性能。
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引用次数: 0
Energy consumption dynamic prediction for HVAC systems based on feature clustering deconstruction and model training adaptation 基于特征聚类解构和模型训练适应的暖通空调系统能耗动态预测
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-19 DOI: 10.1007/s12273-024-1152-3
Huiheng Liu, Yanchen Liu, Huakun Huang, Huijun Wu, Yu Huang

The prediction of building energy consumption offers essential technical support for intelligent operation and maintenance of buildings, promoting energy conservation and low-carbon control. This paper focused on the energy consumption of heating, ventilation and air conditioning (HVAC) systems operating under various modes across different seasons. We constructed multi-attribute and high-dimensional clustering vectors that encompass indoor and outdoor environmental parameters, along with historical energy consumption data. To enhance the K-means algorithm, we employed statistical feature extraction and dimensional normalization (SFEDN) to facilitate data clustering and deconstruction. This method, combined with the gated recurrent unit (GRU) prediction model employing adaptive training based on the Particle Swarm Optimization algorithm, was evaluated for robustness and stability through k-fold cross-validation. Within the clustering-based modeling framework, optimal submodels were configured based on the statistical features of historical 24-hour data to achieve dynamic prediction using multiple models. The dynamic prediction models with SFEDN cluster showed a 11.9% reduction in root mean square error (RMSE) compared to static prediction, achieving a coefficient of determination (R2) of 0.890 and a mean absolute percentage error (MAPE) reduction of 19.9%. When compared to dynamic prediction based on single-attribute of HVAC systems energy consumption clustering modeling, RMSE decreased by 12.6%, R2 increased by 4.0%, and MAPE decreased by 26.3%. The dynamic prediction performance demonstrated that the SFEDN clustering method surpasses conventional clustering method, and multi-attribute clustering modeling outperforms single-attribute modeling.

建筑能耗预测为建筑的智能化运行和维护提供了重要的技术支持,促进了节能和低碳控制。本文重点研究了供暖、通风和空调(HVAC)系统在不同季节的各种运行模式下的能耗。我们构建了包含室内外环境参数和历史能耗数据的多属性高维聚类向量。为了增强 K-means 算法,我们采用了统计特征提取和维度归一化(SFEDN)来促进数据聚类和解构。这种方法与基于粒子群优化算法自适应训练的门控递归单元(GRU)预测模型相结合,通过 k 倍交叉验证对其鲁棒性和稳定性进行了评估。在基于聚类的建模框架内,根据 24 小时历史数据的统计特征配置了最佳子模型,以使用多个模型实现动态预测。与静态预测相比,使用 SFEDN 聚类的动态预测模型的均方根误差 (RMSE) 降低了 11.9%,决定系数 (R2) 达到 0.890,平均绝对误差 (MAPE) 降低了 19.9%。与基于暖通空调系统能耗单一属性聚类建模的动态预测相比,RMSE 降低了 12.6%,R2 提高了 4.0%,MAPE 降低了 26.3%。动态预测性能表明,SFEDN 聚类方法优于传统聚类方法,多属性聚类建模优于单属性建模。
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引用次数: 0
Application-driven development of a thermal imaging-based cabin occupant thermal sensation assessment model and its validation 基于热成像技术的客舱乘员热感觉评估模型的应用驱动开发及其验证
IF 5.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-13 DOI: 10.1007/s12273-024-1147-0
Junmeng Lyu, Yuxin Yang, Yongxiang Shi, Zhiwei Lian

The air conditioning (A/C) of cabins allows for customized control, but manual adjustments may distract drivers, as well as result in energy inefficiency. Several existing thermal sensation models require complex inputs, which are challenging to gather whilst driving. To address this issue, this study developed a non-contact thermal sensation model for cabin occupants based on thermal imaging sensor. To collect actual data used for modeling, an outdoor subject experiment was conducted. In this study, initial training was conducted to compare the performance of six algorithms in building the model, with random forests algorithm showing the best performance. Besides, this study employed the recursive feature elimination (RFE) method with cross-validation algorithm for identifying the key features. In the end, the model was retrained using the selected features. The model that incorporated both environmental parameters and facial-temperature features demonstrated the best performance, with an R2 of 0.659 on the test set. Eliminating the hard-to-measure windshield surface temperature resulted in a slight reduction in accuracy, yielding an R2 of 0.651. To verify the generalizability of the model, this study further conducted independent validation experiments. The selected model, which exhibited a mean absolute error (MAE) of less than 0.4 in thermal sensation units, was proven to be highly applicable. The results can offer new solutions for automatic control of cabin A/C.

车厢内的空调(A/C)可实现个性化控制,但手动调节可能会分散驾驶员的注意力,并导致能源效率低下。现有的一些热感觉模型需要复杂的输入,而在驾驶过程中收集这些输入具有挑战性。为解决这一问题,本研究开发了一种基于热成像传感器的非接触式车内乘员热感觉模型。为了收集用于建模的实际数据,进行了一次室外主体实验。本研究进行了初始训练,以比较六种算法在建立模型时的性能,其中随机森林算法的性能最佳。此外,本研究还采用了递归特征消除(RFE)方法和交叉验证算法来识别关键特征。最后,利用选定的特征对模型进行重新训练。同时包含环境参数和面部温度特征的模型表现最佳,在测试集上的 R2 为 0.659。剔除难以测量的挡风玻璃表面温度后,准确率略有下降,R2 为 0.651。为了验证模型的通用性,本研究进一步进行了独立验证实验。所选模型的热感觉单位平均绝对误差 (MAE) 小于 0.4,被证明具有很高的适用性。研究结果可为客舱空调的自动控制提供新的解决方案。
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引用次数: 0
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Building Simulation
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