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Data-Driven Examination of the Impact Energy Efficiency has on Demand Response Capabilities in Institutional Buildings 能源效率对机构建筑需求响应能力影响的数据驱动研究
Pub Date : 2022-05-01 DOI: 10.1115/1.4054893
Abigail Andrews, J. Roth, Rishee K. Jain, J. Mathieu
Growing concerns over climate change and grid reliability have led to widespread adoption of energy efficiency (EE) and demand response (DR) programs at utilities. Despite such adoption, numerous questions exist regarding the interactions between EE and DR, including whether EE diminishes a building’s DR potential. In this brief, we empirically examine the impact a building’s EE level (quantified by traditional EE benchmarking metrics) has on its DR capabilities (quantified by a building’s normalized load shed) for 194 K-12 institutional school buildings in California, USA. We found inconclusive statistical evidence that a building’s EE level has an impact on its DR load shed capabilities. We provide initial evidence countering concerns that EE diminishes DR potential and thus pave the path for future work than can further support synergistic EE and DR strategies which can enhance demand-side management programs.
对气候变化和电网可靠性日益增长的担忧导致了能源效率(EE)和需求响应(DR)计划在公用事业中的广泛采用。尽管采用了这种方法,但关于EE和DR之间的相互作用存在许多问题,包括EE是否会降低建筑物的DR潜力。在本文中,我们实证研究了一栋建筑的EE水平(通过传统的EE基准指标量化)对一栋建筑的DR能力(通过建筑的标准化负荷来量化)的影响,该研究对象为美国加利福尼亚州的194栋K-12机构学校建筑。我们发现不确定的统计证据表明,建筑物的EE水平对其DR减载能力有影响。我们提供了初步证据,反驳了人们对能效降低DR潜力的担忧,从而为未来的工作铺平了道路,而不是进一步支持能效和DR协同战略,从而加强需求侧管理计划。
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引用次数: 1
Advancing Climate Change Adaptation and Mitigation Strategies in the Tropics 推进热带地区气候变化适应和减缓战略
Pub Date : 2022-05-01 DOI: 10.1115/1.4055138
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引用次数: 0
OPTIMAL DESIGNS OF GRID-CONNECTED ENERGY EFFICIENT AND RESILIENT RESIDENTIAL COMMUNITIES 并网节能和弹性住宅社区的优化设计
Pub Date : 2022-02-22 DOI: 10.1115/1.4053908
M. Krarti, Sarah Dafoe, K. Baker
As demand continues to grow throughout the United States, new communities have unique opportunities to take advantage of load-side and generation-side integrations with the goal of reducing energy use, improving the environment, and increasing resilience. Most currently reported literature investigates energy efficiency and reduction of building energy consumption or on-site generation and net zero energy goals without resiliency performance analysis. This study examines the impacts of residential building characteristics and energy sources (i.e. electricity and natural gas) on the capacity of the on-site PV generation required to achieve net-zero energy and resiliency goals for a community in Longmont, Colorado. Six community load designs are shown to impact system sizes and costs for on-site generation and resilience. Gas and electrified minimum cost designs reduce source energy from their baselines by 17% and 47% respectively. Gas minimum cost designs reduce initial and annualized energy costs by 487 and247 per year, whereas electrified minimum cost designs increase initial costs by 4, 991 and reduce annualized energy costs by1,266 per year. Resilience designs show that with various outage durations, the longer the outage design case, the larger the system, but the greater the probability of surviving outages throughout the year, with gas communities representing lower probabilities of survivability than electrified communities.
随着整个美国的需求持续增长,新社区有独特的机会利用负载侧和发电侧的整合,以减少能源使用,改善环境,提高弹性。目前报道的大多数文献在没有弹性性能分析的情况下调查能源效率和减少建筑能耗或现场发电和净零能耗目标。本研究考察了住宅建筑特征和能源(即电力和天然气)对实现科罗拉多州朗蒙特社区净零能耗和弹性目标所需的现场光伏发电容量的影响。六种社区负荷设计显示影响系统的规模和成本,现场发电和弹性。天然气和电气化的最低成本设计分别减少了17%和47%的基准能源。天然气最低成本设计每年可将初始成本和年化能源成本分别降低487和247,而电气化最低成本设计每年可将初始成本提高4991,年化能源成本降低1266。弹性设计表明,在各种停电持续时间下,停电设计时间越长,系统规模越大,但全年停电幸存的可能性越大,天然气社区的生存概率低于电力社区。
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引用次数: 1
Review of Urban Heat Island and Building Energy Modeling Approaches 城市热岛和建筑能源建模方法综述
Pub Date : 2022-01-27 DOI: 10.1115/1.4053677
B. Ameer, M. Krarti
In this paper, a review of the current literature in modeling Urban Heat Island (UHI) phenomena including its main causes and effects is summarized. Moreover, the reported analysis results to assess the impacts of UHI on outdoor comfort as well as on urban building energy are discussed. In addition, the limitations and future potential improvements of urban building modeling approaches are also outlined throughout the review. In particular, models and mechanisms for the formation of atmospheric boundary and canopy layers above an urban environment are first described. Then, the main causes of the UHI development and its intensity are presented with specific references to various reported analyses and studies. Major modeling methodologies are identified to evaluate UHI effects including outdoor thermal comfort and energy performance of urban built environment. Finally, UHI mitigation strategies are outlined with their potential effectiveness based on reported evaluation analyses.
本文综述了城市热岛现象模型的研究现状,包括城市热岛现象的主要成因和影响因素。此外,还讨论了报告的分析结果,以评估城市热岛对室外舒适性和城市建筑能源的影响。此外,还概述了城市建筑建模方法的局限性和未来潜在的改进。特别是,首先描述了城市环境上空大气边界层和冠层形成的模式和机制。然后,介绍了城市热岛发展的主要原因及其强度,并具体参考了各种报道的分析和研究。确定了主要的建模方法来评估城市热岛效应,包括室外热舒适和城市建筑环境的能源性能。最后,根据所报告的评价分析,概述了缓解热岛问题的战略及其潜在效力。
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引用次数: 3
Using Weather and Schedule based Pattern Matching and Feature based PCA for Whole Building Fault Detection — Part II Field Evaluation 基于天气和进度的模式匹配和基于特征的PCA在整栋建筑故障检测中的应用——第二部分现场评估
Pub Date : 2021-11-10 DOI: 10.1115/1.4052730
Yimin Chen, Jin Wen, L. J. Lo
In a heating, ventilation and air conditioning (HVAC) system, a whole building fault (WBF) refers to a fault that occurs in one component but may trigger additional faults/abnormalities on different components or subsystems resulting in impacts on the energy consumption or indoor air quality in buildings. At the whole building level, interval data collected from various components/subsystems can be employed to detect WBFs. In the Part I of this study, a novel data-driven method which includes weather and schedule-based Pattern Matching (WPM) procedure and a feature based principal component analysis PCA (FPCA) procedure was developed to detect the WBF. This article is the second of a two-part study of the development of the whole building fault detection method. In the Part II of the study (this paper), various WBFs were designed and imposed in the HVAC system of a campus building. Data from both imposed fault and naturally-occurred faults were collected through the Building Automation System to evaluate the developed fault detection method. Evaluation results show that the developed WPM-FPCA method reaches a high detection rate and a low false alarm rate.
在暖通空调(HVAC)系统中,整栋楼故障(WBF)是指发生在一个部件上的故障,可能引发不同部件或子系统的附加故障/异常,从而对建筑物的能耗或室内空气质量产生影响。在整个建筑层面,从各个组件/子系统收集的间隔数据可用于检测WBFs。在本研究的第一部分中,提出了一种新的数据驱动方法,包括基于天气和时间表的模式匹配(WPM)过程和基于特征的主成分分析PCA (FPCA)过程来检测WBF。本文是整栋建筑故障检测方法发展研究的第二部分。在本文的第二部分中,设计了各种wbf并将其应用于校园建筑的暖通空调系统中。通过楼宇自动化系统收集了强加故障和自然故障的数据,以评估所开发的故障检测方法。评价结果表明,所开发的WPM-FPCA方法具有较高的检测率和较低的虚警率。
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引用次数: 3
A Statistical Evaluation of Combining Human Productivity Metrics in the Indoor Environment 室内环境中结合人类生产力指标的统计评价
Pub Date : 2021-11-01 DOI: 10.1115/1.4052872
Kevin Keene, Wooyoung Jung
The potential of improving human productivity by providing healthy indoor environments has been a consistent interest in the building field for decades. This research field’s long-standing challenge is to measure human productivity given the complex nature of office work. Previous studies have diversified productivity metrics, allowing greater flexibility in collecting human data; however, this diversity complicates the ability to combine productivity metrics from disparate studies within a meta-analysis. This study aims to categorize existing productivity metrics and statistically assess which categories show similar behavior when used to measure the impacts of indoor environmental quality. The 106 productivity metrics compiled were grouped into six productivity metric categories: neurobehavioral speed, accuracy, neurobehavioral response time, call handling time, self-reported productivity, and performance score. Then, this study set neurobehavioral speed as the baseline category given its fitness to the efficiency-based definition of productivity (i.e., output versus input) and conducted three statistical analyses with the other categories to evaluate their similarity. As results, the categories of neurobehavioral response time, self-reported productivity, and call handling time were found to have statistical similarity with neurobehavioral speed. This study contributes to creating a constructive research environment for future meta-analyses to understand which human productivity metrics can be combined with each other.
几十年来,通过提供健康的室内环境来提高人类生产力的潜力一直是建筑领域的一个一致的兴趣。考虑到办公室工作的复杂性,这个研究领域长期以来面临的挑战是衡量人类的生产力。以前的研究采用了多样化的生产率指标,允许更大的灵活性来收集人类数据;然而,这种多样性使得在荟萃分析中结合来自不同研究的生产力指标的能力变得复杂。本研究旨在对现有的生产力指标进行分类,并统计评估哪些类别在用于衡量室内环境质量影响时表现出相似的行为。编制的106个生产力指标分为6个生产力指标类别:神经行为速度、准确性、神经行为响应时间、呼叫处理时间、自我报告的生产力和绩效评分。然后,本研究将神经行为速度作为基线类别,因为它符合基于效率的生产力定义(即产出与投入),并与其他类别进行了三次统计分析,以评估它们的相似性。结果发现,神经行为反应时间、自我报告的生产力和呼叫处理时间的类别与神经行为速度具有统计相似性。本研究有助于为未来的元分析创造一个建设性的研究环境,以了解哪些人类生产力指标可以相互结合。
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引用次数: 0
Well-being in the Built Environment 建筑环境中的健康
Pub Date : 2021-10-29 DOI: 10.1115/1.4052871
Jin Wen, B. Becerik-Gerber, Zheng O’Neill, S. Hoque
This editorial provides the background of the special edition. Current understanding of how a built environment, especially an indoor environment, affects human health and wellbeing is briefly summarized. Several recent “Ten Questions” papers on this topic are reviewed. Needs and challenges regarding this topic are discussed.
这篇社论提供了特别版的背景。简要总结了当前对建筑环境,特别是室内环境如何影响人类健康和福祉的理解。本文回顾了近年来关于这一主题的几篇“十问”论文。讨论了这一主题的需求和挑战。
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引用次数: 13
Associations Among Home Indoor Environmental Quality Factors and Worker Health while Working from Home during COVID-19 Pandemic COVID-19大流行期间在家工作时家庭室内环境质量因素与工人健康的关系
Pub Date : 2021-10-26 DOI: 10.1115/1.4052822
Mohamad Awada, B. Becerik-Gerber, Gale M. Lucas, Shawn C Roll
The outbreak of SARS-CoV-2 virus forced office workers to conduct their daily work activities from home over an extended period. Given this unique situation, an opportunity emerged to study the satisfaction of office workers with indoor environmental quality (IEQ) factors of their houses where work activities took place and associate these factors with mental and physical health. We designed and administered a questionnaire that was open for 45 days during the COVID-19 pandemic and received valid data from 988 respondents. The results show that low satisfaction with natural lighting, glare and humidity predicted eye related symptoms, while low satisfaction with noise was a strong predictor of fatigue or tiredness, headaches or migraines, anxiety, and depression or sadness. Nose and throat related symptoms and skin related symptoms were only uniquely predicted by low satisfaction with humidity. Low satisfaction with glare uniquely predicted an increase in musculoskeletal discomfort. Symptoms related to mental stress, rumination or worry were predicted by low satisfaction with air quality and noise. Finally, low satisfaction with noise and indoor temperature predicted the prevalence of symptoms related to trouble concentrating, maintaining attention or focus. Workers with higher income were more satisfied with humidity, air quality and indoor temperature and had better overall mental health. Older individuals had increased satisfaction with natural lighting, humidity, air quality, noise, and indoor temperature. Findings from this study can inform future design practices that focus on hybrid home-work environments by highlighting the impact of IEQ factors on occupant well-being.
SARS-CoV-2病毒的爆发迫使上班族在很长一段时间内在家进行日常工作活动。鉴于这种独特的情况,有机会研究办公室工作人员对其工作场所的室内环境质量(IEQ)因素的满意度,并将这些因素与心理和身体健康联系起来。我们设计并管理了一份问卷,该问卷在COVID-19大流行期间开放了45天,并收到了988名受访者的有效数据。结果表明,对自然光、眩光和湿度的低满意度预示着与眼睛有关的症状,而对噪音的低满意度则强烈预示着疲劳、头痛或偏头痛、焦虑、抑郁或悲伤。鼻咽喉相关症状和皮肤相关症状的唯一预测因素是对湿度的低满意度。对眩光的低满意度独特地预测了肌肉骨骼不适的增加。与精神压力、沉思或担忧相关的症状与对空气质量和噪音的低满意度有关。最后,对噪音和室内温度的低满意度预示着难以集中注意力、保持注意力或集中注意力的症状的普遍存在。收入越高的员工对湿度、空气质量和室内温度更满意,整体心理健康状况也更好。老年人对自然采光、湿度、空气质量、噪音和室内温度的满意度更高。这项研究的结果可以通过强调IEQ因素对居住者福祉的影响,为未来专注于混合家庭工作环境的设计实践提供信息。
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引用次数: 12
Using Weather and Schedule based Pattern Matching and Feature based PCA for Whole Building Fault Detection — Part I Development of the Method 利用基于天气和进度的模式匹配和基于特征的主成分分析进行整栋建筑故障检测——第一部分方法的发展
Pub Date : 2021-10-13 DOI: 10.1115/1.4052729
Yimin Chen, Jin Wen, L. J. Lo
A whole building fault (WBF) refers to a fault occurring in one component, but may cause impacts on other components or subsystems, or arise impacts of significant energy consumption and thermal comfort. Conventional methods which targeted at the component level fault detection cannot be successfully employed to detect a WBF because of the fault propagation among the closely coupled equipment or subsystems. Therefore, a novel data-driven method named weather and schedule-based pattern matching (WPM) and feature based principal component analysis (FPCA) method for WBF detection is developed. Three processes are established in the WPM-FPCA method to address three main issues in the WBF detection. First, a feature selection process is used to pre-select data measurements which represent a whole building's operation performance under a satisfied status, namely baseline status. Secondly, a WPM process is employed to locate weather and schedule patterns in the historical baseline database, that are similar to that from the current/incoming operation data, and to generate a WPM baseline. Lastly, PCA models are generated for both the WPM baseline data and the current operation data. Statistic thresholds used to differentiate normal and abnormal (faulty) operations are automatically generated in this PCA modeling process. The PCA models and thresholds are used to detect WBF. This paper is the first of a two-part study. Performance evaluation of the developed method is conducted using data collected from a real campus building and will be described in the second part of this paper.
整体建筑故障是指发生在一个部件上,但可能对其他部件或子系统造成影响,或对能耗和热舒适产生重大影响的故障。由于故障在紧密耦合的设备或子系统之间传播,传统的部件级故障检测方法无法成功地检测到WBF。为此,提出了一种基于天气和调度的模式匹配(WPM)和基于特征的主成分分析(FPCA)方法。在WPM-FPCA方法中建立了三个过程来解决WBF检测中的三个主要问题。首先,使用特征选择过程来预先选择代表整个建筑物在满意状态(即基线状态)下运行性能的数据测量值。其次,使用WPM过程定位历史基线数据库中与当前/传入操作数据相似的天气和计划模式,并生成WPM基线。最后,对WPM基线数据和当前运行数据生成PCA模型。在此PCA建模过程中,自动生成用于区分正常和异常(故障)操作的统计阈值。采用主成分分析模型和阈值检测WBF。本文是两部分研究的第一部分。所开发的方法的性能评估是使用从真实校园建筑收集的数据进行的,并将在本文的第二部分进行描述。
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引用次数: 3
How Work From Home Has Affected the Occupant's Well-Being in the Residential Built Environment: An International Survey Amid the COVID-19 Pandemic 在家工作如何影响居住建筑环境中居住者的健康:一项2019冠状病毒病大流行期间的国际调查
Pub Date : 2021-10-01 DOI: 10.1115/1.4052640
Zhihong Pang, B. Becerik-Gerber, S. Hoque, Zheng O’Neill, Giulia Pedrielli, Jin Wen, Teresa Wu
This paper presents the results from an international survey that investigated the impacts of the built environment on occupant well-being during the COVID-19 pandemic when most professionals were forced to work from home (WFH). The survey was comprised of 81 questions focusing on the respondent's profiles, residences, home indoor environmental quality, health, and home working experiences. A total of 1,460 responses were collected from 35 countries, and 1,137 of them were considered complete for the analysis. The results suggest that home spatial layout has a significant impact on occupant well-being during WFH since home-life distractions and noises due to the lack of a personal workspace are likely to prevent productive work. Lack of scenic views, inadequate daylighting, and poor acoustics were also reported to be detrimental to occupant productivity and the general WFH experience. It is also revealed from this survey that temperature, relative humidity, and indoor air quality generally have higher satisfaction ratios compared with the indoor lighting and acoustic conditions, and the home layout. Hence, home design for lighting, acoustics, and layout should also receive greater attention in the future
本文介绍了一项国际调查的结果,该调查调查了在COVID-19大流行期间,大多数专业人员被迫在家工作(WFH)时,建筑环境对居住者福祉的影响。该调查包括81个问题,重点是受访者的个人资料、住所、家庭室内环境质量、健康状况和家庭工作经历。从35个国家共收集了1460份回复,其中1137份被认为是完整的,可以用于分析。研究结果表明,家庭空间布局对员工幸福感有显著影响,因为缺乏个人工作空间导致的家庭生活干扰和噪音可能会妨碍高效工作。缺乏风景,采光不足,音响效果差也影响了住户的生产力和WFH的整体体验。调查还发现,相对于室内照明、声学条件和家居布局,温度、相对湿度和室内空气质量的满意度普遍较高。因此,在未来的家居设计中,灯光、音响和布局也应该受到更多的关注
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引用次数: 5
期刊
ASME Journal of Engineering for Sustainable Buildings and Cities
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