Gail Brager’s research while affiliated with University of California and other places

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Publications (39)


Figure 1. Comparison of two linear regression approaches for estimating 'neutral temperature' by setting the TSV to zero. It is a common misconception that the two approaches are the same and would yield equivalent estimates of the temperature. However, they are fundamentally different both mathematically and theoretically. We use the term 'preferred temperature' to refer to the 'neutral temperature' determined by Approach (b).
Figure 2. Simplified causal diagrams depicting two different causal relationships between indoor thermal conditions and thermal sensations. In the diagrams, the causal factor or independent variable is represented as the X node, and the resultant effect or dependent variable as the Y node. Approach (a) posits that changing in indoor thermal conditions (X) leads to different thermal sensations (Y). Conversely, Approach (b) suggests that changing thermal sensations (X) results in different indoor thermal conditions (Y). In this paper, the term 'cause' refers broadly to total causality without distinguishing between direct and indirect causality.
Figure 3. Comparison of two linear regression approaches for estimating 'comfort zone' by setting the TSV to ±0.85. Each data point represents a building occupant's TSV and concurrent indoor temperature, represented by SET. Graph a) shows a fitted regression line and a comfort zone derived using Approach (a). Based on the same dataset and TSV values, Graph b) displays another fitted regression line and a 10 °C narrower zone derived using Approach (b), which we term 'preferred zone'. Though both approaches yield the same í µí± ! value of 0.11 and the same Pearson correlation coefficient of 0.50, they result in substantially different temperature zones.
Causal Thinking: Uncovering Hidden Assumptions and Interpretations of Statistical Analysis in Building Science
  • Article
  • Full-text available

April 2024

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183 Reads

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2 Citations

Building and Environment

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Stefano Schiavon

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Gail Brager

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[...]

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Chenlu Zhang
Download


WBLCA framework for assessing GHG emissions and other environmental impacts, adapted after EN 15978:2011 [5].
A Perspective on tools for assessing the building sector’s greenhouse gas emissions and beyond

November 2023

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161 Reads

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5 Citations

Increasing impacts from anthropogenic climate change, coupled with the rising need to provide safe and healthy buildings in which people can live, work, and play, necessitates methods and tools for decarbonizing the building sector. Governments, industry, and others are interested in assessing both the embodied and operational greenhouse gas (GHG) emissions from buildings. Stakeholders have embraced whole building life-cycle assessment (WBLCA) as a framework for quantifying the life cycle impacts of buildings, from raw material extraction to building end-of-life. The purpose of this perspective is to offer an analysis on prominently used WBLCA tools, focusing on how well the tools are suited for assessing the embodied and operational GHG emissions from all phases of a building’s life cycle, and to suggest recommendations for improving the tools. Existing WBLCA tools can provide a detailed assessment of most materials used in the building’s core and shell but lack the capability to quantify impacts accurately and comprehensively from all building systems as well as from construction, operation, and end-of-life phases. Suggested short term improvements for the tools include: (1) increased standardization among tools and environmental product declarations (EPDs) to allow for detailed comparison among different material options earlier in the design process; (2) incorporation of verified, local manufacturer EPDs for all building materials, components, and systems and by incorporating specific on-site conditions; and (3) integration of trade-offs between embodied and operational design decisions. We need to move beyond the prevailing approach of using WBLCA tools to select building materials that have the lowest embodied footprint. Future WBLCA tools need to be able to assess, in detail, how different design, construction, operation, and end-of-life decisions for a building not only affect GHG emissions, but other key sustainability goals including resilience to climate change, environmental justice, and human health of local communities.


Figure 1. Survey responses about office temperatures. Summary of 38,851 responses to the CBE Occupant Survey. (a) Breakdown of satisfaction with temperature in office buildings by gender. Percentage of respondents are given for each question. Office temperatures were more satisfactory for men than women, who comprise the majority of occupants reporting feeling too cold in winter and summer. The alluvial plot was produced using 29 . (b) Three most frequent reasons for the source of dissatisfaction with temperature for men and women as the percentages of dissatisfied respondents. The first two are the same between genders, but the third-air movement too high/too low-is in opposition. (c) Dissatisfaction with the six lowest-scoring workspace items from the CBE Occupant Survey. Temperature and air quality had the largest divide between women and men; most other items resembled the gender proportions of survey respondents.
Figure 2. Cold office tweets. Twitter activity from US office occupants who are cold in their workspace. (a) The weekly number of tweets over the 10-year period that met the criteria for inclusion in this study. Notable meteorological events are labelled and show the corresponding increase in cold office tweets. (b) Normalized monthly tweet activity by gender. We calculated the change in Twitter activity each month relative to the total count of cold office tweets divided by the number of months. There is a relative increase in activity starting in July for women and in October for men. Both genders have the highest number of cold office tweets in January. The mean (solid), minimum (dashed), and maximum (dashed) outdoor temperature trend is shown for reference. (c) Network graph of the paired word frequencies of the cold office tweets for women (top) and men (bottom). Search keywords (office, cold, building, freezing) are outlined in grey and sit at the center of the network plot. More frequent words have larger points and less frequent words have smaller points; search keywords were most frequent. Lines show the common term pairs between frequently used words. The layout of points is to reduce overlap and is not statistically meaningful. Many term pairs are similar by gender, but women discussed cold weather clothing items like sweater, jacket, and blanket whereas men did not. Network graph produced using 38 .
Figure 3. Cold office tweets and outdoor temperature. The distribution of cold office tweets and average daily outdoor temperature (2 °C bin width) where the tweet was sent. (a) Distribution of tweets for women and men across the range of outdoor temperatures. There are more tweets from women at all temperatures. The median outdoor temperature is shown inset and is lower for men than women, indicating that a greater proportion of tweets from women are in warmer outdoor temperatures than men. (b) The proportion of tweets from balanced samples (repeated 100 times) of binned outdoor temperatures. The likelihood of women tweeting about cold discomfort increases with warmer temperatures. (c) Tweet distribution of men and women grouped by US Census region. Southern states had the most tweets, which likely reflects the excessive cooling of offices in part from the dehumidification requirements of those climates.
Overcooling of Offices Reveals Gender Inequity in Thermal Comfort

December 2021

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514 Reads

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41 Citations

Growth in energy use for indoor cooling tripled between 1990 and 2016 to outpace any other end use in buildings. Part of this energy demand is wasted on excessive cooling of offices, a practice known as overcooling. Overcooling has been attributed to poorly designed or managed air-conditioning systems with thermostats that are often set below recommended comfort temperatures. Prior research has reported lower thermal comfort for women in office buildings, but there is insufficient evidence to explain the reasons for this disparity. We use two large and independent datasets from US buildings to show that office temperatures are less comfortable for women largely due to overcooling. Survey responses show that uncomfortable temperatures are more likely to be cold than hot regardless of season. Crowdsourced data suggests that overcooling is a common problem in warm weather in offices across the US. The associated impacts of this pervasive overcooling on well-being and performance are borne predominantly by women. The problem is likely to increase in the future due to growing demand for cooling in increasingly extreme climates. There is a need to rethink the approach to air-conditioning office buildings in light of this gender inequity caused by overcooling.


Cooling Energy Savings and Occupant Feedback in a Two Year Retrofit Evaluation of 99 Automated Ceiling Fans Staged With Air Conditioning

August 2021

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398 Reads

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17 Citations

Energy and Buildings

Controlled air movement is an effective strategy for maintaining occupant comfort while reducing energy consumption, since comfort at moderately warmer temperatures requires less space cooling. Modern ceiling fans provide a 2–4 °C cooling effect at power consumption comparable to LED lightbulbs (2–30 W) with gentle air speeds (0.5–1 m/s). However, very limited design guidance and performance data are available for using ceiling fans and air conditioning together, especially in commercial buildings. We present results from a 29-month field study of 99 automated ceiling fans and 12 thermostats installed in seven air-conditioned buildings in a hot/dry climate in California. Staging ceiling fans to automatically cool before, and then operate together with air conditioning enabled raising air conditioning cooling temperature setpoints in most zones, with overall positive occupant interview and survey responses. Overall measured cooling season (April– October) compressor energy savings were 36%, normalized by floor area served (41% during summer peak billing hours). Weather-normalized changes in zone energy use varied from 24% increase to 73% decrease across 13 compressors, reflecting variation in occupant schedules and other uncontrolled factors in occupied buildings. Median weather-normalized energy savings per compressor were 21%. Staging ceiling fans and air conditioning provided comfort across a wider temperature range, using less energy, than air conditioning alone.



Figure 1. Maslow's hierarchy of needs (adapted from [46])
Figure 5. The Environment model (from [147])
Ten Questions Concerning Well-Being in the Built Environment

May 2020

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2,835 Reads

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205 Citations

Building and Environment

Well-being in the built environment is a topic that features frequently in building standards and certification schemes, in scholarly articles and in the general press. However, despite this surge in attention, there are still many questions on how to effectively design, measure, and nurture well-being in the built environment. Bringing together experts from academia and the building industry, this paper aims to demonstrate that the promotion of well-being requires a departure from conventional agendas. The ten questions and answers have been arranged to offer a range of perspectives on the principles and strategies that can better sustain the consideration of well-being in the design and operation of the built environment. Placing a specific focus on some of the key physical factors (e.g., light, temperature, sound, and air quality) of indoor environmental quality (IEQ) that strongly influence occupant perception of built spaces, attention is also given to the value of multi-sensory variability, to how to monitor and communicate well-being outcomes in support of organizational and operational strategies, and to future research needs and their translation into building practice and standards. Seen as a whole, a new framework emerges, accentuating the integration of diverse new competencies required to support the design and operation of built environments that respond to the multifaceted physical, physiological, and psychological needs of their occupants.


Integrating Smart Ceiling Fans and Communicating Thermostats to Provide Energy-Efficient Comfort

April 2020

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160 Reads

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4 Citations

The project goal was to identify and test the integration of smart ceiling fans and communicating thermostats. These highly efficient ceiling fans use as much power as an LED light bulb and have onboard temperature and occupancy sensors for automatic operationbased on space conditions. The Center for the Environment (CBE) at UC Berkeley led the research team including TRC, Association for Energy Affordability (AEA), and Big Ass Fans (BAF). The research team conducted laboratory tests, installed99 ceiling fans and 12 thermostats in four affordable multifamily housing sites in California’s Central Valley, interviewed stakeholders to develop a case study, developed an online design tool and design guide, outlined codes and standards outreach, and published several papers.The project team raised indoor cooling temperature setpoints and used ceiling fans as the first stage of cooling; this sequencing of ceiling fans and air conditioningreducesenergy consumption, especially during peak periods, while providing thermal comfort.The field demonstration resulted in 39% measured compressor energy savings during the April–October cooling seasoncompared to baseline conditions, normalized for floor area. Weather-normalized energy use varied from a 36% increase to 71% savings, withmedian savings of 15%.This variability reflects the diversity in buildings, mechanical systems, prior operation settings, space types, andoccupants’ schedules,preferences, and motivations. All commercial spaces with regular occupancy schedules (and twoof the irregularly-occupied commercial spaces and one of the homes) showed energy savings on an absolute basis before normalizing for warmer intervention temperatures,and 10 of 13 sites showed energy savings on a weather-normalized basis. The ceiling fans provided cooling for one site for months during hot weather when the coolingequipment failed.Occupants reported high satisfaction with the ceiling fans and improved thermal comfort. This technology can apply to new and retrofit residential and commercial buildings.


Figure 2: The affective circumplex: emotion octant and items [55]
Figure 3: Mean of the thermal perceptions (A. to D.) and the emotion ratings (E.) with the standard error mean bars in the final surveys. Bonferroni-corrected significance levels: * p < .0125 (0.05/4) for the thermal perception results, * p < .00625 (0.05/8) for the emotion results; Effect size (r): negligible (<0.2), small (0.2-0.5), moderate (0.5-0.8), and large (>0.80). A.
Potential factors may moderate the effect of the experimental conditions (i.e., with or without windows) on the outcome measures.
The Impact of a View from a Window on Thermal Comfort, Emotion, and Cognitive Performance

March 2020

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2,018 Reads

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222 Citations

Building and Environment

Visual connection to nature has a positive impact on attention restoration, stress reduction, and overall health and well-being. In buildings, windows are the primary means of providing a connection to the outdoors, and nature views even through a window may have similar effects on the occupants. Given that humans recognize environments through multi-sensory integration, a window view may also affect occupants’ thermal perception. We assessed the influence of having a window with a view on thermal and emotional responses as well as on cognitive performance. We conducted a randomized crossover laboratory experiment with 86 participants, in spaces with and without windows. The chamber kept the air and window surface temperature at 28 °C, a slightly warm condition. The outcome measures consisted of subjective evaluations (e.g., thermal perception, emotion), skin temperature measurements and cognitive performance tests. In the space with versus without windows, the thermal sensation was significantly cooler (0.3 thermal sensation vote; equivalent to 0.74 °C lower), and 12 % more participants were thermally comfortable. Positive emotions (e.g., happy, satisfied) were higher and negative emotions (e.g., sad, drowsy) were lower for the participants in the window versus the windowless condition. Working memory and the ability to concentrate were higher for participants in the space with versus without windows, but there were no significant differences in short-term memory, planning, and creativity performance. Considering the multiple effects of window access, providing a window with a view in a workplace is important for the comfort, emotion, and working memory and concentration of occupants.


Nudging the adaptive thermal comfort model

January 2020

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1,757 Reads

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161 Citations

Energy and Buildings

The recent release of the largest database of thermal comfort field studies (ASHRAE Global Thermal Comfort Database II) presents an opportunity to perform a quality assurance exercise on the first generation adaptive comfort standards (ASHRAE 55 and EN15251). The analytical procedure used to develop the ASHRAE 55 adaptive standard was replicated on 60,321 comfort questionnaire records with accompanying measurement data. Results validated the standard's current adaptive comfort model for naturally ventilated buildings, while suggesting several potential nudges relating to the adaptive comfort standards, adaptive comfort theory, and building operational strategies. Adaptive comfort effects were observed in all regions represented in the new global database, but the neutral (comfort) temperatures in the Asian subset trended 1–2°C higher than in Western countries. Moreover, sufficient data allowed the development of an adaptive model for mixed-mode buildings that closely aligned to the naturally ventilated counterpart. We present evidence that adaptive comfort processes are relevant to the occupants of all buildings, including those that are air conditioned, as the thermal environmental exposures driving adaptation occur indoors where we spend most of our time. This suggests significant opportunity to transition air conditioning practice into the adaptive framework by programming synoptic- and seasonal-scale set-point nudging into building automation systems.


Citations (34)


... In our experience, this aspect is also reflected in the thermal comfort literature -where statistical concerns are often relegated to the limitations section of an article or overlooked altogetherwith only a few papers addressing statistical issues. For instance, Humphreys and Nicol [23] discuss the impact of measurement and formulation errors on thermal comfort indices, Sun et al. [24] demonstrate how causal reasoning can reveal hidden assumptions and interpretations of statistical analysis, while Pan et al. [25] explore common methodological pitfalls for causal inference in the field of cross-modal research (e.g., causal and predictive research, generalisability, measurement error, and violation of statistical assumptions). Moreover, the growing emphasis on personalised comfort models [26] has driven an increase in the utilisation of machine learning (e.g., Ref. [27]) and data-driven algorithms (e.g., Ref. [28]) to predict individual comfort responses. ...

Reference:

Ten questions concerning statistical data analysis in human-centric buildings research: A focus on thermal comfort investigations
Causal Thinking: Uncovering Hidden Assumptions and Interpretations of Statistical Analysis in Building Science

Building and Environment

... Recent studies regarding life cycle assessment of buildings have in fact attributed up to 90% of embodied carbon emission to the A1-A3 (raw material extraction, transportation, and on-site construction) stages of whole building lifecycle assessment in extreme cases, about 25% in conventional buildings, and up to 50% in advanced construction [6]. Understanding and managing these stages are essential for sustainable construction practices. ...

A Perspective on tools for assessing the building sector’s greenhouse gas emissions and beyond

... The increasing global demand for space cooling has become a significant concern, driven by rapid urbanization, population growth, and the rising temperatures associated with climate change. Since the 1990s, the demand for cooling in buildings has more than tripled, leading to severe strain on electricity systems and contributing to the global increase in CO2 emissions [1,2]. This growing demand not only raises overall power requirements but also necessitates expanded generation and distribution capacities to manage peak loads, further stressing power systems. ...

Overcooling of Offices Reveals Gender Inequity in Thermal Comfort

... The elevated air movement from fans increases thermal comfort at higher air temperatures by accelerating convective and evaporative heat loss from occupants. Other benefits of fans include ease of personal control, improved air distribution, improved perceived air quality, initial HVAC cost savings, and energy savings [54][55][56] . ...

Cooling Energy Savings and Occupant Feedback in a Two Year Retrofit Evaluation of 99 Automated Ceiling Fans Staged With Air Conditioning

Energy and Buildings

... O sistema híbrido permite que o edifício aproveite os benefícios da ventilação natural, mas também tenha a segurança de contar com o sistema mecânico quando não for possível alcançar conforto aos ocupantes (ZHAI et al., 2011;PENG, 2022). No entanto, a análise quantitativa da viabilidade e potencial de economia de energia de edifícios com ventilação híbrida depende de uma definição adequada de conforto térmico aceitável (DE DEAR, BRAGER, 2017). Além disso, um estudo de Brager e Baker (2009) revelou que os ocupantes de edifícios com ventilação híbrida relataram maior satisfação com a qualidade do ar interior e o conforto térmico em comparação com aqueles em edifícios apenas com ventilação mecânica. ...

Adaptive Comfort and Mixed-Mode Conditioning
  • Citing Chapter
  • September 2020

... Also, when interpreting the air element, two basic methods were used: either to bring in natural air or to simulate natural air's features. Based on studies that have disproved the notion of the efficiency of achieving a narrow target area of temperature, humidity and airflow while minimizing variability ; for instance, studies show that people like moderate levels of sensory variability in the environment, including variation in light, sound, and temperature, and that an environment devoid of sensory stimulation and variability can lead to boredom and passivity (Altomonte et al., 2020;J. H. Heerwagen, 2006). ...

Ten Questions Concerning Well-Being in the Built Environment

Building and Environment

... It is expressed as the difference in operative temperatures between two instances where equal thermal sensation is achieved, one with PCS and one without PCS [4]. In a thermal comfort study conducted in California with a hot and dry climate across 10 buildings with air conditioners, ceiling fans provided comfort at 26.7°C with air movement rather than having only air conditioning at 22.2°C [13], [14]. In another study conducted in the tropics, ceiling fans provided comfort up to 27°C, but if given a preference, the occupants chose to have minimal air conditioning along with the ceiling fans as a preference to attain comfort [15]. ...

Integrating Smart Ceiling Fans and Communicating Thermostats to Provide Energy-Efficient Comfort
  • Citing Article
  • April 2020

... According to the International Energy Agency (IEA), buildings account for approximately 30% of global energy consumption [1], with over half of this energy used for heating and cooling in various climates [2]. Modern buildings increasingly utilize transparent envelopes, such as windows, to enhance aesthetic appeal and promote a connection between occupants and the natural environment [3]. However, windows are significant channels of heat loss [4]. ...

The Impact of a View from a Window on Thermal Comfort, Emotion, and Cognitive Performance

Building and Environment

... Its scope of application was explicitly circumscribed to just naturally ventilated buildings that had no mechanical cooling capabilities, based on the extensive field study evidence showing that the statistical association between indoor thermal neutrality and outdoor climate was strongest and most statistically significant in naturally ventilated buildings. However, a recent re-analysis of the original ASHRAE adaptive comfort model [26] using a much larger field study database [27] than was available to the original model's team two decades ago, revealed an even stronger statistical association between indoor comfort temperatures and indoor mean temperature at the time of the field study. Moreover, this statistical relationship was observed across all building types in the expanded database, regardless of their ventilation strategy i. e. naturally ventilated, mixed-mode, and fully sealed air-conditioned buildings alike. ...

Nudging the adaptive thermal comfort model

Energy and Buildings

... The RoC's poorly built housing stock is responsible for high energy consumption, but the increase in household numbers due to the foreign second home buyers and changes in socio-demographic structure also play a role. It should be noted that behaviours in relation to domestic energy use are challenging problem, more that of efficiency [5,6]. Several pilot studies have attempted to quantify the impact of occupants' behaviour on energy use in social housing development estates in the South-Eastern Europe, in contrast to the impact of the physical conditions of existing housing stock and domestic home appliances of residents [7,8]. ...

A data-driven approach to defining acceptable temperature ranges in buildings

Building and Environment