Skip to main content

2021 | OriginalPaper | Buchkapitel

8. Influencing Factors for Occupants’ Window-Opening Behaviour in an Office Building Through Logistic Regression and Pearson Correlation Approaches

verfasst von : Song Pan, Xinru Wang, Xingxing Zhang, Li Chang, Yiqiao Liu

Erschienen in: Data-driven Analytics for Sustainable Buildings and Cities

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Occupants often perform many types of behaviour in buildings to adjust the indoor thermal environment. In these types, opening/closing the windows, often regarded as window-opening behaviour, is more commonly observed because of its convenience. It not only improves indoor air quality to satisfy occupants’ requirement for indoor thermal comfort but also influences building energy consumption. To learn more about potential factors having effects on occupants’ window-opening behaviour, a field study was carried out in an office building within a university in Beijing. Window state (open/closed) for a total of 5 windows in 5 offices on the second floor in 285 days (9.5 months) were recorded daily. Potential factors, categorized as environmental and non-environmental ones, were subsequently identified with their impact on window-opening behaviour through logistic regression and Pearson correlation approaches. The analytical results show that occupants’ window-opening behaviour is more strongly correlated to environmental factors, such as indoor and outdoor air temperatures, wind speed, relative humidity, outdoor PM2.5 concentrations, solar radiation, sunshine hours, in which air temperatures dominate the influence. While the non-environmental factors, i.e. seasonal change, time of day and personal preference, also affects the patterns of window-opening probability. This chapter provides solid field data on occupant window opening behaviour in China, with high resolutions and demonstrates the way in analyzing and predicting the probability of window-opening behaviour. Its discussion into the potential impact factors shall be useful for further investigation of the relationship between building energy consumption and window-opening behaviour.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Ben-David T, Waring MS (2016) Impact of natural versus mechanical ventilation on simulated indoor air quality and energy consumption in offices in fourteen U.S. cities. Build Environ 104:320–336 Ben-David T, Waring MS (2016) Impact of natural versus mechanical ventilation on simulated indoor air quality and energy consumption in offices in fourteen U.S. cities. Build Environ 104:320–336
Zurück zum Zitat Chen W (2009) Study on the summer thermal comfort and the occupant window behaviour for the hot summer and cold winter region. In: Hunan: Master's thesis, HVAC, Hunan University Chen W (2009) Study on the summer thermal comfort and the occupant window behaviour for the hot summer and cold winter region. In: Hunan: Master's thesis, HVAC, Hunan University
Zurück zum Zitat Haldi F, Robinson D (2008a) On the behaviour and adaptation of office occupants. Build Environ 43:2163–2177CrossRef Haldi F, Robinson D (2008a) On the behaviour and adaptation of office occupants. Build Environ 43:2163–2177CrossRef
Zurück zum Zitat Haldi F, Robinson D (2008b) A comparison of alternative approaches for the modelling of window opening and closing behaviour. In: Windsor 2008 conference: air conditioning and the low carbon cooling challenge. NCEUB, Cumberland Lodge, Windsor Haldi F, Robinson D (2008b) A comparison of alternative approaches for the modelling of window opening and closing behaviour. In: Windsor 2008 conference: air conditioning and the low carbon cooling challenge. NCEUB, Cumberland Lodge, Windsor
Zurück zum Zitat Haldi F, Robinson D (2009a) A comprehensive stochastic model of window usage: theory and validation. In: Building simulation conference 2009. Glasgow, Scotland, pp 545–552 Haldi F, Robinson D (2009a) A comprehensive stochastic model of window usage: theory and validation. In: Building simulation conference 2009. Glasgow, Scotland, pp 545–552
Zurück zum Zitat Haldi F, Robinson D (2009b) Interactions with window openings by office occupants. Build Environ 44(12):2378–2395CrossRef Haldi F, Robinson D (2009b) Interactions with window openings by office occupants. Build Environ 44(12):2378–2395CrossRef
Zurück zum Zitat Herkel S, Knapp U, Pfafferott J (2008) Towards a model of user behaviour regarding the manual control of windows in office buildings. Build Environ 43(4):588–600; Nicol FJ (2001) Characterising occupant behaviour in buildings: towards a stochastic model of occupant use of windows, lights, blinds, heaters and fans. In: Building simulation conference. Rio de Janeiro, Brazil Herkel S, Knapp U, Pfafferott J (2008) Towards a model of user behaviour regarding the manual control of windows in office buildings. Build Environ 43(4):588–600; Nicol FJ (2001) Characterising occupant behaviour in buildings: towards a stochastic model of occupant use of windows, lights, blinds, heaters and fans. In: Building simulation conference. Rio de Janeiro, Brazil
Zurück zum Zitat Hosmer DW, Lemesbow S (2000) Applied logistic regression, 2nd edn. Wiley, New YorkCrossRef Hosmer DW, Lemesbow S (2000) Applied logistic regression, 2nd edn. Wiley, New YorkCrossRef
Zurück zum Zitat Karjalainen S (2016) Should we design buildings that are less sensitive to occupant behaviour? A simulation study of effects of behaviour and design on office energy consumption. Energy Eff 1–14 Karjalainen S (2016) Should we design buildings that are less sensitive to occupant behaviour? A simulation study of effects of behaviour and design on office energy consumption. Energy Eff 1–14
Zurück zum Zitat Li N, Li J, Fan R et al (2015) Probability of occupant operation of windows during transition seasons in office buildings. Renew Energy 73:84–91 Li N, Li J, Fan R et al (2015) Probability of occupant operation of windows during transition seasons in office buildings. Renew Energy 73:84–91
Zurück zum Zitat O’Brien W, Gunay HB (2014) The contextual factors contributing to occupants’ adaptive comfort behaviours in offices—a review and proposed modeling framework. Build Environ 77:77–87CrossRef O’Brien W, Gunay HB (2014) The contextual factors contributing to occupants’ adaptive comfort behaviours in offices—a review and proposed modeling framework. Build Environ 77:77–87CrossRef
Zurück zum Zitat Watterson TL, Sorensen J, Martin R, Coulombe RA Jr (2007) Effects of PM2.5 collected from Cache Valley Utah on genes associated with the inflammatory response in human lung cells. J Toxicol Environ Health A 70(20):1731–1744 Watterson TL, Sorensen J, Martin R, Coulombe RA Jr (2007) Effects of PM2.5 collected from Cache Valley Utah on genes associated with the inflammatory response in human lung cells. J Toxicol Environ Health A 70(20):1731–1744
Zurück zum Zitat Zhang Y, Barrett P (2012) Factors influencing the occupants’ window opening behaviour in a naturally ventilated office building. Build Environ 50(50):125–134CrossRef Zhang Y, Barrett P (2012) Factors influencing the occupants’ window opening behaviour in a naturally ventilated office building. Build Environ 50(50):125–134CrossRef
Metadaten
Titel
Influencing Factors for Occupants’ Window-Opening Behaviour in an Office Building Through Logistic Regression and Pearson Correlation Approaches
verfasst von
Song Pan
Xinru Wang
Xingxing Zhang
Li Chang
Yiqiao Liu
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-16-2778-1_8