메뉴 건너뛰기




Volumn 9, Issue 6, 2016, Pages 606-619

Development of an England-wide indoor overheating and air pollution model using artificial neural networks

Author keywords

indoor air pollution; machine learning; metamodelling; neural networks; overheating; stock modelling

Indexed keywords

AIR POLLUTION; ARTIFICIAL INTELLIGENCE; ENERGY EFFICIENCY; HOUSING; INDOOR AIR POLLUTION; LEARNING SYSTEMS; NEURAL NETWORKS; POLLUTION;

EID: 84963632445     PISSN: 19401493     EISSN: 19401507     Source Type: Journal    
DOI: 10.1080/19401493.2016.1166265     Document Type: Article
Times cited : (36)

References (66)
  • 2
    • 77950468650 scopus 로고    scopus 로고
    • Chapter 18 Metamodel-Based Simulation Optimization
    • Henderson S.G., Nelson B.L., (eds), Handbooks in Operations Research and Management Science, Vol. 13. Elsevier.
    • R.R.Barton, and M.Meckesheimer. 2006. “Chapter 18 Metamodel-Based Simulation Optimization.” In Simulation, edited by S.G.Henderson, and B.L.Nelson, 535–574. Handbooks in Operations Research and Management Science, Vol. 13. Elsevier. http://www.sciencedirect.com/science/article/pii/S0927050706130182.
    • (2006) Simulation , pp. 535-574
    • Barton, R.R.1    Meckesheimer, M.2
  • 3
    • 84991865590 scopus 로고    scopus 로고
    • pyDOE.
    • M.E.A.Baudin, 2015. pyDOE. http://pythonhosted.org/pyDOE/.
    • (2015)
    • Baudin, M.E.A.1
  • 4
    • 84876703859 scopus 로고    scopus 로고
    • National Survey of Summertime Temperatures and Overheating Risk in English Homes
    • A.Beizaee, K.J.Lomas, and S.K.Firth. 2013. “National Survey of Summertime Temperatures and Overheating Risk in English Homes.” Building and Environment 65:1–17. doi:10.1016/j.buildenv.2013.03.011
    • (2013) Building and Environment , vol.65 , pp. 1-17
    • Beizaee, A.1    Lomas, K.J.2    Firth, S.K.3
  • 6
    • 84949107106 scopus 로고    scopus 로고
    • Report 9: Domestic Appliances, Cooking & Cooling Equipment. EFUS
    • BRE. 2013. Energy Follow-Up Survey 2011. Report 9:Domestic Appliances, Cooking & Cooling Equipment. EFUS.
    • (2013) Energy Follow-Up Survey 2011
  • 7
    • 84991846130 scopus 로고    scopus 로고
    • Energy Use in Homes: A Series of Reports on Domestic Energy Use in England
    • BRE. 2015. “Energy Use in Homes:A Series of Reports on Domestic Energy Use in England.” Building Research Establishment
    • (2015) Building Research Establishment
  • 8
    • 0000621802 scopus 로고
    • Multivariable Functional Interpolation and Adaptive Networks
    • D.S.Broomhead, and D.Lowe. 1988. “Multivariable Functional Interpolation and Adaptive Networks.” Complex Systems 2:321–355.
    • (1988) Complex Systems , vol.2 , pp. 321-355
    • Broomhead, D.S.1    Lowe, D.2
  • 9
    • 84864800764 scopus 로고    scopus 로고
    • A Review of Indices for the Long-Term Evaluation of the General Thermal Comfort Conditions in Buildings
    • S.Carlucci, and L.Pagliano. 2012. “A Review of Indices for the Long-Term Evaluation of the General Thermal Comfort Conditions in Buildings.” Energy and Buildings 53:194–205. doi:10.1016/j.enbuild.2012.06.015
    • (2012) Energy and Buildings , vol.53 , pp. 194-205
    • Carlucci, S.1    Pagliano, L.2
  • 11
    • 84901003154 scopus 로고    scopus 로고
    • Using Probabilistic Sampling-Based Sensitivity Analyses for Indoor Air Quality Modelling
    • P.Das, C.Shrubsole, B.Jones, I.Hamilton, Z.Chalabi, and M.Davies. 2014. “Using Probabilistic Sampling-Based Sensitivity Analyses for Indoor Air Quality Modelling.” Building and Environment 78:171–182. doi:10.1016/j.buildenv.2014.04.017
    • (2014) Building and Environment , vol.78 , pp. 171-182
    • Das, P.1    Shrubsole, C.2    Jones, B.3    Hamilton, I.4    Chalabi, Z.5    Davies, M.6
  • 13
    • 77952618586 scopus 로고    scopus 로고
    • The Role of Adaptive Thermal Comfort in the Prediction of the Thermal Performance of a Modern Mixed-Mode Office Building in the UK under Climate Change
    • P.De Wilde, and W.Tian. 2010. “The Role of Adaptive Thermal Comfort in the Prediction of the Thermal Performance of a Modern Mixed-Mode Office Building in the UK under Climate Change.” Journal of Building Performance Simulation 3 (2):87–101. doi:10.1080/19401490903486114
    • (2010) Journal of Building Performance Simulation , vol.3 , Issue.2 , pp. 87-101
    • De Wilde, P.1    Tian, W.2
  • 14
    • 79955077614 scopus 로고    scopus 로고
    • On the Creation of Future Probabilistic Design Weather Years from UKCP09
    • M.Eames, T.Kershaw, and D.Coley. 2010. “On the Creation of Future Probabilistic Design Weather Years from UKCP09.” Building Services Engineering Research and Technology 32 (2):127–142. doi:10.1177/0143624410379934
    • (2010) Building Services Engineering Research and Technology , vol.32 , Issue.2 , pp. 127-142
    • Eames, M.1    Kershaw, T.2    Coley, D.3
  • 15
    • 84857060503 scopus 로고    scopus 로고
    • A Methodology for Meta-Model Based Optimization in Building Energy Models
    • B.Eisenhower, Z.O'Neill, S.Narayanan, V.A.Fonoberov, and I.Mezi. 2012. “A Methodology for Meta-Model Based Optimization in Building Energy Models.” Energy and Buildings 47:292–301. doi:10.1016/j.enbuild.2011.12.001
    • (2012) Energy and Buildings , vol.47 , pp. 292-301
    • Eisenhower, B.1    O'Neill, Z.2    Narayanan, S.3    Fonoberov, V.A.4    Mezi, I.5
  • 16
    • 34249652608 scopus 로고    scopus 로고
    • Meta-Analyses of the Associations of Respiratory Health Effects with Dampness and Mold in Homes
    • W.J.Fisk, Q.Lei-Gomez, and M.J.Mendell. 2007. “Meta-Analyses of the Associations of Respiratory Health Effects with Dampness and Mold in Homes.” Indoor Air 17 (4):284–296. http://dx.doi.org/10.1111/j.1600-0668.2007.00475.x. doi:10.1111/j.1600-0668.2007.00475.x
    • (2007) Indoor Air , vol.17 , Issue.4 , pp. 284-296
    • Fisk, W.J.1    Lei-Gomez, Q.2    Mendell, M.J.3
  • 17
    • 84991876588 scopus 로고    scopus 로고
    • “Estimating Local Mortality Burdens Associated with Particulate Air Pollution.” Public Health England. Centre for Radiation, Chemical and Environmental Hazards, UK.
    • A.Gowers, B.Miller, and J.Stedman. 2014. “Estimating Local Mortality Burdens Associated with Particulate Air Pollution.” Public Health England. Centre for Radiation, Chemical and Environmental Hazards, UK. https://www.gov.uk/government/publications/estimating-local-mortality-burdens-associated-with-particulate-air-pollution.
    • (2014)
    • Gowers, A.1    Miller, B.2    Stedman, J.3
  • 18
    • 84876256153 scopus 로고    scopus 로고
    • Preventing the Overheating of English Suburban Homes in a Warming Climate
    • R.Gupta, and M.Gregg. 2013. “Preventing the Overheating of English Suburban Homes in a Warming Climate.” Building Research & Information 41 (3):281–300. doi:10.1080/09613218.2013.772043
    • (2013) Building Research & Information , vol.41 , Issue.3 , pp. 281-300
    • Gupta, R.1    Gregg, M.2
  • 19
    • 84897373256 scopus 로고    scopus 로고
    • Climate Change Effects on Human Health: Projections of Temperature-Related Mortality for the UK during the 2020s, 2050s and 2080s
    • S.Hajat, S.Vardoulakis, C.Heaviside, and B.Eggen. 2014. “Climate Change Effects on Human Health:Projections of Temperature-Related Mortality for the UK during the 2020s, 2050s and 2080s.” Journal of Epidemiology and Community Health. http://jech.bmj.com/content/early/2014/01/08/jech-2013-202449.abstract.
    • (2014) Journal of Epidemiology and Community Health
    • Hajat, S.1    Vardoulakis, S.2    Heaviside, C.3    Eggen, B.4
  • 20
    • 84976443488 scopus 로고    scopus 로고
    • “Ranking of Dwelling Types in Terms of Overheating Risk and Sensitivity to Climate Change.” International conference of the international Building Performance Simulation Association (BS2015), Hyderabad, India, December 7–9
    • M.Hamdy, and J.Hensen. 2015. “Ranking of Dwelling Types in Terms of Overheating Risk and Sensitivity to Climate Change.” International conference of the international Building Performance Simulation Association (BS2015), Hyderabad, India, December 7–9.
    • (2015)
    • Hamdy, M.1    Hensen, J.2
  • 22
    • 84991889767 scopus 로고    scopus 로고
    • Approved Document F
    • HM-Government. 2010. “Approved Document F.” Government Report
    • (2010) Government Report
  • 23
    • 37449033898 scopus 로고    scopus 로고
    • Indoor-Outdoor Relationships of Particle Number and Mass in Four European Cities
    • G.Hoek, G.Kos, R.Harrison, J.de Hartog, K.Meliefste, and H.ten Brink. 2008. “Indoor-Outdoor Relationships of Particle Number and Mass in Four European Cities.” Atmospheric Environment 42 (1):156–169. doi:10.1016/j.atmosenv.2007.09.026
    • (2008) Atmospheric Environment , vol.42 , Issue.1 , pp. 156-169
    • Hoek, G.1    Kos, G.2    Harrison, R.3    de Hartog, J.4    Meliefste, K.5    ten Brink, H.6
  • 24
    • 33748846961 scopus 로고    scopus 로고
    • The Impact of the 2003 Heat Wave on Daily Mortality in England and Wales and the use of Rapid Weekly Mortality Estimates
    • H.Johnson, R.S.Kovats, G.McGregor, J.Stedman, M.Gibbs, and H.Walton. Jul 2005. “The Impact of the 2003 Heat Wave on Daily Mortality in England and Wales and the use of Rapid Weekly Mortality Estimates.” Euro Surveillance 10 (7):168–171.
    • (2005) Euro Surveillance , vol.10 , Issue.7 , pp. 168-171
    • Johnson, H.1    Kovats, R.S.2    McGregor, G.3    Stedman, J.4    Gibbs, M.5    Walton, H.6
  • 25
    • 0033832024 scopus 로고    scopus 로고
    • Indoor/Outdoor Relationships of Particulate Matter in Domestic Homes with Roadside, Urban and Rural Locations
    • N.Jones, C.Thornton, D.Mark, and R.Harrison. 2000. “Indoor/Outdoor Relationships of Particulate Matter in Domestic Homes with Roadside, Urban and Rural Locations.” Atmospheric Environment 34 (16):2603–2612. doi:10.1016/S1352-2310(99)00489-6
    • (2000) Atmospheric Environment , vol.34 , Issue.16 , pp. 2603-2612
    • Jones, N.1    Thornton, C.2    Mark, D.3    Harrison, R.4
  • 26
    • 71549168660 scopus 로고    scopus 로고
    • Activity Pattern and Personal Exposure to Nitrogen Dioxide in Indoor and Outdoor Microenvironments
    • C.Kornartit, R.S.Sokhi, M.A.Burton, and K.Ravindra. 2010. “Activity Pattern and Personal Exposure to Nitrogen Dioxide in Indoor and Outdoor Microenvironments.” Environment International 36 (1):36–45. doi:10.1016/j.envint.2009.09.004
    • (2010) Environment International , vol.36 , Issue.1 , pp. 36-45
    • Kornartit, C.1    Sokhi, R.S.2    Burton, M.A.3    Ravindra, K.4
  • 27
    • 31044439144 scopus 로고    scopus 로고
    • Determinants of Indoor Air Concentrations of PM2.5, Black Smoke and NO2 in Six European Cities (EXPOLIS Study)
    • H.K.Lai, L.Bayer-Oglesby, R.Colvile, T.Gtschi, M.J.Jantunen, and N.Knzli. 2006. “Determinants of Indoor Air Concentrations of PM2.5, Black Smoke and NO2 in Six European Cities (EXPOLIS Study).” Atmospheric Environment 40 (7):1299–1313. doi:10.1016/j.atmosenv.2005.10.030
    • (2006) Atmospheric Environment , vol.40 , Issue.7 , pp. 1299-1313
    • Lai, H.K.1    Bayer-Oglesby, L.2    Colvile, R.3    Gtschi, T.4    Jantunen, M.J.5    Knzli, N.6
  • 28
    • 84893088214 scopus 로고    scopus 로고
    • Proceedings of 7th windsor conference: The changing context of comfort in an unpredictable world, Cumberland Lodge, Windsor, UK, April 12–15
    • K.J.Lomas, and T.Kane. 2012. “Summertime Temperatures in 282 UK Homes:Thermal Comfort and Overheating Risk.” Proceedings of 7th windsor conference:The changing context of comfort in an unpredictable world, Cumberland Lodge, Windsor, UK, April 12–15.
    • (2012) Summertime Temperatures in 282 UK Homes: Thermal Comfort and Overheating Risk
    • Lomas, K.J.1    Kane, T.2
  • 29
    • 0035872361 scopus 로고    scopus 로고
    • Using Time- and Size-Resolved Particulate Data to Quantify Indoor Penetration and Deposition Behavior
    • C.M.Long, H.H.Suh, P.Catalano, and P.Koutrakis. 2001. “Using Time- and Size-Resolved Particulate Data to Quantify Indoor Penetration and Deposition Behavior.” Environmental Science & Technology 35 (10):2089–2099. doi:10.1021/es001477d
    • (2001) Environmental Science & Technology , vol.35 , Issue.10 , pp. 2089-2099
    • Long, C.M.1    Suh, H.H.2    Catalano, P.3    Koutrakis, P.4
  • 30
    • 84901007060 scopus 로고    scopus 로고
    • The Impact of Occupancy Patterns, Occupant-Controlled Ventilation and Shading on Indoor Overheating Risk in Domestic Environments
    • A.Mavrogianni, M.Davies, J.Taylor, Z.Chalabi, P.Biddulph, and E.Oikonomou. 2013. “The Impact of Occupancy Patterns, Occupant-Controlled Ventilation and Shading on Indoor Overheating Risk in Domestic Environments.” Building and Environment 78:183–198. doi:10.1016/j.buildenv.2014.04.008
    • (2013) Building and Environment , vol.78 , pp. 183-198
    • Mavrogianni, A.1    Davies, M.2    Taylor, J.3    Chalabi, Z.4    Biddulph, P.5    Oikonomou, E.6
  • 31
    • 77954654249 scopus 로고    scopus 로고
    • London Housing and Climate Change: Impact on Comfort and Health-Preliminary Results of a Summer Overheating Study
    • A.Mavrogianni, M.Davies, P.Wilkinson, and A.Pathan. 2010. “London Housing and Climate Change:Impact on Comfort and Health-Preliminary Results of a Summer Overheating Study.” Open House International 35 (2):49–59.
    • (2010) Open House International , vol.35 , Issue.2 , pp. 49-59
    • Mavrogianni, A.1    Davies, M.2    Wilkinson, P.3    Pathan, A.4
  • 32
    • 84860442186 scopus 로고    scopus 로고
    • Building Characteristics as Determinants of Propensity to High Indoor Summer Temperatures in London Dwellings
    • A.Mavrogianni, P.Wilkinson, M.Davies, P.Biddulph, and E.Oikonomou. 2012. “Building Characteristics as Determinants of Propensity to High Indoor Summer Temperatures in London Dwellings.” Building and Environment 55:117–130. doi:10.1016/j.buildenv.2011.12.003
    • (2012) Building and Environment , vol.55 , pp. 117-130
    • Mavrogianni, A.1    Wilkinson, P.2    Davies, M.3    Biddulph, P.4    Oikonomou, E.5
  • 33
    • 0343760534 scopus 로고
    • Cambridge, MA: MIT Press, Ch. A Logical Calculus of the Ideas Immanent in Nervous Activity, pp. 15–27.
    • W.S.McCulloch, and W.Pitts. 1988. Neurocomputing:Foundations of Research. Cambridge, MA:MIT Press. Ch. A Logical Calculus of the Ideas Immanent in Nervous Activity, pp. 15–27. http://dl.acm.org/citation.cfm?id=65669.104377.
    • (1988) Neurocomputing: Foundations of Research
    • McCulloch, W.S.1    Pitts, W.2
  • 35
    • 84872473092 scopus 로고    scopus 로고
    • Particulate Pollution in Different Housing Types in a UK Suburban Location
    • Z.A.Nasir, and I.Colbeck. 2013. “Particulate Pollution in Different Housing Types in a UK Suburban Location.” The Science of the Total Environment 445:165–176. doi:10.1016/j.scitotenv.2012.12.042
    • (2013) The Science of the Total Environment , vol.445 , pp. 165-176
    • Nasir, Z.A.1    Colbeck, I.2
  • 36
    • 84991839122 scopus 로고    scopus 로고
    • “Autotune e+ Building Energy Models.” 5th SimBuild Conference of IBPSA-USA, International Building Performance Simulation Association (IBPSA), August 1–3
    • J.New, J.Sanyal, M.Bhandari, and S.Shrestha. 2012. “Autotune e+ Building Energy Models.” 5th SimBuild Conference of IBPSA-USA, International Building Performance Simulation Association (IBPSA), August 1–3.
    • (2012)
    • New, J.1    Sanyal, J.2    Bhandari, M.3    Shrestha, S.4
  • 37
    • 84861988702 scopus 로고    scopus 로고
    • Modelling the Relative Importance of the Urban Heat Island and the Thermal Quality of Dwellings for Overheating in London
    • E.Oikonomou, M.Davies, A.Mavrogianni, P.Biddulph, P.Wilkinson, and M.Kolokotroni. 2012. “Modelling the Relative Importance of the Urban Heat Island and the Thermal Quality of Dwellings for Overheating in London.” Building and Environment 57:223–238. doi:10.1016/j.buildenv.2012.04.002
    • (2012) Building and Environment , vol.57 , pp. 223-238
    • Oikonomou, E.1    Davies, M.2    Mavrogianni, A.3    Biddulph, P.4    Wilkinson, P.5    Kolokotroni, M.6
  • 38
    • 84991910939 scopus 로고    scopus 로고
    • “English Archetypes: Developing a Domestic Model for Building Performance Calculations.” Submitted
    • E.Oikonomou, A.Mavrogianni, R.Raslan, J.Taylor, T.Oreszczyn, and M.Davies. 2016. “English Archetypes:Developing a Domestic Model for Building Performance Calculations.” Submitted.
    • (2016)
    • Oikonomou, E.1    Mavrogianni, A.2    Raslan, R.3    Taylor, J.4    Oreszczyn, T.5    Davies, M.6
  • 39
    • 84991851517 scopus 로고    scopus 로고
    • ONS. 2005. United Kingdom Time Use Survey, Newport: Office for National Statistics
    • ONS. 2005. United Kingdom Time Use Survey. Newport:Office for National Statistics.
  • 40
    • 84991845622 scopus 로고    scopus 로고
    • ONS. 2011. 2011 Rural/Urban Classification for Small-Area Geographies, Newport: Office for National Statistics
    • ONS. 2011. 2011 Rural/Urban Classification for Small-Area Geographies. Newport:Office for National Statistics.
  • 42
    • 77953686506 scopus 로고    scopus 로고
    • Investigating the Potential of Overheating in UK Dwellings as a Consequence of Extant Climate Change
    • A.D.Peacock, D.P.Jenkins, and D.Kane. 2010. “Investigating the Potential of Overheating in UK Dwellings as a Consequence of Extant Climate Change.” Energy Policy 38 (7):3277–3288. doi:10.1016/j.enpol.2010.01.021
    • (2010) Energy Policy , vol.38 , Issue.7 , pp. 3277-3288
    • Peacock, A.D.1    Jenkins, D.P.2    Kane, D.3
  • 46
    • 84870624539 scopus 로고    scopus 로고
    • Ranking of Interventions to Reduce Overheating in Dwellings During Heat Waves
    • S.Porritt, L.Shao, P.Cropper, and C.Goodier. 2010. “Ranking of Interventions to Reduce Overheating in Dwellings During Heat Waves.” Energy and Buildings 55:16–27. doi:10.1016/j.enbuild.2012.01.043
    • (2010) Energy and Buildings , vol.55 , pp. 16-27
    • Porritt, S.1    Shao, L.2    Cropper, P.3    Goodier, C.4
  • 47
    • 0004140522 scopus 로고
    • Cambridge, MA: MIT Press, Ch. Learning Representations by Back-propagating Errors, pp. 696–699.
    • D.E.Rumelhart, G.E.Hinton, and R.J.Williams. 1988. Neurocomputing:Foundations of Research. Cambridge, MA:MIT Press. Ch. Learning Representations by Back-propagating Errors, pp. 696–699. http://dl.acm.org/citation.cfm?id=65669.104451.
    • (1988) Neurocomputing: Foundations of Research
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 49
    • 84991894137 scopus 로고    scopus 로고
    • pyBrain.
    • T.E.A.Schaul, 2015. pyBrain. http://pybrain.org/.
    • (2015)
    • Schaul, T.E.A.1
  • 50
    • 84866303084 scopus 로고    scopus 로고
    • Indoor PM2.5 Exposure in London's Domestic Stock: Modelling Current and Future Exposures following Energy Efficient Refurbishment
    • C.Shrubsole, I.Ridley, P.Biddulph, J.Milner, S.Vardoulakis, and M.Ucci. 2012. “Indoor PM2.5 Exposure in London's Domestic Stock:Modelling Current and Future Exposures following Energy Efficient Refurbishment.” Atmospheric Environment 62:336–343. doi:10.1016/j.atmosenv.2012.08.047
    • (2012) Atmospheric Environment , vol.62 , pp. 336-343
    • Shrubsole, C.1    Ridley, I.2    Biddulph, P.3    Milner, J.4    Vardoulakis, S.5    Ucci, M.6
  • 51
    • 84923583641 scopus 로고    scopus 로고
    • Impacts of Energy Efficiency Retrofitting Measures on Indoor PM2.5 Concentrations Across Different Income Groups in England: A Modelling Study
    • C.Shrubsole, J.Taylor, P.Das, I.Hamilton, and M.Davies. 2015. “Impacts of Energy Efficiency Retrofitting Measures on Indoor PM2.5 Concentrations Across Different Income Groups in England:A Modelling Study.” Advances in Building Energy Research. doi:10.1080/17512549.2015.1014844.
    • (2015) Advances in Building Energy Research
    • Shrubsole, C.1    Taylor, J.2    Das, P.3    Hamilton, I.4    Davies, M.5
  • 53
    • 21344480032 scopus 로고    scopus 로고
    • Orthogonal Array-Based Latin Hypercubes
    • B.Tang, 2012. “Orthogonal Array-Based Latin Hypercubes.” Journal of the American Statistical Association 88 (424):1392–1397. doi:10.1080/01621459.1993.10476423
    • (2012) Journal of the American Statistical Association , vol.88 , Issue.424 , pp. 1392-1397
    • Tang, B.1
  • 54
    • 84897417588 scopus 로고    scopus 로고
    • The Relative Importance of Input Weather Data for Indoor Overheating Risk Assessment in Dwellings
    • J.Taylor, M.Davies, A.Mavrogianni, Z.Chalabi, P.Biddulph, and E.Oikonomou. 2014a. “The Relative Importance of Input Weather Data for Indoor Overheating Risk Assessment in Dwellings.” Building and Environment 76:81–91. doi:10.1016/j.buildenv.2014.03.010
    • (2014) Building and Environment , vol.76 , pp. 81-91
    • Taylor, J.1    Davies, M.2    Mavrogianni, A.3    Chalabi, Z.4    Biddulph, P.5    Oikonomou, E.6
  • 55
    • 84955098873 scopus 로고    scopus 로고
    • Mapping Indoor Overheating and Air Pollution Risk Modification Across Great Britain: A Modelling Study
    • J.Taylor, M.Davies, A.Mavrogianni, C.Shrubsole, I.Hamilton, P.Das, B.Jones, E.Oikonomou, and P.Biddulph. 2016. “Mapping Indoor Overheating and Air Pollution Risk Modification Across Great Britain:A Modelling Study.” Building and Environment 99:1–12. http://www.sciencedirect.com/science/article/pii/S0360132316300105. doi:10.1016/j.buildenv.2016.01.010
    • (2016) Building and Environment , vol.99 , pp. 1-12
    • Taylor, J.1    Davies, M.2    Mavrogianni, A.3    Shrubsole, C.4    Hamilton, I.5    Das, P.6    Jones, B.7    Oikonomou, E.8    Biddulph, P.9
  • 56
    • 84923329093 scopus 로고    scopus 로고
    • Understanding and Mitigating Overheating and Indoor PM2.5 Risks Using Coupled Temperature and Indoor Air Quality Models
    • J.Taylor, A.Mavrogianni, M.Davies, P.Das, C.Shrubsole, and P.Biddulph. 2015a. “Understanding and Mitigating Overheating and Indoor PM2.5 Risks Using Coupled Temperature and Indoor Air Quality Models.” Building Services Engineering Research and Technology 36 (2):275–289. doi:10.1177/0143624414566474
    • (2015) Building Services Engineering Research and Technology , vol.36 , Issue.2 , pp. 275-289
    • Taylor, J.1    Mavrogianni, A.2    Davies, M.3    Das, P.4    Shrubsole, C.5    Biddulph, P.6
  • 57
    • 84910047125 scopus 로고    scopus 로고
    • The Modifying Effect of the Building Envelope on Population Exposure to PM2.5 from outdoor sources
    • J.Taylor, C.Shrubsole, M.Davies, P.Biddulph, P.Das, and I.Hamilton. 2014b. “The Modifying Effect of the Building Envelope on Population Exposure to PM2.5 from outdoor sources.” Indoor Air 24 (6):639–651. doi:10.1111/ina.12116
    • (2014) Indoor Air , vol.24 , Issue.6 , pp. 639-651
    • Taylor, J.1    Shrubsole, C.2    Davies, M.3    Biddulph, P.4    Das, P.5    Hamilton, I.6
  • 59
    • 84991873072 scopus 로고    scopus 로고
    • US-DoE., 2013. EnergyPlus V8. http://apps1.eere.energy.gov/buildings/energyplus/
    • (2013) US-DoE., EnergyPlus V8
  • 60
    • 84908550359 scopus 로고    scopus 로고
    • Comparative Study of Metamodelling Techniques in Building Energy Simulation: Guidelines for Practitioners
    • L.Van Gelder, P.Das, H.Janssen, and S.Roels. 2014. “Comparative Study of Metamodelling Techniques in Building Energy Simulation:Guidelines for Practitioners.” Simulation Modelling Practice and Theory 49:245–257. doi:10.1016/j.simpat.2014.10.004
    • (2014) Simulation Modelling Practice and Theory , vol.49 , pp. 245-257
    • Van Gelder, L.1    Das, P.2    Janssen, H.3    Roels, S.4
  • 61
    • 84991850394 scopus 로고    scopus 로고
    • ed. 2001. Python Reference Manual.
    • G.Van Rossum, ed. 2001. Python Reference Manual. https://docs.python.org/3/reference/.
    • Van Rossum, G.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.