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Buildings and Cities: Difference between revisions

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''This page is about the intersection of urban planning and machine learning in the context of climate change mitigation and adaptation. For an overview of buildings and cities as a whole, please see the [https://en.wikipedia.org/wiki/Technical_aspects_of_urban_planning Wikipedia page] on this topic.''[[File:Buildings cities tccml schematic.png|thumb|A schematic of selected opportunities to reduce greenhouse emissions from buildings and cities using machine learning. From "Tackling Climate Change with Machine Learning."<ref name=":0">{{Cite journal|last=|first=|date=|title=Tackling Climate Change with Machine Learning|url=|journal=|volume=|pages=|via=}}</ref>]]
Buildings offer some of the lowest-hanging fruit when it comes to reducing GHG emissions. While the energy consumed in buildings is responsible for a quarter of global energy-related emissions,<ref>IPCC. ''Global warming of 1.5°C. An IPCC special report on the impacts of global warming of 1.5°C above pre-industrial levels and related global greenhouse gas emission pathways, in the context of strengthening the global response to the threat of climate change, sustainable development, and efforts to eradicate poverty'' [V. Masson-Delmotte, P. Zhai, H. O. Portner, D. Roberts, J. Skea, P.R. Shukla, A. Pirani, Y. Chen, S. Connors, ¨ M. Gomis, E. Lonnoy, J. B. R. Matthews, W. Moufouma-Okia, C. Pean, R. Pidcock, N. Reay, M. Tignor, T. ´ Waterfield, X. Zhou (eds.)]. 2018.</ref> a combination of easy-to-implement fixes and state-of-the-art strategies could reduce emissions for existing buildings by up to 90%.<ref>{{Cite journal|last=Urge-Vorsatz|first=Diana|last2=Petrichenko|first2=Ksenia|last3=Staniec|first3=Maja|last4=Eom|first4=Jiyong|date=2013-06|title=Energy use in buildings in a long-term perspective|url=http://dx.doi.org/10.1016/j.cosust.2013.05.004|journal=Current Opinion in Environmental Sustainability|volume=5|issue=2|pages=141–151|doi=10.1016/j.cosust.2013.05.004|issn=1877-3435}}</ref> It is possible today for buildings to consume almost no energy.<ref>{{Cite journal|last=Olsthoorn|first=Mark|last2=Schleich|first2=Joachim|last3=Faure|first3=Corinne|date=2019-06|title=Exploring the diffusion of low-energy houses: An empirical study in the European Union|url=http://dx.doi.org/10.1016/j.enpol.2019.03.043|journal=Energy Policy|volume=129|pages=1382–1393|doi=10.1016/j.enpol.2019.03.043|issn=0301-4215}}</ref> Many of these energy efficiency measures actually result in overall cost savings<ref>{{Cite journal|last=Stephenson|first=Janet|last2=Barton|first2=Barry|last3=Carrington|first3=Gerry|last4=Gnoth|first4=Daniel|last5=Lawson|first5=Rob|last6=Thorsnes|first6=Paul|date=2010-10|title=Energy cultures: A framework for understanding energy behaviours|url=http://dx.doi.org/10.1016/j.enpol.2010.05.069|journal=Energy Policy|volume=38|issue=10|pages=6120–6129|doi=10.1016/j.enpol.2010.05.069|issn=0301-4215}}</ref> and simultaneously yield other benefits, such as cleaner air for occupants. This potential can be achieved while maintaining the services that buildings provide – and even while extending them to more people, as climate change will necessitate. For example, with the changing climate, more people will need access to air conditioning in regions where deadly heat waves will become common.<ref>{{Cite journal|last=Mora|first=Camilo|last2=Counsell|first2=Chelsie W.W.|last3=Bielecki|first3=Coral R.|last4=Louis|first4=Leo V|date=2017-11|title=Twenty-Seven Ways a Heat Wave Can Kill You:|url=http://dx.doi.org/10.1161/circoutcomes.117.004233|journal=Circulation: Cardiovascular Quality and Outcomes|volume=10|issue=11|doi=10.1161/circoutcomes.117.004233|issn=1941-7713}}</ref><ref>{{Cite journal|last=Mora|first=Camilo|last2=Dousset|first2=Bénédicte|last3=Caldwell|first3=Iain R.|last4=Powell|first4=Farrah E.|last5=Geronimo|first5=Rollan C.|last6=Bielecki|first6=Coral R.|last7=Counsell|first7=Chelsie W. W.|last8=Dietrich|first8=Bonnie S.|last9=Johnston|first9=Emily T.|last10=Louis|first10=Leo V.|last11=Lucas|first11=Matthew P.|date=2017-06-19|title=Global risk of deadly heat|url=http://dx.doi.org/10.1038/nclimate3322|journal=Nature Climate Change|volume=7|issue=7|pages=501–506|doi=10.1038/nclimate3322|issn=1758-678X}}</ref>
 
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