?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Estimating+Current+and+Future+Indoor+Air+Pollution+and+Temperatures+in+England&rft.creator=Taylor%2C+JG&rft.creator=Symonds%2C+P&rft.creator=Mavrogianni%2C+A&rft.creator=Davies%2C+M&rft.creator=Shrubsole%2C+C&rft.creator=Hamilton%2C+I&rft.creator=Chalabi%2C+Z&rft.creator=Wilkinson%2C+P&rft.description=SUMMARY%3A+Monitoring+and+modelling+studies+indicate+that+UK+housing+stock+may+significantly+modify%0D%0Aexposure+risks+to+indoor+air+pollution+and+overheating+due+to+inter-dwelling+variation+in+fabric%0D%0Aenergy+efficiency%2C+airtightness%2C+and+a+reliance+on+natural+ventilation.+We+describe+the%0D%0Adevelopment+and+initial+application+of+a+new+model+of+indoor+air+pollution+from+outdoor%0D%0Asources+and+overheating+for+the+English+housing+stock+using+a+metamodeling+approach.+A%0D%0Alarge+number+of+building+physics+simulations+were+performed+in+EnergyPlus+for%0D%0Arepresentative+dwelling+archetypes%2C+with+values+of+building+energy+efficiency%2C+airtightness%2C%0D%0Aoccupant+behaviour%2C+surrounding+environment%2C+and+climate+randomly+sampled+using%0D%0Ainformation+from+building+stock+databases+and+future+climatic+projections.+Based+on+the%0D%0Asimulations%2C+a+Python-based+Neural+Network+metamodel+was+developed+that+can+rapidly%0D%0Acalculate+the+exposure+risks+inside+dwelling+variants+under+various+scenarios.+We+present%0D%0Amodel+results%2C+including+estimating+outdoor+pollution+infiltration+and+indoor+overheating+for%0D%0Athe+West+Midlands+region+in+the+UK.+%2F+PRACTICAL+IMPLICATIONS%3A+This+work+uses+a+metamodel+based+on+building+physics+simulations+that+enables+the+estimation%0D%0Aof+English+population+exposure+to+indoor+pollution+from+outdoor+sources+and+high+indoor%0D%0Atemperatures+under+a+range+of+user-specified+building+retrofit+measures%2C+occupant+behaviour%2C%0D%0Aand+current+and+future+climate+scenarios.+It+is+intended+to+quantify+the+indoor+health+risks+and%0D%0Abenefits+associated+with+energy-efficient+refurbishment+under+future+climates.&rft.subject=Building+Physics%2C+Metamodel%2C+Overheating%2C+Outdoor+Pollution%2C+Health+Impacts&rft.publisher=International+Society+of+Indoor+Air+Quality+and+Climate+(ISIAQ)&rft.date=2016-07-03&rft.type=Proceedings+paper&rft.publisher=Indoor+Air+2016&rft.language=eng&rft.source=+++++In%3A++Proceedings+of+the+14th+International+Conference+on+Indoor+Air+Quality+and+Climate+(INDOOR+AIR+2016).++(pp.+pp.+1157-1164).++International+Society+of+Indoor+Air+Quality+and+Climate+(ISIAQ)%3A+Ghent%2C+Belgium.+(2016)+++++&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F1502247%2F