?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Evaluating+the%C2%A0Impact+of%C2%A0Atmospheric+CO2+Emissions+via%C2%A0Super+Resolution+of%C2%A0Remote+Sensing+Data&rft.creator=Rakotoharisoa%2C+A&rft.creator=Cenci%2C+S&rft.creator=Arcucci%2C+R&rft.description=Understanding+how+emissions+from+point+sources+affect+the+atmospheric+concentrations+of+Greenhouse+Gases+(GHGs)+locally+and+on+a+wider+scale+is+crucial+to+quantify+their+impact+on+climate+change.+To+this+end%2C+different+ways+of+performing+global+monitoring+of+GHGs+concentration+using+remote+sensing+data+have+been+explored.+The+main+difficulty+remains+to+find+the+right+balance+between+high+resolution+monitoring%2C+which+is+often+incomplete%2C+and+global+monitoring%2C+but+at+a+coarser+resolution.+This+study+proposes+the+application+of+Super+Resolution+(SR)%2C+a+Deep+Learning+(DL)+technique+commonly+employed+in+Computer+Vision%2C+to+increase+the+resolution+of+atmospheric+CO2+L3+satellite+data.+The+resulting+maps+are+achieving+an+approximate+resolution+of+1%C2%A0km%C2%A0*%C2%A01%C2%A0km+and+are+then+compared+with+a+benchmark+of+existing+methods%2C+before+being+used+for+emissions+monitoring.&rft.subject=Science+%26+Technology%2C+Technology%2C+Computer+Science%2C+Artificial+Intelligence%2C+Computer+Science%2C+Interdisciplinary+Applications%2C+Computer+Science%2C+Theory+%26+Methods%2C+Computer+Science%2C+Super+Resolution%2C+Remote+Sensing%2C+GHG+Monitoring&rft.publisher=Springer%2C+Cham&rft.contributor=Franco%2C+L&rft.contributor=DeMulatier%2C+C&rft.contributor=Paszynski%2C+M&rft.contributor=Krzhizhanovskaya%2C+VV&rft.contributor=Dongarra%2C+JJ&rft.contributor=Sloot%2C+PMA&rft.date=2024-06-28&rft.type=Proceedings+paper&rft.language=eng&rft.source=+++++In%3A+Franco%2C+L+and+DeMulatier%2C+C+and+Paszynski%2C+M+and+Krzhizhanovskaya%2C+VV+and+Dongarra%2C+JJ+and+Sloot%2C+PMA%2C+(eds.)+Computational+Science+%E2%80%93+ICCS+2024.++(pp.+pp.+383-390).++Springer%2C+Cham+(2024)+++++&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10198606%2F