Matches in SemOpenAlex for { <https://semopenalex.org/work/W4315464696> ?p ?o ?g. }
Showing items 1 to 68 of
68
with 100 items per page.
- W4315464696 abstract "Stratospheric aerosol injection is a proposed form of solar climate invention (SCI) that could potentially reduce the amount of future warming from externally-forced climate change. However, more research is needed, as there are significant uncertainties surrounding the possible impacts of SCI, including unforeseen effects on regional climate patterns. In this study, we consider a climate model simulation of the deployment of stratospheric aerosols to maintain the global mean surface temperature at 1.5°C above pre-industrial levels (ARISE-SAI-1.5). Leveraging two different machine learning methods, we evaluate when the effects of SCI would be detectable at regional scales. Specifically, we train a logistic regression model to classify whether an annual mean map of near-surface temperature or total precipitation is from future climate change under the influence of SCI or not. We then design an artificial neural network to predict how many years it has been since the deployment of SCI by inputting the regional maps from the climate intervention scenario. In both detection methods, we use feature attribution methods to spatially understand the forced climate patterns that are important for the machine learning model predictions. The differences in regional temperature signals are detectable in under a decade for most regions in the SCI scenario compared to greenhouse gas warming. However, the influence of SCI on regional precipitation patterns is more difficult to distinguish due to the presence of internal climate variability." @default.
- W4315464696 created "2023-01-11" @default.
- W4315464696 creator A5038101556 @default.
- W4315464696 creator A5054390435 @default.
- W4315464696 creator A5076304382 @default.
- W4315464696 date "2023-03-31" @default.
- W4315464696 modified "2023-09-27" @default.
- W4315464696 title "Identifying the regional emergence of climate patterns in the ARISE-SAI-1.5 simulations" @default.
- W4315464696 doi "https://doi.org/10.31223/x5394z" @default.
- W4315464696 hasPublicationYear "2023" @default.
- W4315464696 type Work @default.
- W4315464696 citedByCount "0" @default.
- W4315464696 crossrefType "posted-content" @default.
- W4315464696 hasAuthorship W4315464696A5038101556 @default.
- W4315464696 hasAuthorship W4315464696A5054390435 @default.
- W4315464696 hasAuthorship W4315464696A5076304382 @default.
- W4315464696 hasBestOaLocation W43154646961 @default.
- W4315464696 hasConcept C105339364 @default.
- W4315464696 hasConcept C107054158 @default.
- W4315464696 hasConcept C111368507 @default.
- W4315464696 hasConcept C111919701 @default.
- W4315464696 hasConcept C115343472 @default.
- W4315464696 hasConcept C127313418 @default.
- W4315464696 hasConcept C132651083 @default.
- W4315464696 hasConcept C141452985 @default.
- W4315464696 hasConcept C153294291 @default.
- W4315464696 hasConcept C168754636 @default.
- W4315464696 hasConcept C205649164 @default.
- W4315464696 hasConcept C39432304 @default.
- W4315464696 hasConcept C41008148 @default.
- W4315464696 hasConcept C42683663 @default.
- W4315464696 hasConcept C47737302 @default.
- W4315464696 hasConcept C49204034 @default.
- W4315464696 hasConcept C91586092 @default.
- W4315464696 hasConceptScore W4315464696C105339364 @default.
- W4315464696 hasConceptScore W4315464696C107054158 @default.
- W4315464696 hasConceptScore W4315464696C111368507 @default.
- W4315464696 hasConceptScore W4315464696C111919701 @default.
- W4315464696 hasConceptScore W4315464696C115343472 @default.
- W4315464696 hasConceptScore W4315464696C127313418 @default.
- W4315464696 hasConceptScore W4315464696C132651083 @default.
- W4315464696 hasConceptScore W4315464696C141452985 @default.
- W4315464696 hasConceptScore W4315464696C153294291 @default.
- W4315464696 hasConceptScore W4315464696C168754636 @default.
- W4315464696 hasConceptScore W4315464696C205649164 @default.
- W4315464696 hasConceptScore W4315464696C39432304 @default.
- W4315464696 hasConceptScore W4315464696C41008148 @default.
- W4315464696 hasConceptScore W4315464696C42683663 @default.
- W4315464696 hasConceptScore W4315464696C47737302 @default.
- W4315464696 hasConceptScore W4315464696C49204034 @default.
- W4315464696 hasConceptScore W4315464696C91586092 @default.
- W4315464696 hasLocation W43154646961 @default.
- W4315464696 hasLocation W43154646962 @default.
- W4315464696 hasOpenAccess W4315464696 @default.
- W4315464696 hasPrimaryLocation W43154646961 @default.
- W4315464696 hasRelatedWork W2008784356 @default.
- W4315464696 hasRelatedWork W2023555872 @default.
- W4315464696 hasRelatedWork W2046373044 @default.
- W4315464696 hasRelatedWork W2049603423 @default.
- W4315464696 hasRelatedWork W2101286626 @default.
- W4315464696 hasRelatedWork W2129602285 @default.
- W4315464696 hasRelatedWork W2158698163 @default.
- W4315464696 hasRelatedWork W2371597693 @default.
- W4315464696 hasRelatedWork W2949393556 @default.
- W4315464696 hasRelatedWork W4281261061 @default.
- W4315464696 isParatext "false" @default.
- W4315464696 isRetracted "false" @default.
- W4315464696 workType "article" @default.