Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385694408> ?p ?o ?g. }
Showing items 1 to 60 of
60
with 100 items per page.
- W4385694408 abstract "In this paper, the residual convolutional neural network Resnet50 is applied to satellite imagery collected on the 12 January 2010 earthquake with a moment magnitude (Mw) of 7.0 that struck the western cities of Haiti such as Port-au-Prince, Leogane and Jacmel, and on 14 August 2021 another earthquake with moment magnitude (Mw) of 7.2 that hit the southwestern peninsula of Haiti with its epicenter located not too far from the main city of Les Cayes. Meta data that provide geolocations of landmark buildings, residential quarters, road infrastructures and landslide areas are used to partition the post-earthquake satellite images and create three class databanks that allow training and testing of the Resnet50 architecture to establish similarities between western and southwestern areas of the country in land topography, housing quarters and road networks. In a first experiment, datasets derived from the post-earthquake image of 12 January 2010 are used to train the network while the datasets from the post-earthquake of 14 August 2021 are reserved for testing; the network architecture Resnet50 exhibits an average performance of about 88% on testing. Using data augmentation by 8 fold on the training set with datasets from the 14 August 2021 earthquake, testing performance on the 12 January 2010 earthquake improves by 4% with the network trained on the original datasets. Therefore, Resnet50 appears to be a well suited network architecture to detect and locate land areas, houses and roads severely impacted by an earthquake." @default.
- W4385694408 created "2023-08-10" @default.
- W4385694408 creator A5056149609 @default.
- W4385694408 creator A5063232422 @default.
- W4385694408 creator A5073038629 @default.
- W4385694408 date "2023-07-13" @default.
- W4385694408 modified "2023-09-27" @default.
- W4385694408 title "Resnet50 to Detect Landslides, Damaged Infrastructures and Crumbled Houses from Haiti 2010 and 2021 Earthquakes" @default.
- W4385694408 cites W2036477695 @default.
- W4385694408 cites W2128704751 @default.
- W4385694408 cites W4220914908 @default.
- W4385694408 cites W4310502305 @default.
- W4385694408 doi "https://doi.org/10.1109/iaict59002.2023.10205657" @default.
- W4385694408 hasPublicationYear "2023" @default.
- W4385694408 type Work @default.
- W4385694408 citedByCount "0" @default.
- W4385694408 crossrefType "proceedings-article" @default.
- W4385694408 hasAuthorship W4385694408A5056149609 @default.
- W4385694408 hasAuthorship W4385694408A5063232422 @default.
- W4385694408 hasAuthorship W4385694408A5073038629 @default.
- W4385694408 hasConcept C123588078 @default.
- W4385694408 hasConcept C127313418 @default.
- W4385694408 hasConcept C165205528 @default.
- W4385694408 hasConcept C166957645 @default.
- W4385694408 hasConcept C186295008 @default.
- W4385694408 hasConcept C205649164 @default.
- W4385694408 hasConcept C2524010 @default.
- W4385694408 hasConcept C33923547 @default.
- W4385694408 hasConcept C58640448 @default.
- W4385694408 hasConcept C60859754 @default.
- W4385694408 hasConcept C90987359 @default.
- W4385694408 hasConcept C99844830 @default.
- W4385694408 hasConceptScore W4385694408C123588078 @default.
- W4385694408 hasConceptScore W4385694408C127313418 @default.
- W4385694408 hasConceptScore W4385694408C165205528 @default.
- W4385694408 hasConceptScore W4385694408C166957645 @default.
- W4385694408 hasConceptScore W4385694408C186295008 @default.
- W4385694408 hasConceptScore W4385694408C205649164 @default.
- W4385694408 hasConceptScore W4385694408C2524010 @default.
- W4385694408 hasConceptScore W4385694408C33923547 @default.
- W4385694408 hasConceptScore W4385694408C58640448 @default.
- W4385694408 hasConceptScore W4385694408C60859754 @default.
- W4385694408 hasConceptScore W4385694408C90987359 @default.
- W4385694408 hasConceptScore W4385694408C99844830 @default.
- W4385694408 hasLocation W43856944081 @default.
- W4385694408 hasOpenAccess W4385694408 @default.
- W4385694408 hasPrimaryLocation W43856944081 @default.
- W4385694408 hasRelatedWork W2038865848 @default.
- W4385694408 hasRelatedWork W2055305546 @default.
- W4385694408 hasRelatedWork W2087660049 @default.
- W4385694408 hasRelatedWork W2155809674 @default.
- W4385694408 hasRelatedWork W2364955367 @default.
- W4385694408 hasRelatedWork W2380874312 @default.
- W4385694408 hasRelatedWork W2386798299 @default.
- W4385694408 hasRelatedWork W3202646931 @default.
- W4385694408 hasRelatedWork W4381378910 @default.
- W4385694408 hasRelatedWork W921822951 @default.
- W4385694408 isParatext "false" @default.
- W4385694408 isRetracted "false" @default.
- W4385694408 workType "article" @default.