Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297997196> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W4297997196 abstract "Abstract Solar flares are one of the most extreme space weather events in our solar system. The impulsive solar radio emission associated with a solar flare is known as a solar radio burst (SRB). They are generally studied in dynamic spectra and are classified into five major spectral classes, ranging from Type I to Type V, based on their form and frequency, and time duration. Due to their intricate characterisation, generating a training set for object detection and classification models of such phenomena is a difficulty in machine learning. Current algorithms implement parametric modelling where the quantity, grouping, intensity, drift rate, heterogeneity, start-end frequency, and start-end time of Type III and Type II radio bursts are all random. However, this model does not factor in the true shape or general features seen in real dynamic spectra observations of the sun, which can be crucial when training classification or object detection algorithms. In this research, we introduce a methodology named Generative Adversarial Network (GAN) for generating realistic SRB simulations. By using real examples of Type III and Type II SRB data, we can train GANs to generate images almost comparable to real observed data. Furthermore, we evaluate the model’s generated results using human perception, then we compare and contrast the results using a metric known as Fréchet Inception Distance." @default.
- W4297997196 created "2022-10-01" @default.
- W4297997196 creator A5011249115 @default.
- W4297997196 creator A5014986870 @default.
- W4297997196 creator A5019646038 @default.
- W4297997196 creator A5027096810 @default.
- W4297997196 creator A5060094368 @default.
- W4297997196 date "2022-09-29" @default.
- W4297997196 modified "2023-09-28" @default.
- W4297997196 title "Simulating solar radio bursts using generative adversarial networks" @default.
- W4297997196 doi "https://doi.org/10.21203/rs.3.rs-2104014/v1" @default.
- W4297997196 hasPublicationYear "2022" @default.
- W4297997196 type Work @default.
- W4297997196 citedByCount "0" @default.
- W4297997196 crossrefType "posted-content" @default.
- W4297997196 hasAuthorship W4297997196A5011249115 @default.
- W4297997196 hasAuthorship W4297997196A5014986870 @default.
- W4297997196 hasAuthorship W4297997196A5019646038 @default.
- W4297997196 hasAuthorship W4297997196A5027096810 @default.
- W4297997196 hasAuthorship W4297997196A5060094368 @default.
- W4297997196 hasBestOaLocation W42979971961 @default.
- W4297997196 hasConcept C105795698 @default.
- W4297997196 hasConcept C11413529 @default.
- W4297997196 hasConcept C115051666 @default.
- W4297997196 hasConcept C117251300 @default.
- W4297997196 hasConcept C121332964 @default.
- W4297997196 hasConcept C127413603 @default.
- W4297997196 hasConcept C151325931 @default.
- W4297997196 hasConcept C153180895 @default.
- W4297997196 hasConcept C153294291 @default.
- W4297997196 hasConcept C154945302 @default.
- W4297997196 hasConcept C167966045 @default.
- W4297997196 hasConcept C176217482 @default.
- W4297997196 hasConcept C177264268 @default.
- W4297997196 hasConcept C185001636 @default.
- W4297997196 hasConcept C18903297 @default.
- W4297997196 hasConcept C199360897 @default.
- W4297997196 hasConcept C21547014 @default.
- W4297997196 hasConcept C2777299769 @default.
- W4297997196 hasConcept C2781238097 @default.
- W4297997196 hasConcept C2992142144 @default.
- W4297997196 hasConcept C33923547 @default.
- W4297997196 hasConcept C39890363 @default.
- W4297997196 hasConcept C41008148 @default.
- W4297997196 hasConcept C44870925 @default.
- W4297997196 hasConcept C58489278 @default.
- W4297997196 hasConcept C76155785 @default.
- W4297997196 hasConcept C86803240 @default.
- W4297997196 hasConcept C92545706 @default.
- W4297997196 hasConceptScore W4297997196C105795698 @default.
- W4297997196 hasConceptScore W4297997196C11413529 @default.
- W4297997196 hasConceptScore W4297997196C115051666 @default.
- W4297997196 hasConceptScore W4297997196C117251300 @default.
- W4297997196 hasConceptScore W4297997196C121332964 @default.
- W4297997196 hasConceptScore W4297997196C127413603 @default.
- W4297997196 hasConceptScore W4297997196C151325931 @default.
- W4297997196 hasConceptScore W4297997196C153180895 @default.
- W4297997196 hasConceptScore W4297997196C153294291 @default.
- W4297997196 hasConceptScore W4297997196C154945302 @default.
- W4297997196 hasConceptScore W4297997196C167966045 @default.
- W4297997196 hasConceptScore W4297997196C176217482 @default.
- W4297997196 hasConceptScore W4297997196C177264268 @default.
- W4297997196 hasConceptScore W4297997196C185001636 @default.
- W4297997196 hasConceptScore W4297997196C18903297 @default.
- W4297997196 hasConceptScore W4297997196C199360897 @default.
- W4297997196 hasConceptScore W4297997196C21547014 @default.
- W4297997196 hasConceptScore W4297997196C2777299769 @default.
- W4297997196 hasConceptScore W4297997196C2781238097 @default.
- W4297997196 hasConceptScore W4297997196C2992142144 @default.
- W4297997196 hasConceptScore W4297997196C33923547 @default.
- W4297997196 hasConceptScore W4297997196C39890363 @default.
- W4297997196 hasConceptScore W4297997196C41008148 @default.
- W4297997196 hasConceptScore W4297997196C44870925 @default.
- W4297997196 hasConceptScore W4297997196C58489278 @default.
- W4297997196 hasConceptScore W4297997196C76155785 @default.
- W4297997196 hasConceptScore W4297997196C86803240 @default.
- W4297997196 hasConceptScore W4297997196C92545706 @default.
- W4297997196 hasLocation W42979971961 @default.
- W4297997196 hasOpenAccess W4297997196 @default.
- W4297997196 hasPrimaryLocation W42979971961 @default.
- W4297997196 hasRelatedWork W150925674 @default.
- W4297997196 hasRelatedWork W2786010873 @default.
- W4297997196 hasRelatedWork W2887447356 @default.
- W4297997196 hasRelatedWork W3006036127 @default.
- W4297997196 hasRelatedWork W3039384219 @default.
- W4297997196 hasRelatedWork W3105675572 @default.
- W4297997196 hasRelatedWork W4249357849 @default.
- W4297997196 hasRelatedWork W4283757204 @default.
- W4297997196 hasRelatedWork W4288070439 @default.
- W4297997196 hasRelatedWork W4293659211 @default.
- W4297997196 isParatext "false" @default.
- W4297997196 isRetracted "false" @default.
- W4297997196 workType "article" @default.