Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384080558> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4384080558 endingPage "35" @default.
- W4384080558 startingPage "17" @default.
- W4384080558 abstract "In the past few years, approaches such as physics informed neural networks (PINNs) have been applied to a variety of applications that can be modeled by linear and nonlinear ordinary and partial differential equations. Specifically, this work builds on the application of PINNs to a SIRD (susceptible, infectious, recovered, and dead) compartmental model and enhances it to build new mathematical models that incorporate transportation between populations and their impact on the dynamics of infectious diseases. Our work employs neural networks capable of learning how diseases spread, forecasting their progression, and finding their unique parameters. We show how these approaches are capable of predicting the behavior of a disease described by governing differential equations that include parameters and variables associated with the movement of the population between neighboring cities. We show that our model validates real data and also how such PINNs based methods predict optimal parameters for given datasets." @default.
- W4384080558 created "2023-07-13" @default.
- W4384080558 creator A5016116939 @default.
- W4384080558 creator A5021918531 @default.
- W4384080558 creator A5029673753 @default.
- W4384080558 creator A5066172795 @default.
- W4384080558 date "2023-01-01" @default.
- W4384080558 modified "2023-09-27" @default.
- W4384080558 title "Machine Learning for Predicting the Dynamics of Infectious Diseases during travel through Physics Informed Neural Networks" @default.
- W4384080558 cites W142993775 @default.
- W4384080558 cites W2009327139 @default.
- W4384080558 cites W2041572706 @default.
- W4384080558 cites W2148301044 @default.
- W4384080558 cites W2899283552 @default.
- W4384080558 cites W3097391358 @default.
- W4384080558 cites W3099892132 @default.
- W4384080558 cites W3169655902 @default.
- W4384080558 cites W4206721396 @default.
- W4384080558 cites W4236246625 @default.
- W4384080558 cites W4239906971 @default.
- W4384080558 cites W4288039037 @default.
- W4384080558 cites W4292156591 @default.
- W4384080558 cites W94176095 @default.
- W4384080558 doi "https://doi.org/10.1615/jmachlearnmodelcomput.2023047213" @default.
- W4384080558 hasPublicationYear "2023" @default.
- W4384080558 type Work @default.
- W4384080558 citedByCount "0" @default.
- W4384080558 crossrefType "journal-article" @default.
- W4384080558 hasAuthorship W4384080558A5016116939 @default.
- W4384080558 hasAuthorship W4384080558A5021918531 @default.
- W4384080558 hasAuthorship W4384080558A5029673753 @default.
- W4384080558 hasAuthorship W4384080558A5066172795 @default.
- W4384080558 hasConcept C105795698 @default.
- W4384080558 hasConcept C119857082 @default.
- W4384080558 hasConcept C121332964 @default.
- W4384080558 hasConcept C134306372 @default.
- W4384080558 hasConcept C136197465 @default.
- W4384080558 hasConcept C142724271 @default.
- W4384080558 hasConcept C144024400 @default.
- W4384080558 hasConcept C145912823 @default.
- W4384080558 hasConcept C149923435 @default.
- W4384080558 hasConcept C154945302 @default.
- W4384080558 hasConcept C158622935 @default.
- W4384080558 hasConcept C24890656 @default.
- W4384080558 hasConcept C2779134260 @default.
- W4384080558 hasConcept C2908647359 @default.
- W4384080558 hasConcept C33923547 @default.
- W4384080558 hasConcept C41008148 @default.
- W4384080558 hasConcept C50644808 @default.
- W4384080558 hasConcept C51544822 @default.
- W4384080558 hasConcept C524204448 @default.
- W4384080558 hasConcept C62520636 @default.
- W4384080558 hasConcept C71924100 @default.
- W4384080558 hasConcept C76969082 @default.
- W4384080558 hasConcept C78045399 @default.
- W4384080558 hasConceptScore W4384080558C105795698 @default.
- W4384080558 hasConceptScore W4384080558C119857082 @default.
- W4384080558 hasConceptScore W4384080558C121332964 @default.
- W4384080558 hasConceptScore W4384080558C134306372 @default.
- W4384080558 hasConceptScore W4384080558C136197465 @default.
- W4384080558 hasConceptScore W4384080558C142724271 @default.
- W4384080558 hasConceptScore W4384080558C144024400 @default.
- W4384080558 hasConceptScore W4384080558C145912823 @default.
- W4384080558 hasConceptScore W4384080558C149923435 @default.
- W4384080558 hasConceptScore W4384080558C154945302 @default.
- W4384080558 hasConceptScore W4384080558C158622935 @default.
- W4384080558 hasConceptScore W4384080558C24890656 @default.
- W4384080558 hasConceptScore W4384080558C2779134260 @default.
- W4384080558 hasConceptScore W4384080558C2908647359 @default.
- W4384080558 hasConceptScore W4384080558C33923547 @default.
- W4384080558 hasConceptScore W4384080558C41008148 @default.
- W4384080558 hasConceptScore W4384080558C50644808 @default.
- W4384080558 hasConceptScore W4384080558C51544822 @default.
- W4384080558 hasConceptScore W4384080558C524204448 @default.
- W4384080558 hasConceptScore W4384080558C62520636 @default.
- W4384080558 hasConceptScore W4384080558C71924100 @default.
- W4384080558 hasConceptScore W4384080558C76969082 @default.
- W4384080558 hasConceptScore W4384080558C78045399 @default.
- W4384080558 hasIssue "3" @default.
- W4384080558 hasLocation W43840805581 @default.
- W4384080558 hasOpenAccess W4384080558 @default.
- W4384080558 hasPrimaryLocation W43840805581 @default.
- W4384080558 hasRelatedWork W1974609323 @default.
- W4384080558 hasRelatedWork W2961085424 @default.
- W4384080558 hasRelatedWork W3033897309 @default.
- W4384080558 hasRelatedWork W3134527216 @default.
- W4384080558 hasRelatedWork W3189822244 @default.
- W4384080558 hasRelatedWork W4206417931 @default.
- W4384080558 hasRelatedWork W4281852664 @default.
- W4384080558 hasRelatedWork W4306674287 @default.
- W4384080558 hasRelatedWork W4312489735 @default.
- W4384080558 hasRelatedWork W4386350817 @default.
- W4384080558 hasVolume "4" @default.
- W4384080558 isParatext "false" @default.
- W4384080558 isRetracted "false" @default.
- W4384080558 workType "article" @default.