FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201915747> ?p ?o ?g. }

• W3201915747 endingPage "10" @default.
• W3201915747 startingPage "1" @default.
• W3201915747 abstract "Real-time expressway traffic flow prediction is always an important research field of intelligent transportation, which is conducive to inducing and managing traffic flow in case of congestion. According to the characteristics of the traffic flow, this paper proposes a hybrid model, SSA-LSTM-SVR, to improve forecasting accuracy of the short-term traffic flow. Singular Spectrum Analysis (SSA) decomposes the traffic flow into one principle component and three random components, and then in terms of different characteristics of these components, Long Short-Term Memory (LSTM) and Support Vector Regression (SVR) are applied to make prediction of different components, respectively. By fusing respective forecast results, SSA-LSTM-SVR obtains the final short-term predictive value. Experiments on the traffic flows of Guizhou expressway in January 2016 show that the proposed SSA-LSTM-SVR model has lower predictive errors and a higher accuracy and fitting goodness than other baselines. This illustrates that a hybrid model for traffic flow prediction based on components decomposition is more effective than a single model, since it can capture the main regularity and random variations of traffic flow." @default.
• W3201915747 created "2021-10-11" @default.
• W3201915747 creator A5031601608 @default.
• W3201915747 creator A5034248809 @default.
• W3201915747 creator A5058108393 @default.
• W3201915747 creator A5087939576 @default.
• W3201915747 date "2021-09-30" @default.
• W3201915747 modified "2023-10-06" @default.
• W3201915747 title "Short-Term Traffic Flow Prediction of Expressway: A Hybrid Method Based on Singular Spectrum Analysis Decomposition" @default.
• W3201915747 cites W1875626450 @default.
• W3201915747 cites W1964337655 @default.
• W3201915747 cites W2131739422 @default.
• W3201915747 cites W2293634267 @default.
• W3201915747 cites W2511484079 @default.
• W3201915747 cites W2695427614 @default.
• W3201915747 cites W2793820729 @default.
• W3201915747 cites W2805089611 @default.
• W3201915747 cites W2889230014 @default.
• W3201915747 cites W2889793454 @default.
• W3201915747 cites W2891280833 @default.
• W3201915747 cites W2939224083 @default.
• W3201915747 cites W2942505192 @default.
• W3201915747 cites W2964335123 @default.
• W3201915747 cites W2968450801 @default.
• W3201915747 cites W2975195404 @default.
• W3201915747 cites W3000301417 @default.
• W3201915747 cites W3003862857 @default.
• W3201915747 cites W3033337169 @default.
• W3201915747 cites W3106815347 @default.
• W3201915747 doi "https://doi.org/10.1155/2021/4313970" @default.
• W3201915747 hasPublicationYear "2021" @default.
• W3201915747 type Work @default.
• W3201915747 sameAs 3201915747 @default.
• W3201915747 citedByCount "3" @default.
• W3201915747 countsByYear W32019157472022 @default.
• W3201915747 countsByYear W32019157472023 @default.
• W3201915747 crossrefType "journal-article" @default.
• W3201915747 hasAuthorship W3201915747A5031601608 @default.
• W3201915747 hasAuthorship W3201915747A5034248809 @default.
• W3201915747 hasAuthorship W3201915747A5058108393 @default.
• W3201915747 hasAuthorship W3201915747A5087939576 @default.
• W3201915747 hasBestOaLocation W32019157471 @default.
• W3201915747 hasConcept C11413529 @default.
• W3201915747 hasConcept C121332964 @default.
• W3201915747 hasConcept C12267149 @default.
• W3201915747 hasConcept C124101348 @default.
• W3201915747 hasConcept C124681953 @default.
• W3201915747 hasConcept C136272165 @default.
• W3201915747 hasConcept C154945302 @default.
• W3201915747 hasConcept C168167062 @default.
• W3201915747 hasConcept C18903297 @default.
• W3201915747 hasConcept C207512268 @default.
• W3201915747 hasConcept C22789450 @default.
• W3201915747 hasConcept C2524010 @default.
• W3201915747 hasConcept C33923547 @default.
• W3201915747 hasConcept C38349280 @default.
• W3201915747 hasConcept C38652104 @default.
• W3201915747 hasConcept C41008148 @default.
• W3201915747 hasConcept C61797465 @default.
• W3201915747 hasConcept C62520636 @default.
• W3201915747 hasConcept C86803240 @default.
• W3201915747 hasConcept C97355855 @default.
• W3201915747 hasConceptScore W3201915747C11413529 @default.
• W3201915747 hasConceptScore W3201915747C121332964 @default.
• W3201915747 hasConceptScore W3201915747C12267149 @default.
• W3201915747 hasConceptScore W3201915747C124101348 @default.
• W3201915747 hasConceptScore W3201915747C124681953 @default.
• W3201915747 hasConceptScore W3201915747C136272165 @default.
• W3201915747 hasConceptScore W3201915747C154945302 @default.
• W3201915747 hasConceptScore W3201915747C168167062 @default.
• W3201915747 hasConceptScore W3201915747C18903297 @default.
• W3201915747 hasConceptScore W3201915747C207512268 @default.
• W3201915747 hasConceptScore W3201915747C22789450 @default.
• W3201915747 hasConceptScore W3201915747C2524010 @default.
• W3201915747 hasConceptScore W3201915747C33923547 @default.
• W3201915747 hasConceptScore W3201915747C38349280 @default.
• W3201915747 hasConceptScore W3201915747C38652104 @default.
• W3201915747 hasConceptScore W3201915747C41008148 @default.
• W3201915747 hasConceptScore W3201915747C61797465 @default.
• W3201915747 hasConceptScore W3201915747C62520636 @default.
• W3201915747 hasConceptScore W3201915747C86803240 @default.
• W3201915747 hasConceptScore W3201915747C97355855 @default.
• W3201915747 hasLocation W32019157471 @default.
• W3201915747 hasLocation W32019157472 @default.
• W3201915747 hasOpenAccess W3201915747 @default.
• W3201915747 hasPrimaryLocation W32019157471 @default.
• W3201915747 hasRelatedWork W1487881986 @default.
• W3201915747 hasRelatedWork W1973484082 @default.
• W3201915747 hasRelatedWork W2133479907 @default.
• W3201915747 hasRelatedWork W2163282789 @default.
• W3201915747 hasRelatedWork W2352463629 @default.
• W3201915747 hasRelatedWork W2367141504 @default.
• W3201915747 hasRelatedWork W239869582 @default.
• W3201915747 hasRelatedWork W4239611914 @default.
• W3201915747 hasRelatedWork W4327917722 @default.
• W3201915747 hasRelatedWork W748832064 @default.
• W3201915747 hasVolume "2021" @default.
• W3201915747 isParatext "false" @default.

• next