Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387047341> ?p ?o ?g. }
- W4387047341 endingPage "4075" @default.
- W4387047341 startingPage "4075" @default.
- W4387047341 abstract "Intelligent transportation systems need to realize accurate traffic congestion prediction. The spatio-temporal features of traffic flow are essential to analyze and predict congestion. Our study proposes a data-driven model to predict the traffic congested flow. Firstly, the traffic zone/grid method is used to store the local area roads’ average speed of the vehicles. Second, the discrete snapshot set is proposed to characterize traffic flow’s spatial and temporal features over a continuous period. Third, the evolution of traffic congested flow in various time dimensions (weekly days, weekend days, and one week) is examined by transforming the global urban transportation network into traffic zones. Finally, the data-driven model is constructed to predict urban road traffic congestion by using the extracted spatio-temporal characteristics of traffic zones’ traffic flow, the snapshot set of which serves as inputs for this model. The model adopts the convolutional LSTM network to learn the temporal and local spatial features of traffic flow, while utilizing a convolutional neural network to effectively capture the global spatial features inherent in traffic flow. The numerical experiments are conducted on two cities’ transportation networks, and the results demonstrate that the performance of the proposed model outperforms traditional traffic flow prediction models." @default.
- W4387047341 created "2023-09-27" @default.
- W4387047341 creator A5003850660 @default.
- W4387047341 creator A5013688157 @default.
- W4387047341 creator A5016927551 @default.
- W4387047341 creator A5043567322 @default.
- W4387047341 creator A5047364335 @default.
- W4387047341 date "2023-09-26" @default.
- W4387047341 modified "2023-09-27" @default.
- W4387047341 title "Urban Traffic Flow Congestion Prediction Based on a Data-Driven Model" @default.
- W4387047341 cites W1967514707 @default.
- W4387047341 cites W1972269447 @default.
- W4387047341 cites W1986500162 @default.
- W4387047341 cites W2004353783 @default.
- W4387047341 cites W2012051283 @default.
- W4387047341 cites W2024558842 @default.
- W4387047341 cites W2066377449 @default.
- W4387047341 cites W2217607432 @default.
- W4387047341 cites W2297788108 @default.
- W4387047341 cites W2470641485 @default.
- W4387047341 cites W2528639018 @default.
- W4387047341 cites W2573587735 @default.
- W4387047341 cites W2577074172 @default.
- W4387047341 cites W2579495707 @default.
- W4387047341 cites W2583110309 @default.
- W4387047341 cites W2941870244 @default.
- W4387047341 cites W2966537666 @default.
- W4387047341 cites W2972093239 @default.
- W4387047341 cites W3003862857 @default.
- W4387047341 cites W3007866289 @default.
- W4387047341 cites W3020001547 @default.
- W4387047341 cites W3048749423 @default.
- W4387047341 cites W3085866332 @default.
- W4387047341 cites W4295973427 @default.
- W4387047341 cites W4296129573 @default.
- W4387047341 cites W4308810895 @default.
- W4387047341 cites W4311510306 @default.
- W4387047341 cites W4312156708 @default.
- W4387047341 cites W4317663853 @default.
- W4387047341 cites W4363676665 @default.
- W4387047341 cites W4379055341 @default.
- W4387047341 cites W4379662081 @default.
- W4387047341 cites W4382463385 @default.
- W4387047341 cites W4385618374 @default.
- W4387047341 cites W4385979040 @default.
- W4387047341 doi "https://doi.org/10.3390/math11194075" @default.
- W4387047341 hasPublicationYear "2023" @default.
- W4387047341 type Work @default.
- W4387047341 citedByCount "0" @default.
- W4387047341 crossrefType "journal-article" @default.
- W4387047341 hasAuthorship W4387047341A5003850660 @default.
- W4387047341 hasAuthorship W4387047341A5013688157 @default.
- W4387047341 hasAuthorship W4387047341A5016927551 @default.
- W4387047341 hasAuthorship W4387047341A5043567322 @default.
- W4387047341 hasAuthorship W4387047341A5047364335 @default.
- W4387047341 hasBestOaLocation W43870473411 @default.
- W4387047341 hasConcept C111919701 @default.
- W4387047341 hasConcept C114809511 @default.
- W4387047341 hasConcept C124101348 @default.
- W4387047341 hasConcept C126255220 @default.
- W4387047341 hasConcept C127413603 @default.
- W4387047341 hasConcept C13280743 @default.
- W4387047341 hasConcept C154945302 @default.
- W4387047341 hasConcept C176715033 @default.
- W4387047341 hasConcept C187691185 @default.
- W4387047341 hasConcept C205649164 @default.
- W4387047341 hasConcept C207512268 @default.
- W4387047341 hasConcept C22212356 @default.
- W4387047341 hasConcept C25492975 @default.
- W4387047341 hasConcept C2779888511 @default.
- W4387047341 hasConcept C31258907 @default.
- W4387047341 hasConcept C33923547 @default.
- W4387047341 hasConcept C41008148 @default.
- W4387047341 hasConcept C47796450 @default.
- W4387047341 hasConcept C55282118 @default.
- W4387047341 hasConcept C64093975 @default.
- W4387047341 hasConcept C79403827 @default.
- W4387047341 hasConcept C81363708 @default.
- W4387047341 hasConceptScore W4387047341C111919701 @default.
- W4387047341 hasConceptScore W4387047341C114809511 @default.
- W4387047341 hasConceptScore W4387047341C124101348 @default.
- W4387047341 hasConceptScore W4387047341C126255220 @default.
- W4387047341 hasConceptScore W4387047341C127413603 @default.
- W4387047341 hasConceptScore W4387047341C13280743 @default.
- W4387047341 hasConceptScore W4387047341C154945302 @default.
- W4387047341 hasConceptScore W4387047341C176715033 @default.
- W4387047341 hasConceptScore W4387047341C187691185 @default.
- W4387047341 hasConceptScore W4387047341C205649164 @default.
- W4387047341 hasConceptScore W4387047341C207512268 @default.
- W4387047341 hasConceptScore W4387047341C22212356 @default.
- W4387047341 hasConceptScore W4387047341C25492975 @default.
- W4387047341 hasConceptScore W4387047341C2779888511 @default.
- W4387047341 hasConceptScore W4387047341C31258907 @default.
- W4387047341 hasConceptScore W4387047341C33923547 @default.
- W4387047341 hasConceptScore W4387047341C41008148 @default.
- W4387047341 hasConceptScore W4387047341C47796450 @default.
- W4387047341 hasConceptScore W4387047341C55282118 @default.
- W4387047341 hasConceptScore W4387047341C64093975 @default.