Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366999596> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4366999596 abstract "Traffic congestion caused by non-recurring incidents such as vehicle crashes and debris is a key issue for Traffic Management Centers (TMCs). Clearing incidents in a timely manner is essential for improving safety and reducing delays and emissions for the traveling public. However, TMCs and other responders face a challenge in predicting the duration of incidents (until the roadway is clear), making decisions of what resources to deploy difficult. To address this problem, this research developed an analytical framework and end-to-end machine-learning solution for predicting incident duration based on information available as soon as an incident report is received. Quality predictions of incident duration can help TMCs and other responders take a proactive approach in deploying responder services such as tow trucks, maintenance crews or activating alternative routes. The predictions use a combination of classification and regression machine learning modules. The performance of the developed solution has been evaluated based on the Mean Absolute Error (MAE), or deviation from the actual incident duration as well as Area Under the Curve (AUC) and Mean Absolute Percentage Error (MAPE). The results showed that the framework significantly improved incident duration prediction compared to methods from previous research." @default.
- W4366999596 created "2023-04-27" @default.
- W4366999596 creator A5012013627 @default.
- W4366999596 creator A5027182927 @default.
- W4366999596 creator A5057653333 @default.
- W4366999596 creator A5058382963 @default.
- W4366999596 date "2023-04-22" @default.
- W4366999596 modified "2023-09-26" @default.
- W4366999596 title "Machine learning framework for end-to-end implementation of Incident duration prediction" @default.
- W4366999596 doi "https://doi.org/10.48550/arxiv.2304.11507" @default.
- W4366999596 hasPublicationYear "2023" @default.
- W4366999596 type Work @default.
- W4366999596 citedByCount "0" @default.
- W4366999596 crossrefType "posted-content" @default.
- W4366999596 hasAuthorship W4366999596A5012013627 @default.
- W4366999596 hasAuthorship W4366999596A5027182927 @default.
- W4366999596 hasAuthorship W4366999596A5057653333 @default.
- W4366999596 hasAuthorship W4366999596A5058382963 @default.
- W4366999596 hasBestOaLocation W43669995961 @default.
- W4366999596 hasConcept C112758219 @default.
- W4366999596 hasConcept C124952713 @default.
- W4366999596 hasConcept C127413603 @default.
- W4366999596 hasConcept C142362112 @default.
- W4366999596 hasConcept C150217764 @default.
- W4366999596 hasConcept C154945302 @default.
- W4366999596 hasConcept C171146098 @default.
- W4366999596 hasConcept C2780952636 @default.
- W4366999596 hasConcept C38652104 @default.
- W4366999596 hasConcept C41008148 @default.
- W4366999596 hasConcept C44154836 @default.
- W4366999596 hasConcept C50644808 @default.
- W4366999596 hasConcept C52121051 @default.
- W4366999596 hasConceptScore W4366999596C112758219 @default.
- W4366999596 hasConceptScore W4366999596C124952713 @default.
- W4366999596 hasConceptScore W4366999596C127413603 @default.
- W4366999596 hasConceptScore W4366999596C142362112 @default.
- W4366999596 hasConceptScore W4366999596C150217764 @default.
- W4366999596 hasConceptScore W4366999596C154945302 @default.
- W4366999596 hasConceptScore W4366999596C171146098 @default.
- W4366999596 hasConceptScore W4366999596C2780952636 @default.
- W4366999596 hasConceptScore W4366999596C38652104 @default.
- W4366999596 hasConceptScore W4366999596C41008148 @default.
- W4366999596 hasConceptScore W4366999596C44154836 @default.
- W4366999596 hasConceptScore W4366999596C50644808 @default.
- W4366999596 hasConceptScore W4366999596C52121051 @default.
- W4366999596 hasLocation W43669995961 @default.
- W4366999596 hasOpenAccess W4366999596 @default.
- W4366999596 hasPrimaryLocation W43669995961 @default.
- W4366999596 hasRelatedWork W2031585355 @default.
- W4366999596 hasRelatedWork W2056425734 @default.
- W4366999596 hasRelatedWork W2371931001 @default.
- W4366999596 hasRelatedWork W2373586101 @default.
- W4366999596 hasRelatedWork W2899084033 @default.
- W4366999596 hasRelatedWork W3107474891 @default.
- W4366999596 hasRelatedWork W4296307402 @default.
- W4366999596 hasRelatedWork W569904557 @default.
- W4366999596 hasRelatedWork W590097776 @default.
- W4366999596 hasRelatedWork W596033692 @default.
- W4366999596 isParatext "false" @default.
- W4366999596 isRetracted "false" @default.
- W4366999596 workType "article" @default.