Matches in SemOpenAlex for { <https://semopenalex.org/work/W2897250280> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W2897250280 abstract "The Train Maintenance Scheduling Problem (TMSP) is a real-world problem that aims at complete maintenance tasks of trains by scheduling their activities on a service site. Common methods of constructing optimal solutions to this problem are difficult as the problem consists of several highly-related sub-problems. Currently, NS is using a lo- cal search algorithm to provide solutions for the problem. However, it has several deficiencies such as solution randomness and lacking flexibility for rescheduling. In this research, we investigated the applicability of sequential decision making and supervised learning for solving TMSP. First, we formulate the TMSP problem with a reactive sequential mechanism and define the state and action space. Next, we design a feature representation for states and come up with the best kind of neural network structure through comparisons. Then, we conduct experiments to compare several search strategies with the trained network as the heuristic and find the best one. Fi- nally, we evaluate the solvability of our system and conclude that our approach has a certain capability for solving small-scale problems." @default.
- W2897250280 created "2018-10-26" @default.
- W2897250280 creator A5020045867 @default.
- W2897250280 date "2018-01-01" @default.
- W2897250280 modified "2023-09-27" @default.
- W2897250280 title "Solving Train Maintenance Scheduling Problem with Neural Networks and Tree Search" @default.
- W2897250280 cites W2109383878 @default.
- W2897250280 cites W2562852522 @default.
- W2897250280 hasPublicationYear "2018" @default.
- W2897250280 type Work @default.
- W2897250280 sameAs 2897250280 @default.
- W2897250280 citedByCount "0" @default.
- W2897250280 crossrefType "journal-article" @default.
- W2897250280 hasAuthorship W2897250280A5020045867 @default.
- W2897250280 hasConcept C111919701 @default.
- W2897250280 hasConcept C119857082 @default.
- W2897250280 hasConcept C126255220 @default.
- W2897250280 hasConcept C154945302 @default.
- W2897250280 hasConcept C206729178 @default.
- W2897250280 hasConcept C33923547 @default.
- W2897250280 hasConcept C41008148 @default.
- W2897250280 hasConcept C50644808 @default.
- W2897250280 hasConcept C55416958 @default.
- W2897250280 hasConcept C68387754 @default.
- W2897250280 hasConceptScore W2897250280C111919701 @default.
- W2897250280 hasConceptScore W2897250280C119857082 @default.
- W2897250280 hasConceptScore W2897250280C126255220 @default.
- W2897250280 hasConceptScore W2897250280C154945302 @default.
- W2897250280 hasConceptScore W2897250280C206729178 @default.
- W2897250280 hasConceptScore W2897250280C33923547 @default.
- W2897250280 hasConceptScore W2897250280C41008148 @default.
- W2897250280 hasConceptScore W2897250280C50644808 @default.
- W2897250280 hasConceptScore W2897250280C55416958 @default.
- W2897250280 hasConceptScore W2897250280C68387754 @default.
- W2897250280 hasLocation W28972502801 @default.
- W2897250280 hasOpenAccess W2897250280 @default.
- W2897250280 hasPrimaryLocation W28972502801 @default.
- W2897250280 hasRelatedWork W145106759 @default.
- W2897250280 hasRelatedWork W158856530 @default.
- W2897250280 hasRelatedWork W1979846335 @default.
- W2897250280 hasRelatedWork W1979928555 @default.
- W2897250280 hasRelatedWork W20311624 @default.
- W2897250280 hasRelatedWork W2109584691 @default.
- W2897250280 hasRelatedWork W2130691671 @default.
- W2897250280 hasRelatedWork W2168709503 @default.
- W2897250280 hasRelatedWork W2186757103 @default.
- W2897250280 hasRelatedWork W2232827560 @default.
- W2897250280 hasRelatedWork W2553226764 @default.
- W2897250280 hasRelatedWork W2744436276 @default.
- W2897250280 hasRelatedWork W2811024230 @default.
- W2897250280 hasRelatedWork W2899658725 @default.
- W2897250280 hasRelatedWork W3012364298 @default.
- W2897250280 hasRelatedWork W3161959338 @default.
- W2897250280 hasRelatedWork W3162874485 @default.
- W2897250280 hasRelatedWork W3213105397 @default.
- W2897250280 hasRelatedWork W935505576 @default.
- W2897250280 hasRelatedWork W2183985248 @default.
- W2897250280 isParatext "false" @default.
- W2897250280 isRetracted "false" @default.
- W2897250280 magId "2897250280" @default.
- W2897250280 workType "article" @default.