DocumentCode :
169138
Title :
A multi-layer architecture proposal for conducting trains employing CBR
Author :
Pinz Borges, Andre ; Betazzi Dordal, Osmar ; Vecino Sato, Denise Maria ; Coelho Avila, Braulio ; Enembreck, Fabricio ; Scalabrin, Edson Emilio ; Ribeiro, Richardson
Author_Institution :
Grad. Program in Comput. Sci., Pontificia Univ. Catolica do Parana, Curitiba, Brazil
fYear :
2014
fDate :
21-23 May 2014
Firstpage :
23
Lastpage :
28
Abstract :
This paper presents a planning approach using Case-Based Reasoning (CBR) modeled as a Subsumption Architecture to generate plans for driving trains. The main idea of a planning strategy is to generate a sequence of actions for an agent, which can use these actions to change its environment. CBR allows using prior experiences for new task assignments. In the proposed ap-proach, each previous experience (if not applicable) is adjusted us-ing one or more adaptation methods like substitutive and genetic algorithm. Our interest is to create a flexible architecture for an agent and apply it to simulate train conductions. We expect that the plans generated by this approach generate better results com-pared to another studies already developed for the area mainly considering fuel consumption and travel time.
Keywords :
case-based reasoning; genetic algorithms; planning (artificial intelligence); railway engineering; CBR; adaptation methods; case-based reasoning; flexible architecture; fuel consumption; genetic algorithm; multilayer architecture proposal; planning strategy; substitutive algorithm; subsumption architecture; task assignments; train conduction simulation; train driving; travel time; Acceleration; Context; Equations; Force; Fuels; Rail transportation; Rails; Artificial Intelligence; Case-Based Reasoning; Driving of Trains; Planning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Supported Cooperative Work in Design (CSCWD), Proceedings of the 2014 IEEE 18th International Conference on
Conference_Location :
Hsinchu
Type :
conf
DOI :
10.1109/CSCWD.2014.6846811
Filename :
6846811
Link To Document :
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