Title :
Genetic programming applied to programmable logic controllers programming
Author :
Lajovic Carneiro, Marcos ; Cunha Brito, Leonardo ; Granato Araujo, Sergio ; Miranda Machado, Paulo Cesar ; Portela Carvalho, Paulo Henrique
fDate :
6/1/2011 12:00:00 AM
Abstract :
The PLC Programmable Logic Controller programming is a time consuming task and it needs specific knowledge about the programming language and especially of the PLC, which makes it an expensive work by the need of a high qualified professional. This paper proposes a technique to create programs to PLCs by means of Genetic Programming (GP). As objective function, a group of scenarios were used, which represents the behavior of the automated ambient and that can be defined in an intuitive way without previous knowledge of the PLC or a programming language. The technique showed to be generic for many problems and efficient in finding fast different solutions. With an after-processing analysis, the results indicated parameters configuration that optimizes the genetic search.
Keywords :
Computational modeling; Handheld computers; Hardware; Process control; Random access memory; Silicon; Software; Genetic programming; PLC; automation; instruction list; ladder;
Journal_Title :
Latin America Transactions, IEEE (Revista IEEE America Latina)
DOI :
10.1109/TLA.2011.5893771