Abstrakti
Automation of software development process has been a concern for a long time. Genetic programming is a well-known technique which uses evolutionary computation to generate or improve a computer program for a specific task without human participation. We consider the method which applies model checking and evolutionary computation towards the automatic generation of function block control applications for industrial automation systems. As a first step, we evaluate the effectiveness of a fitness function based on the number of satisfied computation tree logic formulas in UPPAAL query language for a manually created UPPAAL model. Results show that such fitness function and the (1+1) evolutionary algorithm can be successfully applied to generation of the required data connections in the IEC 61499 function block application.
Alkuperäiskieli | Englanti |
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Otsikko | Proceedings of the 15th IEEE International Conference on Industrial Informatics, INDIN 2017 |
Kustantaja | IEEE |
Sivut | 700-705 |
Sivumäärä | 6 |
ISBN (elektroninen) | 9781538608371 |
DOI - pysyväislinkit | |
Tila | Julkaistu - 10 marrask. 2017 |
OKM-julkaisutyyppi | A4 Artikkeli konferenssijulkaisussa |
Tapahtuma | IEEE International Conference on Industrial Informatics - Emden, Saksa Kesto: 24 heinäk. 2017 → 26 heinäk. 2017 Konferenssinumero: 15 |
Julkaisusarja
Nimi | IEEE International Conference on Industrial Informatics |
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Kustantaja | IEEE |
ISSN (painettu) | 1935-4576 |
ISSN (elektroninen) | 2378-363X |
Conference
Conference | IEEE International Conference on Industrial Informatics |
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Lyhennettä | INDIN |
Maa/Alue | Saksa |
Kaupunki | Emden |
Ajanjakso | 24/07/2017 → 26/07/2017 |