Genetic Programming Applied to Predictive Control in Environmental Engineering

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Flas09a,

• author = "Oliver Flasch and Thomas Bartz-Beielstein and Patrick Koch and Wolfgang Konen",
• title = "Genetic Programming Applied to Predictive Control in Environmental Engineering",
• booktitle = "Proceedings 19. Workshop Computational Intelligence",
• year = "2009",
• editor = "Frank Hoffmann and Eyke Huellermeier",
• pages = "101--113",
• publisher = "KIT Scientific Publishing",
• address = "Karlsruhe",
• keywords = "genetic algorithms, genetic programming",
• pubstate = "published",
• annote = "Fakult{\"a}t F{\"u}r Informatik Und Ingenieurwissenschaften; The Pennsylvania State University CiteSeerX Archives",
• bibsource = "OAI-PMH server at citeseerx.ist.psu.edu",
• language = "en",
• oai = "oai:CiteSeerX.psu:10.1.1.301.5641",
• rights = "Metadata may be used without restrictions as long as the oai identifier remains attached to it.",
• URL = "http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.301.5641",
• URL = "http://lwibs01.gm.fh-koeln.de/blogs/konen/publications-wolfgang-konen/?tgid=20&yr&type&auth",
• URL = "http://www.gm.fh-koeln.de/~bartz/Papers.d/Flas09a.pdf",
• abstract = "We introduce a new hybrid Genetic Programming (GP) based method for time series prediction in predictive control applications. Our method combines existing state-of-the-art analytical models from predictive control with a modern typed graph GP system. The main idea is to pre-structure the GP search space with existing analytical models to improve prediction accuracy. We apply our method to a difficult predictive control problem from the water resource management industry, yielding an improved prediction accuracy, compared with both the best analytical model and with a modern GP method for time series prediction. Even if we focus this first study on predictive control, the automatic optimisation of existing models through GP shows a great potential for broader application.",

}

Genetic Programming entries for Oliver Flasch Thomas Bartz-Beielstein Patrick Koch Wolfgang Konen

Citations