Genetic Programming Applied to Predictive Control in Environmental Engineering
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Flas09a,
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author = "Oliver Flasch and Thomas Bartz-Beielstein and
Patrick Koch and Wolfgang Konen",
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title = "Genetic Programming Applied to Predictive Control in
Environmental Engineering",
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booktitle = "Proceedings 19. Workshop Computational Intelligence",
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year = "2009",
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editor = "Frank Hoffmann and Eyke Huellermeier",
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pages = "101--113",
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publisher = "KIT Scientific Publishing",
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address = "Karlsruhe",
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keywords = "genetic algorithms, genetic programming",
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pubstate = "published",
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annote = "Fakult{\"a}t F{\"u}r Informatik Und
Ingenieurwissenschaften; The Pennsylvania State
University CiteSeerX Archives",
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bibsource = "OAI-PMH server at citeseerx.ist.psu.edu",
-
language = "en",
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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",
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URL = "http://lwibs01.gm.fh-koeln.de/blogs/konen/publications-wolfgang-konen/?tgid=20&yr&type&auth",
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URL = "http://www.gm.fh-koeln.de/~bartz/Papers.d/Flas09a.pdf",
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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