Grammatical Evolution of Robust Controller Structures using Wilson Scoring and Criticality Ranking
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Reichensdeorfer:2017:EuroGP,
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author = "Elias Reichensdeorfer and Dirk Odenthal and
Dirk Wollherr",
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title = "Grammatical Evolution of Robust Controller Structures
using {Wilson} Scoring and Criticality Ranking",
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booktitle = "EuroGP 2017: Proceedings of the 20th European
Conference on Genetic Programming",
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year = "2017",
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month = "19-21 " # apr,
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editor = "Mauro Castelli and James McDermott and
Lukas Sekanina",
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series = "LNCS",
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volume = "10196",
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publisher = "Springer Verlag",
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address = "Amsterdam",
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pages = "194--209",
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organisation = "species",
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keywords = "genetic algorithms, genetic programming, Grammatical
Evolution",
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isbn13 = "978-3-319-55695-6",
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DOI = "doi:10.1007/978-3-319-55696-3_13",
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abstract = "In process control it is essential that disturbances
and parameter uncertainties do not affect the process
in a negative way. Simultaneously optimizing an
objective function for different scenarios can be
solved in theory by evaluating candidate solutions on
all scenarios. This is not feasible in real-world
applications, where the scenario space often forms a
continuum. A traditional approach is to approximate
this evaluation using Monte Carlo sampling. To overcome
the difficulty of choosing an appropriate sampling
count and to reduce evaluations of low-quality
solutions, a novel approach using Wilson scoring and
criticality ranking within a grammatical evolution
framework is presented. A nonlinear spring mass system
is considered as benchmark example from robust control.
The method is tested against Monte Carlo sampling and
the results are compared to a backstepping controller.
It is shown that the method is capable of outperforming
state of the art methods.",
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notes = "Part of \cite{Castelli:2017:GP} EuroGP'2017 held
inconjunction with EvoCOP2017, EvoMusArt2017 and
EvoApplications2017",
- }
Genetic Programming entries for
Elias Reichensdeorfer
Dirk Odenthal
Dirk Wollherr
Citations