Coevolution of Simulator Proxies and Sampling Strategies for Petroleum Reservoir Modeling
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Yu3:2009:cec,
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author = "Tina Yu and Dave Wilkinson",
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title = "Coevolution of Simulator Proxies and Sampling
Strategies for Petroleum Reservoir Modeling",
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booktitle = "2009 IEEE Congress on Evolutionary Computation",
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year = "2009",
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editor = "Andy Tyrrell",
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pages = "2677--2684",
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address = "Trondheim, Norway",
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month = "18-21 " # may,
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organization = "IEEE Computational Intelligence Society",
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publisher = "IEEE Press",
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isbn13 = "978-1-4244-2959-2",
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file = "P581.pdf",
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slides_url = "http://www.cs.mun.ca/~tinayu/Publications_files/cec2009ppt.pdf",
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URL = "http://www.cs.mun.ca/~tinayu/Publications_files/cec2009.pdf",
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DOI = "doi:10.1109/CEC.2009.4983278",
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size = "8 pages",
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abstract = "Reservoir modeling is an on-going activity during the
production life of a reservoir. One challenge to
constructing accurate reservoir models is the time
required to carry out a large number of computer
simulations. This research investigates a competitive
co-evolutionary algorithm to select a small number of
informative reservoir samples to carry out computer
simulation. The simulation results are also used to
co-evolve the computer simulator proxies. We have
developed a co-evolutionary system incorporating
various techniques to conduct a case study. Although
the system was able to select a very small number of
reservoir samples to run the computer simulations and
use the simulation data to construct simulator proxies
with high accuracy, these proxy models do not
generalize very well on a larger set of simulation data
generated from our previous study. Nevertheless, we
have identified that including a test-bank in the
system helped mitigating the situation. We will conduct
more systematic analysis of the competitive
co-evolutionary dynamics to improve the system
performance.",
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keywords = "genetic algorithms, genetic programming",
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notes = "CEC 2009 - A joint meeting of the IEEE, the EPS and
the IET. IEEE Catalog Number: CFP09ICE-CDR",
- }
Genetic Programming entries for
Tina Yu
Dave Wilkinson
Citations