Investigation and Demonstration of an Evolutionary Computation-Based Model Correction Procedure for a Numerical Simulation Model
Created by W.Langdon from
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- @InProceedings{Zechman:2005:WWERC,
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author = "Emily Zechman and G. Mahinthakumar and
S. Ranji Ranjithan",
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title = "Investigation and Demonstration of an Evolutionary
Computation-Based Model Correction Procedure for a
Numerical Simulation Model",
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booktitle = "World Water and Environmental Resources Congress
2005",
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year = "2005",
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editor = "Raymond Walton",
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address = "Anchorage, Alaska, USA",
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publisher_address = "Reston, Va, USA",
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month = may # " 15-19",
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organisation = "American Society Civil Engineering",
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keywords = "genetic algorithms, genetic programming, Computation,
Groundwater pollution, Hydrologic models, Numerical
models, Simulation models",
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isbn13 = "978-0-7844-0792-9",
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DOI = "doi:10.1061/40792(173)346",
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abstract = "Traditional model calibration attempts to correct a
model so that the model output will match a set of
system observations by tweaking a set of model
parameters. Potential model structural error limits,
however, the effectiveness and accuracy of calibration,
undermining the predictive capabilities of the
calibrated model. An evolutionary computation-based
model error correction procedure that couples an
evolutionary algorithm and a genetic program was
previously developed and tested for two analytical
models. Due to nonuniqueness in the solution space,
numerous forms of correction terms that similarly fit
the observation data were found. This procedure is
further investigated to explore and identify
alternative correction terms that not only provide a
good fit but also results in good prediction
performance. This approach is then demonstrated using a
numerical groundwater contaminant transport simulation
model.",
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notes = "Environmental and Water Resources Institute (EWRI) of
ASCE.
OCLC Number: 66144369
c2005 ASCE",
- }
Genetic Programming entries for
Emily M Zechman
G (Kumar) Mahinthakumar
S Ranji Ranjithan
Citations