Application of Optimized Least Square Support Vector Machine and Genetic Programming for Accurate Estimation of Drilling Rate of Penetration
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- @Article{Naderi:2018:IJEOE,
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author = "Meysam Naderi and Ehsan Khamehchi",
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title = "Application of Optimized Least Square Support Vector
Machine and Genetic Programming for Accurate Estimation
of Drilling Rate of Penetration",
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journal = "International Journal of Energy Optimization and
Engineering",
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year = "2018",
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volume = "7",
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number = "4",
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pages = "92--108",
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keywords = "genetic algorithms, genetic programming",
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ISSN = "2160-9500",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/journals/ijeoe/ijeoe7.html#NaderiK18",
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DOI = "doi:10.4018/IJEOE.2018100105",
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abstract = "This article describes how the accurate estimation of
the rate of penetration (ROP) is essential to minimise
drilling costs. There are various factors influencing
ROP such as formation rock, drilling fluid properties,
wellbore geometry, type of bit, hydraulics, weight on
bit, flow rate and bit rotation speed. This paper
presents two novel methods based on least square
support vector machine (LSSVM) and genetic programming
(GP). Models are a function of depth, weight on bit,
rotation speed, stand pipe pressure, flow rate, mud
weight, bit rotational hours, plastic viscosity, yield
point, 10 second gel strength, 10 minute gel strength,
and fluid loss. Results show that LSSVM estimates
92percent of field data with average absolute relative
error of less than 6percent. In addition, sensitivity
analysis showed that factors of depth, weight on bit,
stand pipe pressure, flow rate and bit rotation speed
account for 93percent of total variation of ROP.
Finally, results indicate that LSSVM is superior over
GP in terms of average relative error, average absolute
relative error, root mean square error, and the
coefficient of determination.",
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notes = "Article: 5
Meysam Naderi (Amirkabir University of Technology,
Tehran, Iran) Also known as
\cite{journals/ijeoe/NaderiK18}",
- }
Genetic Programming entries for
Meysam Naderi
Ehsan Khamehchi
Citations