FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4379113609> ?p ?o ?g. }

• W4379113609 endingPage "15877" @default.
• W4379113609 startingPage "15867" @default.
• W4379113609 abstract "Acquiring sonic waves is an essential part of oil and gas exploration as they give critical information about the well’s data and lithography at each well depth progression. However, these measurements are not always accessible, making analysis challenging. As computational power has improved, machine learning methods may now be used to predict these values from other data. Nonetheless, one shortcoming of existing models is that most of them are not transparent (i.e., black-box models). As a result, although promising great performance, they do not offer much insight to petrophysicists and geologists. This research aims to generate mathematical models for predicting compressional wave (P-wave) and shear wave (S-wave) readings using a multistage evolutionary modeling approach. In particular, a multistage equation modeling approach using tree-based genetic programming (GP) and adaptive differential evolution (ADE) is proposed. The obtained best mathematical models yield <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> <tex-math notation=LaTeX>${R}^{{2}}$ </tex-math></inline-formula> of 0.745 and 0.9066 for P-wave and S-wave regression on normalized data, respectively. The average performance of models is <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> <tex-math notation=LaTeX>${R}^{{2}}={0}.{90}$ </tex-math></inline-formula> (P-Wave) and <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> <tex-math notation=LaTeX>${R}^{{2}}={0}.{75}$ </tex-math></inline-formula> (S-Wave). The performance of these mathematical models is comparable with other “black-box” models but with more compact mathematical approach in regression, thereby opening opportunities for interpretability and analysis. Finally, the “white-box” models presented in this article can be fine-tuned further as needed." @default.
• W4379113609 created "2023-06-03" @default.
• W4379113609 creator A5019300753 @default.
• W4379113609 creator A5032579914 @default.
• W4379113609 creator A5047331306 @default.
• W4379113609 creator A5048813856 @default.
• W4379113609 date "2023-07-15" @default.
• W4379113609 modified "2023-09-25" @default.
• W4379113609 title "Synthesizing Missing Travel Time of P-Wave and S-Wave: A Two-Stage Evolutionary Modeling Approach" @default.
• W4379113609 cites W1985410351 @default.
• W4379113609 cites W2037343293 @default.
• W4379113609 cites W2069663777 @default.
• W4379113609 cites W2092808023 @default.
• W4379113609 cites W2136971218 @default.
• W4379113609 cites W2156194072 @default.
• W4379113609 cites W2558141709 @default.
• W4379113609 cites W2734719823 @default.
• W4379113609 cites W2737587394 @default.
• W4379113609 cites W2794330802 @default.
• W4379113609 cites W2901882553 @default.
• W4379113609 cites W2913200520 @default.
• W4379113609 cites W2969153794 @default.
• W4379113609 cites W2973385654 @default.
• W4379113609 cites W2976078986 @default.
• W4379113609 cites W2983468996 @default.
• W4379113609 cites W3000503970 @default.
• W4379113609 cites W3005575982 @default.
• W4379113609 cites W3011523529 @default.
• W4379113609 cites W3012889279 @default.
• W4379113609 cites W3022745296 @default.
• W4379113609 cites W3040989929 @default.
• W4379113609 cites W3099669864 @default.
• W4379113609 cites W3115633481 @default.
• W4379113609 cites W3127503638 @default.
• W4379113609 cites W3134602754 @default.
• W4379113609 cites W3177765094 @default.
• W4379113609 cites W3189885941 @default.
• W4379113609 cites W3196385170 @default.
• W4379113609 cites W3200535910 @default.
• W4379113609 cites W4206439483 @default.
• W4379113609 cites W4213276174 @default.
• W4379113609 cites W4224293566 @default.
• W4379113609 cites W4225115456 @default.
• W4379113609 cites W4225794106 @default.
• W4379113609 cites W4237924588 @default.
• W4379113609 doi "https://doi.org/10.1109/jsen.2023.3280708" @default.
• W4379113609 hasPublicationYear "2023" @default.
• W4379113609 type Work @default.
• W4379113609 citedByCount "0" @default.
• W4379113609 crossrefType "journal-article" @default.
• W4379113609 hasAuthorship W4379113609A5019300753 @default.
• W4379113609 hasAuthorship W4379113609A5032579914 @default.
• W4379113609 hasAuthorship W4379113609A5047331306 @default.
• W4379113609 hasAuthorship W4379113609A5048813856 @default.
• W4379113609 hasConcept C113174947 @default.
• W4379113609 hasConcept C11413529 @default.
• W4379113609 hasConcept C114614502 @default.
• W4379113609 hasConcept C119857082 @default.
• W4379113609 hasConcept C154945302 @default.
• W4379113609 hasConcept C24457124 @default.
• W4379113609 hasConcept C33923547 @default.
• W4379113609 hasConcept C41008148 @default.
• W4379113609 hasConcept C45357846 @default.
• W4379113609 hasConcept C94375191 @default.
• W4379113609 hasConceptScore W4379113609C113174947 @default.
• W4379113609 hasConceptScore W4379113609C11413529 @default.
• W4379113609 hasConceptScore W4379113609C114614502 @default.
• W4379113609 hasConceptScore W4379113609C119857082 @default.
• W4379113609 hasConceptScore W4379113609C154945302 @default.
• W4379113609 hasConceptScore W4379113609C24457124 @default.
• W4379113609 hasConceptScore W4379113609C33923547 @default.
• W4379113609 hasConceptScore W4379113609C41008148 @default.
• W4379113609 hasConceptScore W4379113609C45357846 @default.
• W4379113609 hasConceptScore W4379113609C94375191 @default.
• W4379113609 hasIssue "14" @default.
• W4379113609 hasLocation W43791136091 @default.
• W4379113609 hasOpenAccess W4379113609 @default.
• W4379113609 hasPrimaryLocation W43791136091 @default.
• W4379113609 hasRelatedWork W1968256718 @default.
• W4379113609 hasRelatedWork W2393607213 @default.
• W4379113609 hasRelatedWork W2495832077 @default.
• W4379113609 hasRelatedWork W2961085424 @default.
• W4379113609 hasRelatedWork W3046775127 @default.
• W4379113609 hasRelatedWork W4285260836 @default.
• W4379113609 hasRelatedWork W4286629047 @default.
• W4379113609 hasRelatedWork W4306321456 @default.
• W4379113609 hasRelatedWork W4306674287 @default.
• W4379113609 hasRelatedWork W4224009465 @default.
• W4379113609 hasVolume "23" @default.
• W4379113609 isParatext "false" @default.
• W4379113609 isRetracted "false" @default.
• W4379113609 workType "article" @default.