Matches in SemOpenAlex for { <https://semopenalex.org/work/W3081534714> ?p ?o ?g. }
- W3081534714 endingPage "104595" @default.
- W3081534714 startingPage "104595" @default.
- W3081534714 abstract "Investigations on the origin of natural gases traditionally involve manual plotting of values for various geochemical parameters on binary gas genetic diagrams and the comparison of these values with empirically defined gas genetic fields. However, these fields considerably overlap, and the accuracy and uncertainty on the derived origin are not quantified. To overcome these issues, we developed a web-based tool powered by a machine learning model that determines the origin of natural gases. The utilized large global dataset of natural gases (27,852 samples) includes 10,937 samples which we manually interpreted and labeled with one of the five gas origins (thermogenic, primary microbial from CO2 reduction, primary microbial from methyl-type fermentation, secondary microbial, and abiotic). The supervised machine learning model uses random forest algorithm to classify natural gas samples based on four features (geochemical parameters CH4/(C2H6+C3H8), δ13C–CH4, δ2H–CH4 and δ13C–CO2). The model determines the origin of gases in samples with unknown origin accompanied by model accuracy and the confidence score for each possible origin. The model is deployed on the website www.gasorigin.com with a simple user-friendly interface. The incorporation of more data, geochemical parameters (model features) and determination of post-generation processes are the subjects of future developments." @default.
- W3081534714 created "2020-09-08" @default.
- W3081534714 creator A5050592351 @default.
- W3081534714 creator A5058045822 @default.
- W3081534714 date "2020-12-01" @default.
- W3081534714 modified "2023-09-26" @default.
- W3081534714 title "Web-based machine learning tool that determines the origin of natural gases" @default.
- W3081534714 cites W1963493222 @default.
- W3081534714 cites W1979730646 @default.
- W3081534714 cites W1981658991 @default.
- W3081534714 cites W1994068641 @default.
- W3081534714 cites W2000208622 @default.
- W3081534714 cites W2008680648 @default.
- W3081534714 cites W2032854853 @default.
- W3081534714 cites W2038624814 @default.
- W3081534714 cites W2046410778 @default.
- W3081534714 cites W2049624810 @default.
- W3081534714 cites W2053414139 @default.
- W3081534714 cites W2063525007 @default.
- W3081534714 cites W2063552995 @default.
- W3081534714 cites W2064649658 @default.
- W3081534714 cites W2066330492 @default.
- W3081534714 cites W2074969967 @default.
- W3081534714 cites W2079372535 @default.
- W3081534714 cites W2083643222 @default.
- W3081534714 cites W2106839072 @default.
- W3081534714 cites W2118701387 @default.
- W3081534714 cites W2158297861 @default.
- W3081534714 cites W2218047931 @default.
- W3081534714 cites W2284424214 @default.
- W3081534714 cites W2325510615 @default.
- W3081534714 cites W2335557496 @default.
- W3081534714 cites W2417215226 @default.
- W3081534714 cites W2528367698 @default.
- W3081534714 cites W2610988363 @default.
- W3081534714 cites W2739335825 @default.
- W3081534714 cites W2756201960 @default.
- W3081534714 cites W2768125512 @default.
- W3081534714 cites W2799809836 @default.
- W3081534714 cites W2807914764 @default.
- W3081534714 cites W2889636964 @default.
- W3081534714 cites W2903098390 @default.
- W3081534714 cites W2906664648 @default.
- W3081534714 cites W2911964244 @default.
- W3081534714 cites W2972162561 @default.
- W3081534714 cites W2973714920 @default.
- W3081534714 cites W2980609170 @default.
- W3081534714 cites W2980944691 @default.
- W3081534714 cites W2990929688 @default.
- W3081534714 cites W2991477554 @default.
- W3081534714 cites W3000623178 @default.
- W3081534714 cites W3003889469 @default.
- W3081534714 cites W3005686770 @default.
- W3081534714 cites W3008538681 @default.
- W3081534714 cites W3009445855 @default.
- W3081534714 cites W3012014196 @default.
- W3081534714 cites W3047264360 @default.
- W3081534714 cites W3048109691 @default.
- W3081534714 cites W3107569396 @default.
- W3081534714 cites W4235220346 @default.
- W3081534714 cites W4240555425 @default.
- W3081534714 cites W43411920 @default.
- W3081534714 doi "https://doi.org/10.1016/j.cageo.2020.104595" @default.
- W3081534714 hasPublicationYear "2020" @default.
- W3081534714 type Work @default.
- W3081534714 sameAs 3081534714 @default.
- W3081534714 citedByCount "17" @default.
- W3081534714 countsByYear W30815347142020 @default.
- W3081534714 countsByYear W30815347142021 @default.
- W3081534714 countsByYear W30815347142022 @default.
- W3081534714 countsByYear W30815347142023 @default.
- W3081534714 crossrefType "journal-article" @default.
- W3081534714 hasAuthorship W3081534714A5050592351 @default.
- W3081534714 hasAuthorship W3081534714A5058045822 @default.
- W3081534714 hasConcept C119857082 @default.
- W3081534714 hasConcept C124101348 @default.
- W3081534714 hasConcept C154945302 @default.
- W3081534714 hasConcept C18903297 @default.
- W3081534714 hasConcept C33923547 @default.
- W3081534714 hasConcept C41008148 @default.
- W3081534714 hasConcept C48372109 @default.
- W3081534714 hasConcept C59427239 @default.
- W3081534714 hasConcept C86803240 @default.
- W3081534714 hasConcept C8880873 @default.
- W3081534714 hasConcept C94375191 @default.
- W3081534714 hasConceptScore W3081534714C119857082 @default.
- W3081534714 hasConceptScore W3081534714C124101348 @default.
- W3081534714 hasConceptScore W3081534714C154945302 @default.
- W3081534714 hasConceptScore W3081534714C18903297 @default.
- W3081534714 hasConceptScore W3081534714C33923547 @default.
- W3081534714 hasConceptScore W3081534714C41008148 @default.
- W3081534714 hasConceptScore W3081534714C48372109 @default.
- W3081534714 hasConceptScore W3081534714C59427239 @default.
- W3081534714 hasConceptScore W3081534714C86803240 @default.
- W3081534714 hasConceptScore W3081534714C8880873 @default.
- W3081534714 hasConceptScore W3081534714C94375191 @default.
- W3081534714 hasLocation W30815347141 @default.
- W3081534714 hasOpenAccess W3081534714 @default.