FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381486413> ?p ?o ?g. }

• W4381486413 endingPage "101052" @default.
• W4381486413 startingPage "101052" @default.
• W4381486413 abstract "Soil water characteristic curve (SWCC) is a key property in characterizing unsaturated soil behaviors. Despite considerable progress in predicting methods, predicting SWCCs remains challenging owing to their huge uncertainty. This study exploited the advantages of seven machine learning (ML) models and the unsaturated soil database (UNSODA) to develop a new pedotransfer function (PTF) for estimating SWCC. The importance of UNSODA attributes, including pressure head, soil textural information, state parameters, and particle density, was evaluated using permutation importance and Shapley values. In addition, the performance of ML-PTFs for seven feature selection scenarios was measured based on the evaluated rank of feature importance using Shapley values. The PTF implemented on the extreme gradient boosting (XGB) model yielded the best performance with the highest coefficient of determination of 0.972, which is comparable to the performance documented in the literature. In addition, the pressure head was evaluated as the most important feature, followed by sand fraction, clay fraction, and bulk density. Noticeably, the performance of the seven ML-PTFs converged when the number of features was greater than four (the four most important features), indicating the possibility of excluding silt fraction, particle density, and porosity in developing ML-PTF to predict SWCCs. Finally, to manifest the practical applications the developed XGB-PTF was integrated into the Bayesian optimization to approximate the matric suction profile in Ho Chi Minh City." @default.
• W4381486413 created "2023-06-22" @default.
• W4381486413 creator A5020050221 @default.
• W4381486413 creator A5035147449 @default.
• W4381486413 creator A5065263451 @default.
• W4381486413 creator A5082307110 @default.
• W4381486413 date "2023-09-01" @default.
• W4381486413 modified "2023-10-02" @default.
• W4381486413 title "Machine learning-based pedotransfer functions to predict soil water characteristics curves" @default.
• W4381486413 cites W1678356000 @default.
• W4381486413 cites W1965912209 @default.
• W4381486413 cites W1981804961 @default.
• W4381486413 cites W1992364977 @default.
• W4381486413 cites W1998589764 @default.
• W4381486413 cites W2024506855 @default.
• W4381486413 cites W2039107171 @default.
• W4381486413 cites W2042125540 @default.
• W4381486413 cites W2044338863 @default.
• W4381486413 cites W2047323869 @default.
• W4381486413 cites W2052328650 @default.
• W4381486413 cites W2064440869 @default.
• W4381486413 cites W2068940553 @default.
• W4381486413 cites W2080562691 @default.
• W4381486413 cites W2087017927 @default.
• W4381486413 cites W2088794999 @default.
• W4381486413 cites W2094561709 @default.
• W4381486413 cites W2099112609 @default.
• W4381486413 cites W2103805047 @default.
• W4381486413 cites W2105806885 @default.
• W4381486413 cites W2107939074 @default.
• W4381486413 cites W2122918356 @default.
• W4381486413 cites W2139481755 @default.
• W4381486413 cites W2152846126 @default.
• W4381486413 cites W2261059368 @default.
• W4381486413 cites W2487898712 @default.
• W4381486413 cites W2492218027 @default.
• W4381486413 cites W2520544688 @default.
• W4381486413 cites W2552313643 @default.
• W4381486413 cites W2769675690 @default.
• W4381486413 cites W2781458493 @default.
• W4381486413 cites W2891074043 @default.
• W4381486413 cites W2891341228 @default.
• W4381486413 cites W2901312569 @default.
• W4381486413 cites W2911964244 @default.
• W4381486413 cites W2945823002 @default.
• W4381486413 cites W2984096865 @default.
• W4381486413 cites W3013392361 @default.
• W4381486413 cites W3132242908 @default.
• W4381486413 cites W3186778705 @default.
• W4381486413 cites W3201940749 @default.
• W4381486413 cites W4211009829 @default.
• W4381486413 cites W4238746485 @default.
• W4381486413 cites W4239510810 @default.
• W4381486413 cites W4281648774 @default.
• W4381486413 cites W4285012205 @default.
• W4381486413 cites W590241356 @default.
• W4381486413 doi "https://doi.org/10.1016/j.trgeo.2023.101052" @default.
• W4381486413 hasPublicationYear "2023" @default.
• W4381486413 type Work @default.
• W4381486413 citedByCount "0" @default.
• W4381486413 crossrefType "journal-article" @default.
• W4381486413 hasAuthorship W4381486413A5020050221 @default.
• W4381486413 hasAuthorship W4381486413A5035147449 @default.
• W4381486413 hasAuthorship W4381486413A5065263451 @default.
• W4381486413 hasAuthorship W4381486413A5082307110 @default.
• W4381486413 hasConcept C127313418 @default.
• W4381486413 hasConcept C127413603 @default.
• W4381486413 hasConcept C128871136 @default.
• W4381486413 hasConcept C151730666 @default.
• W4381486413 hasConcept C159390177 @default.
• W4381486413 hasConcept C159750122 @default.
• W4381486413 hasConcept C161222754 @default.
• W4381486413 hasConcept C164285268 @default.
• W4381486413 hasConcept C187320778 @default.
• W4381486413 hasConcept C24939127 @default.
• W4381486413 hasConcept C33923547 @default.
• W4381486413 hasConcept C39432304 @default.
• W4381486413 hasConcept C41008148 @default.
• W4381486413 hasConcept C63184880 @default.
• W4381486413 hasConcept C6648577 @default.
• W4381486413 hasConcept C78519656 @default.
• W4381486413 hasConcept C93973069 @default.
• W4381486413 hasConceptScore W4381486413C127313418 @default.
• W4381486413 hasConceptScore W4381486413C127413603 @default.
• W4381486413 hasConceptScore W4381486413C128871136 @default.
• W4381486413 hasConceptScore W4381486413C151730666 @default.
• W4381486413 hasConceptScore W4381486413C159390177 @default.
• W4381486413 hasConceptScore W4381486413C159750122 @default.
• W4381486413 hasConceptScore W4381486413C161222754 @default.
• W4381486413 hasConceptScore W4381486413C164285268 @default.
• W4381486413 hasConceptScore W4381486413C187320778 @default.
• W4381486413 hasConceptScore W4381486413C24939127 @default.
• W4381486413 hasConceptScore W4381486413C33923547 @default.
• W4381486413 hasConceptScore W4381486413C39432304 @default.
• W4381486413 hasConceptScore W4381486413C41008148 @default.
• W4381486413 hasConceptScore W4381486413C63184880 @default.
• W4381486413 hasConceptScore W4381486413C6648577 @default.
• W4381486413 hasConceptScore W4381486413C78519656 @default.

• next