Dissertation/Thesis
Normalized, Not Absolute: Transferable Prediction of SPT-N from Trend-Based Resistivity Descriptors for Resource-Efficient and Sustainable Site Investigation
| Τίτλος: | Normalized, Not Absolute: Transferable Prediction of SPT-N from Trend-Based Resistivity Descriptors for Resource-Efficient and Sustainable Site Investigation |
|---|---|
| Συγγραφείς: | Nopanom Kaewhanam, Siwa Kaewplang, Thammanun Chatwong, Apichit Kampala, Sitthiphat Eua-apiwatch, Sivarit Sultornsanee |
| Πηγή: | Sustainability ; Volume 18 ; Issue 15 ; Pages: 7508 |
| Στοιχεία εκδότη: | Multidisciplinary Digital Publishing Institute |
| Έτος έκδοσης: | 2026 |
| Συλλογή: | MDPI Open Access Publishing |
| Θεματικοί όροι: | profile normalization, electrical resistivity, SPT-N, site investigation, transportation geotechnics |
| Περιγραφή: | Site investigation is costly, slow, and locally destructive, with boreholes spaced by budget rather than by ground variability. Portable electrical resistivity offers a rapid, low-disturbance alternative, but correlations built on absolute resistivity transfer poorly between locations. This study asks whether the limitation lies in the measurement or in its representation. In four boreholes in tropical sandy soils of the Khorat Plateau, Thailand (601–1729 m apart), Wenner-array resistivity was measured at 0.5 m depth increments alongside standard penetration tests (SPT) and index testing, yielding 63 paired observations. Each smoothed log-resistivity profile was described by three within-borehole quantities: the relative electrical state (x), its squared deviation (x2), and the transition intensity (g). SPT-N was predicted by linear regression under leave-one-borehole-out cross-validation. Absolute resistivity predicted SPT-N poorly (R2 = 0.133) and added nothing to depth alone (0.597 versus 0.617); the descriptors raised cross-borehole performance to R2 = 0.733 (RMSE 13.5 versus 16.2 blows), kept an advantage without smoothing (0.677), and laboratory indices transferred worst (−0.262). With only four boreholes, the gain is not yet statistically definitive (bootstrap 95% CI −0.04 to +0.26), so the study is presented as a proof of concept: the transferable information in a resistivity profile appears to lie in its shape rather than its magnitude, supporting borehole targeting and more resource-efficient site investigation. |
| Τύπος εγγράφου: | Thesis |
| Περιγραφή αρχείου: | application/pdf |
| Γλώσσα: | English |
| Relation: | Sustainable Engineering and Science; https://dx.doi.org/10.3390/su18157508 |
| DOI: | 10.3390/su18157508 |
| Διαθεσιμότητα: | https://doi.org/10.3390/su18157508 |
| Rights: | https://creativecommons.org/licenses/by/4.0/ |
| Αριθμός Καταχώρησης: | edsbas.662DB18 |
| Βάση Δεδομένων: | BASE |
| FullText | Text: Availability: 0 CustomLinks: – Url: https://doi.org/10.3390/su18157508# Name: EDS - BASE (ns324271) Category: fullText Text: View record from BASE |
|---|---|
| Header | DbId: edsbas DbLabel: BASE An: edsbas.662DB18 RelevancyScore: 933 AccessLevel: 3 PubType: Dissertation/Thesis PubTypeId: unknown PreciseRelevancyScore: 932.635681152344 |
| IllustrationInfo | |
| Items | – Name: Title Label: Title Group: Ti Data: Normalized, Not Absolute: Transferable Prediction of SPT-N from Trend-Based Resistivity Descriptors for Resource-Efficient and Sustainable Site Investigation – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Nopanom+Kaewhanam%22">Nopanom Kaewhanam</searchLink><br /><searchLink fieldCode="AR" term="%22Siwa+Kaewplang%22">Siwa Kaewplang</searchLink><br /><searchLink fieldCode="AR" term="%22Thammanun+Chatwong%22">Thammanun Chatwong</searchLink><br /><searchLink fieldCode="AR" term="%22Apichit+Kampala%22">Apichit Kampala</searchLink><br /><searchLink fieldCode="AR" term="%22Sitthiphat+Eua-apiwatch%22">Sitthiphat Eua-apiwatch</searchLink><br /><searchLink fieldCode="AR" term="%22Sivarit+Sultornsanee%22">Sivarit Sultornsanee</searchLink> – Name: TitleSource Label: Source Group: Src Data: Sustainability ; Volume 18 ; Issue 15 ; Pages: 7508 – Name: Publisher Label: Publisher Information Group: PubInfo Data: Multidisciplinary Digital Publishing Institute – Name: DatePubCY Label: Publication Year Group: Date Data: 2026 – Name: Subset Label: Collection Group: HoldingsInfo Data: MDPI Open Access Publishing – Name: Subject Label: Subject Terms Group: Su Data: <searchLink fieldCode="DE" term="%22profile+normalization%22">profile normalization</searchLink><br /><searchLink fieldCode="DE" term="%22electrical+resistivity%22">electrical resistivity</searchLink><br /><searchLink fieldCode="DE" term="%22SPT-N%22">SPT-N</searchLink><br /><searchLink fieldCode="DE" term="%22site+investigation%22">site investigation</searchLink><br /><searchLink fieldCode="DE" term="%22transportation+geotechnics%22">transportation geotechnics</searchLink> – Name: Abstract Label: Description Group: Ab Data: Site investigation is costly, slow, and locally destructive, with boreholes spaced by budget rather than by ground variability. Portable electrical resistivity offers a rapid, low-disturbance alternative, but correlations built on absolute resistivity transfer poorly between locations. This study asks whether the limitation lies in the measurement or in its representation. In four boreholes in tropical sandy soils of the Khorat Plateau, Thailand (601–1729 m apart), Wenner-array resistivity was measured at 0.5 m depth increments alongside standard penetration tests (SPT) and index testing, yielding 63 paired observations. Each smoothed log-resistivity profile was described by three within-borehole quantities: the relative electrical state (x), its squared deviation (x2), and the transition intensity (g). SPT-N was predicted by linear regression under leave-one-borehole-out cross-validation. Absolute resistivity predicted SPT-N poorly (R2 = 0.133) and added nothing to depth alone (0.597 versus 0.617); the descriptors raised cross-borehole performance to R2 = 0.733 (RMSE 13.5 versus 16.2 blows), kept an advantage without smoothing (0.677), and laboratory indices transferred worst (−0.262). With only four boreholes, the gain is not yet statistically definitive (bootstrap 95% CI −0.04 to +0.26), so the study is presented as a proof of concept: the transferable information in a resistivity profile appears to lie in its shape rather than its magnitude, supporting borehole targeting and more resource-efficient site investigation. – Name: TypeDocument Label: Document Type Group: TypDoc Data: Thesis – Name: Format Label: File Description Group: SrcInfo Data: application/pdf – Name: Language Label: Language Group: Lang Data: English – Name: NoteTitleSource Label: Relation Group: SrcInfo Data: Sustainable Engineering and Science; https://dx.doi.org/10.3390/su18157508 – Name: DOI Label: DOI Group: ID Data: 10.3390/su18157508 – Name: URL Label: Availability Group: URL Data: https://doi.org/10.3390/su18157508 – Name: Copyright Label: Rights Group: Cpyrght Data: https://creativecommons.org/licenses/by/4.0/ – Name: AN Label: Accession Number Group: ID Data: edsbas.662DB18 |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edsbas&AN=edsbas.662DB18 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/su18157508 Languages: – Text: English Subjects: – SubjectFull: profile normalization Type: general – SubjectFull: electrical resistivity Type: general – SubjectFull: SPT-N Type: general – SubjectFull: site investigation Type: general – SubjectFull: transportation geotechnics Type: general Titles: – TitleFull: Normalized, Not Absolute: Transferable Prediction of SPT-N from Trend-Based Resistivity Descriptors for Resource-Efficient and Sustainable Site Investigation Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Nopanom Kaewhanam – PersonEntity: Name: NameFull: Siwa Kaewplang – PersonEntity: Name: NameFull: Thammanun Chatwong – PersonEntity: Name: NameFull: Apichit Kampala – PersonEntity: Name: NameFull: Sitthiphat Eua-apiwatch – PersonEntity: Name: NameFull: Sivarit Sultornsanee IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2026 Identifiers: – Type: issn-locals Value: edsbas – Type: issn-locals Value: edsbas.oa Titles: – TitleFull: Sustainability ; Volume 18 ; Issue 15 ; Pages: 7508 Type: main |
| ResultId | 1 |