Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288060596> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4288060596 endingPage "14" @default.
- W4288060596 startingPage "1" @default.
- W4288060596 abstract "There are an increasing number of studies that use the artificial neural networks (ANN) as a prediction tool in the field of foundations with satisfactory results. In this paper, multilayer perceptrons are used to develop prediction models for the shaft and tip bearing capacities of single piles based on a supervised training using the error back propagation algorithm. Results from static load tests carried out on 95 instrumented single piles executed in different regions of Brazil were used in the ANN modelling. The prediction models of shaft and tip bearing capacities of single piles were obtained portraying indicated in the validation phase determination coefficients equal to 95% and 99%, respectively. To demonstrate their applicability and efficiency, such models were used to estimate the bearing capacity of single piles unused in the models’ development, as well as groups of two and three piles. The results demonstrated that the neuron models were much closer to the values of the bearing capacities measured in single pile tests and groups of piles, than the estimated results using semi-empirical methods. As a result of overestimating the predicted bearing capacities in relation to the results of the load tests, it is recommended to use models applying reduction factors of 0.88 for single piles, and 0.75 for groups of up to three piles." @default.
- W4288060596 created "2022-07-28" @default.
- W4288060596 creator A5000959778 @default.
- W4288060596 creator A5008201880 @default.
- W4288060596 creator A5087002124 @default.
- W4288060596 date "2022-07-27" @default.
- W4288060596 modified "2023-09-30" @default.
- W4288060596 title "Estimative of shaft and tip bearing capacities of single piles using multilayer perceptrons" @default.
- W4288060596 doi "https://doi.org/10.28927/sr.2022.077821" @default.
- W4288060596 hasPublicationYear "2022" @default.
- W4288060596 type Work @default.
- W4288060596 citedByCount "0" @default.
- W4288060596 crossrefType "journal-article" @default.
- W4288060596 hasAuthorship W4288060596A5000959778 @default.
- W4288060596 hasAuthorship W4288060596A5008201880 @default.
- W4288060596 hasAuthorship W4288060596A5087002124 @default.
- W4288060596 hasBestOaLocation W42880605961 @default.
- W4288060596 hasConcept C119560385 @default.
- W4288060596 hasConcept C127413603 @default.
- W4288060596 hasConcept C135677250 @default.
- W4288060596 hasConcept C154945302 @default.
- W4288060596 hasConcept C187320778 @default.
- W4288060596 hasConcept C199978012 @default.
- W4288060596 hasConcept C41008148 @default.
- W4288060596 hasConcept C50644808 @default.
- W4288060596 hasConcept C60908668 @default.
- W4288060596 hasConcept C66938386 @default.
- W4288060596 hasConceptScore W4288060596C119560385 @default.
- W4288060596 hasConceptScore W4288060596C127413603 @default.
- W4288060596 hasConceptScore W4288060596C135677250 @default.
- W4288060596 hasConceptScore W4288060596C154945302 @default.
- W4288060596 hasConceptScore W4288060596C187320778 @default.
- W4288060596 hasConceptScore W4288060596C199978012 @default.
- W4288060596 hasConceptScore W4288060596C41008148 @default.
- W4288060596 hasConceptScore W4288060596C50644808 @default.
- W4288060596 hasConceptScore W4288060596C60908668 @default.
- W4288060596 hasConceptScore W4288060596C66938386 @default.
- W4288060596 hasIssue "3" @default.
- W4288060596 hasLocation W42880605961 @default.
- W4288060596 hasOpenAccess W4288060596 @default.
- W4288060596 hasPrimaryLocation W42880605961 @default.
- W4288060596 hasRelatedWork W1998459016 @default.
- W4288060596 hasRelatedWork W2368081670 @default.
- W4288060596 hasRelatedWork W2370752443 @default.
- W4288060596 hasRelatedWork W2374814148 @default.
- W4288060596 hasRelatedWork W2377592157 @default.
- W4288060596 hasRelatedWork W2382132094 @default.
- W4288060596 hasRelatedWork W2388918798 @default.
- W4288060596 hasRelatedWork W4214895977 @default.
- W4288060596 hasRelatedWork W4306842880 @default.
- W4288060596 hasRelatedWork W4317883285 @default.
- W4288060596 hasVolume "45" @default.
- W4288060596 isParatext "false" @default.
- W4288060596 isRetracted "false" @default.
- W4288060596 workType "article" @default.