Matches in SemOpenAlex for { <https://semopenalex.org/work/W3117777315> ?p ?o ?g. }
- W3117777315 endingPage "11" @default.
- W3117777315 startingPage "1" @default.
- W3117777315 abstract "Pervious concrete is an environmentally friendly material that improves water permeability, skid resistance, and sound absorption characteristics. Permeability is the most important functional performance for the pervious concrete while limited studies have been conducted to predict permeability based on mix-design parameters. This study proposed a method to combine the beetle antennae search (BAS) and random forest (RF) algorithm to predict the permeability of pervious concrete. Based on the 36 samples designed in the laboratory and 4 key influencing variables, the permeability of pervious concrete can be obtained by varying mix-design parameters by RF. BAS algorithm was used to tune the hyperparameters of RF, which were then verified by the so-called 10-fold cross-validation. Furthermore, the model to combine the BAS and RF was validated by the correlation parameters. The results showed that the hyperparameters of RF can be tuned by the BAS efficiently; the BAS can combine the conventional RF algorithm to construct the evolved model to predict the permeability of pervious concrete; the cement/aggregate ratio was the most significant variable to determine the permeability, followed by the coarse aggregate proportions." @default.
- W3117777315 created "2021-01-05" @default.
- W3117777315 creator A5004876695 @default.
- W3117777315 creator A5015981338 @default.
- W3117777315 creator A5027240571 @default.
- W3117777315 creator A5028481056 @default.
- W3117777315 creator A5044544424 @default.
- W3117777315 creator A5050036176 @default.
- W3117777315 date "2020-12-29" @default.
- W3117777315 modified "2023-09-27" @default.
- W3117777315 title "Predicting the Permeability of Pervious Concrete Based on the Beetle Antennae Search Algorithm and Random Forest Model" @default.
- W3117777315 cites W1979879760 @default.
- W3117777315 cites W1988504395 @default.
- W3117777315 cites W2012078142 @default.
- W3117777315 cites W2036922783 @default.
- W3117777315 cites W2040172119 @default.
- W3117777315 cites W2074042488 @default.
- W3117777315 cites W2080101604 @default.
- W3117777315 cites W2104678158 @default.
- W3117777315 cites W2278944618 @default.
- W3117777315 cites W2313631232 @default.
- W3117777315 cites W2332740891 @default.
- W3117777315 cites W2505746227 @default.
- W3117777315 cites W2518624490 @default.
- W3117777315 cites W2523984406 @default.
- W3117777315 cites W2552806983 @default.
- W3117777315 cites W2605399805 @default.
- W3117777315 cites W2619220912 @default.
- W3117777315 cites W2747464529 @default.
- W3117777315 cites W2802412845 @default.
- W3117777315 cites W2884450697 @default.
- W3117777315 cites W2899063015 @default.
- W3117777315 cites W2907430799 @default.
- W3117777315 cites W2910169085 @default.
- W3117777315 cites W2910372828 @default.
- W3117777315 cites W2920251958 @default.
- W3117777315 cites W2955558066 @default.
- W3117777315 cites W2963079893 @default.
- W3117777315 cites W2982078436 @default.
- W3117777315 cites W2998463744 @default.
- W3117777315 cites W3013379390 @default.
- W3117777315 cites W3081768302 @default.
- W3117777315 cites W3082749490 @default.
- W3117777315 cites W3083206731 @default.
- W3117777315 cites W3095297815 @default.
- W3117777315 cites W3097029109 @default.
- W3117777315 cites W3104589445 @default.
- W3117777315 cites W3210746363 @default.
- W3117777315 cites W987087630 @default.
- W3117777315 doi "https://doi.org/10.1155/2020/8863181" @default.
- W3117777315 hasPublicationYear "2020" @default.
- W3117777315 type Work @default.
- W3117777315 sameAs 3117777315 @default.
- W3117777315 citedByCount "47" @default.
- W3117777315 countsByYear W31177773152021 @default.
- W3117777315 countsByYear W31177773152022 @default.
- W3117777315 countsByYear W31177773152023 @default.
- W3117777315 crossrefType "journal-article" @default.
- W3117777315 hasAuthorship W3117777315A5004876695 @default.
- W3117777315 hasAuthorship W3117777315A5015981338 @default.
- W3117777315 hasAuthorship W3117777315A5027240571 @default.
- W3117777315 hasAuthorship W3117777315A5028481056 @default.
- W3117777315 hasAuthorship W3117777315A5044544424 @default.
- W3117777315 hasAuthorship W3117777315A5050036176 @default.
- W3117777315 hasBestOaLocation W31177773151 @default.
- W3117777315 hasConcept C11413529 @default.
- W3117777315 hasConcept C120882062 @default.
- W3117777315 hasConcept C127413603 @default.
- W3117777315 hasConcept C159985019 @default.
- W3117777315 hasConcept C185592680 @default.
- W3117777315 hasConcept C187320778 @default.
- W3117777315 hasConcept C192562407 @default.
- W3117777315 hasConcept C41008148 @default.
- W3117777315 hasConcept C41625074 @default.
- W3117777315 hasConcept C523993062 @default.
- W3117777315 hasConcept C55493867 @default.
- W3117777315 hasConcept C68256804 @default.
- W3117777315 hasConcept C8642999 @default.
- W3117777315 hasConceptScore W3117777315C11413529 @default.
- W3117777315 hasConceptScore W3117777315C120882062 @default.
- W3117777315 hasConceptScore W3117777315C127413603 @default.
- W3117777315 hasConceptScore W3117777315C159985019 @default.
- W3117777315 hasConceptScore W3117777315C185592680 @default.
- W3117777315 hasConceptScore W3117777315C187320778 @default.
- W3117777315 hasConceptScore W3117777315C192562407 @default.
- W3117777315 hasConceptScore W3117777315C41008148 @default.
- W3117777315 hasConceptScore W3117777315C41625074 @default.
- W3117777315 hasConceptScore W3117777315C523993062 @default.
- W3117777315 hasConceptScore W3117777315C55493867 @default.
- W3117777315 hasConceptScore W3117777315C68256804 @default.
- W3117777315 hasConceptScore W3117777315C8642999 @default.
- W3117777315 hasFunder F4320326992 @default.
- W3117777315 hasLocation W31177773151 @default.
- W3117777315 hasLocation W31177773152 @default.
- W3117777315 hasOpenAccess W3117777315 @default.
- W3117777315 hasPrimaryLocation W31177773151 @default.
- W3117777315 hasRelatedWork W1985455351 @default.
- W3117777315 hasRelatedWork W2190570752 @default.