FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3213835663> ?p ?o ?g. }

• W3213835663 endingPage "108271" @default.
• W3213835663 startingPage "108271" @default.
• W3213835663 abstract "In the present study, Artificial Intelligence (AI) driven multivariate-optimization strategy, hybrid-support vector machine (h-SVM) was employed and compared with conventional response surface methodology (RSM) in terms of its performance efficiency to optimize the medium composition for improved exopolysaccharide (EPS) production by a thermophilic isolate of Bacillus licheniformis. Firstly, the application of Plackett-Burman design and analysis indicated that sucrose, KH2PO4 and NaCl have significant positive effects, whereas NaNO3 showed a significant negative effect on EPS production. Then, experimental data of a central-composite design was leveraged by RSM and the h-SVM to optimize these significant variables. SVM showed better performance in data modeling (R2 = 0.9874, Root-mean-square error = 0.693) compared to conventional RSM. Subsequently, the SVM model was coupled with optimization algorithms, Teaching–learning-based optimization (TLBO) and Particle swarm optimization (PSO). As a result, a maximum EPS concentration of 64 ± 1.1 g L‐ was obtained from h-SVM predicted model (SVM-PSO, SVM-TLBO), which is about a 5-fold increase in EPS production to that obtained with the un-optimized medium. Within our knowledge, this is the first report on the implementation of SVM-TLBO to improve the production of bioproducts like bacterial EPS while comparing it with other techniques like SVM-PSO and RSM." @default.
• W3213835663 created "2021-11-22" @default.
• W3213835663 creator A5047278239 @default.
• W3213835663 creator A5068611520 @default.
• W3213835663 date "2022-01-01" @default.
• W3213835663 modified "2023-10-01" @default.
• W3213835663 title "Artificial intelligence driven advanced optimization strategy vis-à-vis response surface optimization of production medium: Bacterial exopolysaccharide production as a case-study" @default.
• W3213835663 cites W1560409804 @default.
• W3213835663 cites W1968834637 @default.
• W3213835663 cites W1975236551 @default.
• W3213835663 cites W1977190212 @default.
• W3213835663 cites W1977238578 @default.
• W3213835663 cites W1988108739 @default.
• W3213835663 cites W1994624373 @default.
• W3213835663 cites W1997556289 @default.
• W3213835663 cites W1999284878 @default.
• W3213835663 cites W2000004453 @default.
• W3213835663 cites W2005942577 @default.
• W3213835663 cites W2006915623 @default.
• W3213835663 cites W2016403782 @default.
• W3213835663 cites W2020334405 @default.
• W3213835663 cites W2034222856 @default.
• W3213835663 cites W2042451982 @default.
• W3213835663 cites W2047397388 @default.
• W3213835663 cites W2053971977 @default.
• W3213835663 cites W2060662742 @default.
• W3213835663 cites W2062074244 @default.
• W3213835663 cites W2075509714 @default.
• W3213835663 cites W2081546538 @default.
• W3213835663 cites W2083103819 @default.
• W3213835663 cites W2087147697 @default.
• W3213835663 cites W2093541763 @default.
• W3213835663 cites W2106214150 @default.
• W3213835663 cites W2122782494 @default.
• W3213835663 cites W2142444885 @default.
• W3213835663 cites W2151090325 @default.
• W3213835663 cites W2169633815 @default.
• W3213835663 cites W2283895674 @default.
• W3213835663 cites W2612617312 @default.
• W3213835663 cites W2753195729 @default.
• W3213835663 cites W2775281862 @default.
• W3213835663 cites W2912860219 @default.
• W3213835663 cites W2969438362 @default.
• W3213835663 cites W2996284997 @default.
• W3213835663 cites W3032502637 @default.
• W3213835663 cites W3037653383 @default.
• W3213835663 cites W3041462574 @default.
• W3213835663 cites W3080387440 @default.
• W3213835663 cites W3089226325 @default.
• W3213835663 doi "https://doi.org/10.1016/j.bej.2021.108271" @default.
• W3213835663 hasPublicationYear "2022" @default.
• W3213835663 type Work @default.
• W3213835663 sameAs 3213835663 @default.
• W3213835663 citedByCount "6" @default.
• W3213835663 countsByYear W32138356632022 @default.
• W3213835663 countsByYear W32138356632023 @default.
• W3213835663 crossrefType "journal-article" @default.
• W3213835663 hasAuthorship W3213835663A5047278239 @default.
• W3213835663 hasAuthorship W3213835663A5068611520 @default.
• W3213835663 hasConcept C119857082 @default.
• W3213835663 hasConcept C12267149 @default.
• W3213835663 hasConcept C150077022 @default.
• W3213835663 hasConcept C150903083 @default.
• W3213835663 hasConcept C154945302 @default.
• W3213835663 hasConcept C186060115 @default.
• W3213835663 hasConcept C2776527165 @default.
• W3213835663 hasConcept C2777272437 @default.
• W3213835663 hasConcept C2780430855 @default.
• W3213835663 hasConcept C33923547 @default.
• W3213835663 hasConcept C41008148 @default.
• W3213835663 hasConcept C523546767 @default.
• W3213835663 hasConcept C53991642 @default.
• W3213835663 hasConcept C54355233 @default.
• W3213835663 hasConcept C85617194 @default.
• W3213835663 hasConcept C86803240 @default.
• W3213835663 hasConcept C92397422 @default.
• W3213835663 hasConceptScore W3213835663C119857082 @default.
• W3213835663 hasConceptScore W3213835663C12267149 @default.
• W3213835663 hasConceptScore W3213835663C150077022 @default.
• W3213835663 hasConceptScore W3213835663C150903083 @default.
• W3213835663 hasConceptScore W3213835663C154945302 @default.
• W3213835663 hasConceptScore W3213835663C186060115 @default.
• W3213835663 hasConceptScore W3213835663C2776527165 @default.
• W3213835663 hasConceptScore W3213835663C2777272437 @default.
• W3213835663 hasConceptScore W3213835663C2780430855 @default.
• W3213835663 hasConceptScore W3213835663C33923547 @default.
• W3213835663 hasConceptScore W3213835663C41008148 @default.
• W3213835663 hasConceptScore W3213835663C523546767 @default.
• W3213835663 hasConceptScore W3213835663C53991642 @default.
• W3213835663 hasConceptScore W3213835663C54355233 @default.
• W3213835663 hasConceptScore W3213835663C85617194 @default.
• W3213835663 hasConceptScore W3213835663C86803240 @default.
• W3213835663 hasConceptScore W3213835663C92397422 @default.
• W3213835663 hasFunder F4320320721 @default.
• W3213835663 hasLocation W32138356631 @default.
• W3213835663 hasOpenAccess W3213835663 @default.
• W3213835663 hasPrimaryLocation W32138356631 @default.
• W3213835663 hasRelatedWork W1964834601 @default.

• next