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Volumn 88, Issue 5, 2013, Pages 794-799

Performance evaluation of an ANN-GA aided experimental modeling and optimization procedure for enhanced synthesis of marine biosurfactant in a stirred tank reactor

Author keywords

Bioprocess optimization; Central composite design; Enhanced biosurfactant production; Genetic algorithm; Resilient back propagation neural network modeling; Validation

Indexed keywords

BIOPROCESS OPTIMIZATION; BIOSURFACTANT PRODUCTION; CENTRAL COMPOSITE DESIGNS; RESILIENT BACKPROPAGATION; VALIDATION;

EID: 84876300130     PISSN: 02682575     EISSN: 10974660     Source Type: Journal    
DOI: 10.1002/jctb.3900     Document Type: Article
Times cited : (31)

References (26)
  • 2
    • 33749590377 scopus 로고    scopus 로고
    • Towards commercial production of microbial surfactants
    • Mukherjee S, Das P and Sen R, Towards commercial production of microbial surfactants. Trends Biotechnol 24: 509-515 (2006).
    • (2006) Trends Biotechnol , vol.24 , pp. 509-515
    • Mukherjee, S.1    Das, P.2    Sen, R.3
  • 4
    • 53049088150 scopus 로고    scopus 로고
    • Biotechnology in enhanced petroleum recovery: the MEOR
    • Sen R, Biotechnology in enhanced petroleum recovery: the MEOR. Prog Energy Combust Sci 34: 714-724 (2008).
    • (2008) Prog Energy Combust Sci , vol.34 , pp. 714-724
    • Sen, R.1
  • 5
    • 0030928303 scopus 로고    scopus 로고
    • Application of response surface methodology to evaluate the optimum environmental conditions for the enhanced production of surfactin
    • Sen R and Swaminathan T, Application of response surface methodology to evaluate the optimum environmental conditions for the enhanced production of surfactin. Appl Microbiol Biotechnol 47: 58-363 (1997).
    • (1997) Appl Microbiol Biotechnol , vol.47 , pp. 58-363
    • Sen, R.1    Swaminathan, T.2
  • 6
    • 77954323340 scopus 로고    scopus 로고
    • Optimization of a marine medium for augmented biosurfactant production
    • Sivapathasekaran C, Mukherjee S and Sen R, Optimization of a marine medium for augmented biosurfactant production. Int J Chem React Eng 8: A92 (2010).
    • (2010) Int J Chem React Eng , vol.8
    • Sivapathasekaran, C.1    Mukherjee, S.2    Sen, R.3
  • 7
    • 67349147005 scopus 로고    scopus 로고
    • Medium optimization for biosurfactant production by Rhodococcus erythropolis MTCC 2794: artificial intelligence verses a statistical approach
    • Pal MP, Vaidya BK, Desai KM, Joshi RM, Nene SN and Kulkarni BD, Medium optimization for biosurfactant production by Rhodococcus erythropolis MTCC 2794: artificial intelligence verses a statistical approach. J Ind Microbiol Biotechnol 36: 747-756 (2009).
    • (2009) J Ind Microbiol Biotechnol , vol.36 , pp. 747-756
    • Pal, M.P.1    Vaidya, B.K.2    Desai, K.M.3    Joshi, R.M.4    Nene, S.N.5    Kulkarni, B.D.6
  • 8
    • 0347760420 scopus 로고    scopus 로고
    • Resilient back propogation learning algorithm for recurrent fuzzy neural netwoks
    • Mastorocostas PA, Resilient back propogation learning algorithm for recurrent fuzzy neural netwoks. Electron Lett 40: 1 (2004).
    • (2004) Electron Lett , vol.40 , pp. 1
    • Mastorocostas, P.A.1
  • 9
    • 73749086706 scopus 로고    scopus 로고
    • Artificial neural network modeling and genetic algorithm based medium optimization for the improved production of marine biosurfactant
    • Sivapathasekaran C, Mukherjee S, Ray A, Gupta A and Sen R, Artificial neural network modeling and genetic algorithm based medium optimization for the improved production of marine biosurfactant. Bioresource Technol 101: 2884-2887 (2010).
    • (2010) Bioresource Technol , vol.101 , pp. 2884-2887
    • Sivapathasekaran, C.1    Mukherjee, S.2    Ray, A.3    Gupta, A.4    Sen, R.5
  • 10
    • 77955925668 scopus 로고    scopus 로고
    • Matrix-assisted laser desorption ionization-time of flight mass spectral analysis of marine lipopeptides with potential therapeutic implications
    • Sivapathasekaran C, Mukherjee S and Sen R, Matrix-assisted laser desorption ionization-time of flight mass spectral analysis of marine lipopeptides with potential therapeutic implications. Int J Peptide Res Therap 16: 79-85 (2010).
    • (2010) Int J Peptide Res Therap , vol.16 , pp. 79-85
    • Sivapathasekaran, C.1    Mukherjee, S.2    Sen, R.3
  • 11
    • 0030175564 scopus 로고    scopus 로고
    • Biosurfactants: recent advances
    • Lin SC, Biosurfactants: recent advances. J Chem Technol Biotechnol 66: 109-120 (1996).
    • (1996) J Chem Technol Biotechnol , vol.66 , pp. 109-120
    • Lin, S.C.1
  • 13
    • 33747224297 scopus 로고    scopus 로고
    • Bioreactor design for enhanced carrier-assisted surfactin production with Bacillus subtilis
    • Yeh MS, Wei YH and Chang JS, Bioreactor design for enhanced carrier-assisted surfactin production with Bacillus subtilis. Process Biochem 41: 1799-1805 (2006).
    • (2006) Process Biochem , vol.41 , pp. 1799-1805
    • Yeh, M.S.1    Wei, Y.H.2    Chang, J.S.3
  • 15
    • 61549118513 scopus 로고    scopus 로고
    • Identification of a biosurfactant producing strain: Bacillus subtilis HOB2
    • Haddad NIA, Wang Ji and Mu B, Identification of a biosurfactant producing strain: Bacillus subtilis HOB2. Prot Pept Lett 16: 7-13 (2009).
    • (2009) Prot Pept Lett , vol.16 , pp. 7-13
    • Haddad, N.I.A.1    Wang, J.2    Mu, B.3
  • 16
    • 41849083803 scopus 로고    scopus 로고
    • Production of biosurfactant and antifungal compound by fermented food isolate Bacillus subtilis 20B
    • Joshi S, Bharucha C and Desai AJ, Production of biosurfactant and antifungal compound by fermented food isolate Bacillus subtilis 20B. Bioresource Technol 99: 4603-4608 (2008).
    • (2008) Bioresource Technol , vol.99 , pp. 4603-4608
    • Joshi, S.1    Bharucha, C.2    Desai, A.J.3
  • 17
    • 59649112276 scopus 로고    scopus 로고
    • Biosurfactant production from Pseudomonas aeruginosa growth in residual soybean oil
    • Lima CJBde
    • Lima CJBde, Ribeiro EJ, Servulo EFC, Resende MM and Cardoso VL, Biosurfactant production from Pseudomonas aeruginosa growth in residual soybean oil. Appl Biochem Biotechnol 152: 156-168 (2009).
    • (2009) Appl Biochem Biotechnol , vol.152 , pp. 156-168
    • Ribeiro, E.J.1    Servulo, E.F.C.2    Resende, M.M.3    Cardoso, V.L.4
  • 18
    • 0033180537 scopus 로고    scopus 로고
    • The production of surfactin in a batch culture by Bacillus subtilis ATCC 21332 is strongly influenced by the conditions of nitrogen metabolism
    • Davis DA, Lynch HC and Varley J, The production of surfactin in a batch culture by Bacillus subtilis ATCC 21332 is strongly influenced by the conditions of nitrogen metabolism. Enzyme Microbiol Technol 25: 322-329 (1999).
    • (1999) Enzyme Microbiol Technol , vol.25 , pp. 322-329
    • Davis, D.A.1    Lynch, H.C.2    Varley, J.3
  • 19
    • 7544228630 scopus 로고    scopus 로고
    • Lipopeptide production from Bacillus sp. GB16 using a novel oxygenation method
    • Lee BS and Kim EK, Lipopeptide production from Bacillus sp. GB16 using a novel oxygenation method. Enzyme Microbiol Technol 35: 639-647 (2004).
    • (2004) Enzyme Microbiol Technol , vol.35 , pp. 639-647
    • Lee, B.S.1    Kim, E.K.2
  • 20
    • 2942704113 scopus 로고    scopus 로고
    • Optimizing iron supplement for enhanced surfactin production from Bacillus subtilis
    • Wei YH, Wang LF and Chang JS, Optimizing iron supplement for enhanced surfactin production from Bacillus subtilis. Biotechnol Progress 20: 979-983 (2004).
    • (2004) Biotechnol Progress , vol.20 , pp. 979-983
    • Wei, Y.H.1    Wang, L.F.2    Chang, J.S.3
  • 21
    • 77955664036 scopus 로고    scopus 로고
    • Comparative study for biosurfactant production by using Bacillus subtilis and Pseudomonas aeruginosa
    • Priya T and Usharani G, Comparative study for biosurfactant production by using Bacillus subtilis and Pseudomonas aeruginosa. Botany Res Int 2: 284-287 (2009).
    • (2009) Botany Res Int , vol.2 , pp. 284-287
    • Priya, T.1    Usharani, G.2
  • 22
    • 0031000567 scopus 로고    scopus 로고
    • Biosurfactant production by a thermophilic Bacillus subtilis strain
    • Makkar RS and Cameotra SS, Biosurfactant production by a thermophilic Bacillus subtilis strain. J Ind Microbiol Biotechnol 18: 37-42 (1997).
    • (1997) J Ind Microbiol Biotechnol , vol.18 , pp. 37-42
    • Makkar, R.S.1    Cameotra, S.S.2
  • 23
    • 52049101121 scopus 로고    scopus 로고
    • Enhanced production of biosurfactant by a marine bacterium on statistical screening of nutritional screening parameters
    • Mukherjee S, Das P, Sivapathasekaran C and Sen R, Enhanced production of biosurfactant by a marine bacterium on statistical screening of nutritional screening parameters. Biochem Eng J 42: 254-260 (2008).
    • (2008) Biochem Eng J , vol.42 , pp. 254-260
    • Mukherjee, S.1    Das, P.2    Sivapathasekaran, C.3    Sen, R.4
  • 25
    • 0028341225 scopus 로고
    • Continuous production of the lipopeptide biosurfactant of Bacillus licheniformis JF-2
    • Lin SC, Carswell KS, Sharma MM and Georgiou G, Continuous production of the lipopeptide biosurfactant of Bacillus licheniformis JF-2. Appl Microbiol Biotechnol 41: 281-285 (1994).
    • (1994) Appl Microbiol Biotechnol , vol.41 , pp. 281-285
    • Lin, S.C.1    Carswell, K.S.2    Sharma, M.M.3    Georgiou, G.4
  • 26
    • 44749088597 scopus 로고    scopus 로고
    • Production and characterization of a glycolipid biosurfactant from Bacillus megaterium using economically sources
    • Thavasi R, Jayalakshmi S, Balasubramanian T and Banat IM, Production and characterization of a glycolipid biosurfactant from Bacillus megaterium using economically sources. World J Microbiol Biotechnol 24: 917-925 (2008).
    • (2008) World J Microbiol Biotechnol , vol.24 , pp. 917-925
    • Thavasi, R.1    Jayalakshmi, S.2    Balasubramanian, T.3    Banat, I.M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.