Optimum culture medium composition for rhamnolipid production by pseudomonas aeruginosa AT10 using a novel multi‐objective optimization method. Issue 2 (16th May 2012)
- Record Type:
- Journal Article
- Title:
- Optimum culture medium composition for rhamnolipid production by pseudomonas aeruginosa AT10 using a novel multi‐objective optimization method. Issue 2 (16th May 2012)
- Main Title:
- Optimum culture medium composition for rhamnolipid production by pseudomonas aeruginosa AT10 using a novel multi‐objective optimization method
- Authors:
- Eswari, Jujjavarapu Satya
Anand, Mohan
Venkateswarlu, Chimmiri - Abstract:
- <abstract abstract-type="main" xml:lang="en"> <title>Abstract</title> <p> <bold>BACKGROUND: Rhamnolipid is a biosurfactant that finds wide applications in pharmaceuticals and beauty products. <italic>Pseudomonas aeruginosa</italic> is a producer of rhamnolipids, and the process can be implemented under laboratory‐scale conditions. Rhamnolipid concentration depends on medium composition namely, carbon source concentration, nitrogen source concentration, phosphate content and iron content. In this work, existing data<sup>7</sup> were used to develop an artificial neural network‐based response surface model (ANN RSM) for rhamnolipid production by <italic>pseudomonas aeruginosa AT10</italic>. This ANN RSM model is integrated with non‐dominated sorting differential evolution (DE) to identify the optimum medium composition for this process.</bold> </p> <p> <bold>RESULTS: Different strategies for optimization of culture medium composition for this process were evaluated, and the best determined to be an ANN model combined with DE involving a combination of Naïve and Slow and ε‐constrained techniques. The optimal culture medium is determined to have carbon source concentration of 49.86 g dm<sup>−3</sup>, nitrogen source concentration of 4.99 g dm<sup>−3</sup>, phosphate content of 1.42 g dm<sup>−3</sup>, and iron content of 17.12 g dm<sup>−3</sup>. The maximum rhamnolipid activity was found to be 18.07 g dm<sup>−3</sup>, which compares favorably with that previously reported (18.66<abstract abstract-type="main" xml:lang="en"> <title>Abstract</title> <p> <bold>BACKGROUND: Rhamnolipid is a biosurfactant that finds wide applications in pharmaceuticals and beauty products. <italic>Pseudomonas aeruginosa</italic> is a producer of rhamnolipids, and the process can be implemented under laboratory‐scale conditions. Rhamnolipid concentration depends on medium composition namely, carbon source concentration, nitrogen source concentration, phosphate content and iron content. In this work, existing data<sup>7</sup> were used to develop an artificial neural network‐based response surface model (ANN RSM) for rhamnolipid production by <italic>pseudomonas aeruginosa AT10</italic>. This ANN RSM model is integrated with non‐dominated sorting differential evolution (DE) to identify the optimum medium composition for this process.</bold> </p> <p> <bold>RESULTS: Different strategies for optimization of culture medium composition for this process were evaluated, and the best determined to be an ANN model combined with DE involving a combination of Naïve and Slow and ε‐constrained techniques. The optimal culture medium is determined to have carbon source concentration of 49.86 g dm<sup>−3</sup>, nitrogen source concentration of 4.99 g dm<sup>−3</sup>, phosphate content of 1.42 g dm<sup>−3</sup>, and iron content of 17.12 g dm<sup>−3</sup>. The maximum rhamnolipid activity was found to be 18.07 g dm<sup>−3</sup>, which compares favorably with that previously reported (18.66 g dm<sup>−3</sup>), and is in fact closer to the experimentally determined value of 16.50 g dm<sup>−3</sup>.</bold> </p> <p> <bold>CONCLUSION: This method has distinct advantages over methods using statistical regression models, and can be used for optimization of other multi‐objective biosurfactant production processes. © 2012 Society of Chemical Industry</bold> </p> </abstract> … (more)
- Is Part Of:
- Journal of chemical technology & biotechnology. Volume 88:Issue 2(2013:Feb.)
- Journal:
- Journal of chemical technology & biotechnology
- Issue:
- Volume 88:Issue 2(2013:Feb.)
- Issue Display:
- Volume 88, Issue 2 (2013)
- Year:
- 2013
- Volume:
- 88
- Issue:
- 2
- Issue Sort Value:
- 2013-0088-0002-0000
- Page Start:
- 271
- Page End:
- 279
- Publication Date:
- 2012-05-16
- Subjects:
- Biotechnology -- Periodicals
Chemistry, Technical -- Periodicals
Chemical engineering -- Periodicals
Industries -- Environmental aspects -- Periodicals
660 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1097-4660 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/jctb.3825 ↗
- Languages:
- English
- ISSNs:
- 0268-2575
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4957.089000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 3154.xml