Pareto-hierarchical clustering framework for biodiesel transesterification. (June 2021)
- Record Type:
- Journal Article
- Title:
- Pareto-hierarchical clustering framework for biodiesel transesterification. (June 2021)
- Main Title:
- Pareto-hierarchical clustering framework for biodiesel transesterification
- Authors:
- Wong, Kang Yao
Ng, Jo-Han
Chong, Cheng Tung
Lam, Su Shiung
Chong, Wen Tong - Abstract:
- Graphical abstract: The significance and importance of independent factors at various stage of transesterification can be highlight and optimised through a transient-based Pareto and hierarchical analysis. Highlights: Pareto, normal, and hierarchical clustering are used to analyse the transient transesterification. Effects of agitation rate, molar ratio, temperature, and catalyst loading are studied. Agitation rate showed diminishing impact as yield increases. Negative significance is observed for high molar ratio used at initialisation. Temporal hierarchical clustering favours three distinct transesterification stages. Abstract: Biodiesel is commonly produced via transesterification process, usually through the use of batch type reactor. There are significant gaps in batch reactor technologies, where the importance of operating conditions are often concluded based on the steady-state conditions. In this study, a Pareto-Hierarchical framework were employed, based on results of a 4-factor 3-level full factorial Design of Experiments. Four parameters of interest such as agitation speed, catalyst loading, methanol-to-oil ratio, and temperature, were firsts analysed using transient Pareto approach followed by hierarchical clustering. The results indicate that low methanol: oil ratio favours transesterification at the beginning, with increasing importance as the process proceeds. From it, the magnitude of standardised effect increases from 0.38 to 14.21, representing an overGraphical abstract: The significance and importance of independent factors at various stage of transesterification can be highlight and optimised through a transient-based Pareto and hierarchical analysis. Highlights: Pareto, normal, and hierarchical clustering are used to analyse the transient transesterification. Effects of agitation rate, molar ratio, temperature, and catalyst loading are studied. Agitation rate showed diminishing impact as yield increases. Negative significance is observed for high molar ratio used at initialisation. Temporal hierarchical clustering favours three distinct transesterification stages. Abstract: Biodiesel is commonly produced via transesterification process, usually through the use of batch type reactor. There are significant gaps in batch reactor technologies, where the importance of operating conditions are often concluded based on the steady-state conditions. In this study, a Pareto-Hierarchical framework were employed, based on results of a 4-factor 3-level full factorial Design of Experiments. Four parameters of interest such as agitation speed, catalyst loading, methanol-to-oil ratio, and temperature, were firsts analysed using transient Pareto approach followed by hierarchical clustering. The results indicate that low methanol: oil ratio favours transesterification at the beginning, with increasing importance as the process proceeds. From it, the magnitude of standardised effect increases from 0.38 to 14.21, representing an over 37-fold improvement. Conversely, agitation speed showed a reduction of 37-fold in standardised effect throughout the transesterification process, plateauing around mid-way of the reaction. Catalyst loading and temperature shared similar trends, as they influence the activation energy. Their standardised effects peak at 180 s which is in the middle of the physical-limiting regime. Therefore, this study provides a framework to develop an analyses to make dynamic optimisation strategy better in terms of economics and yield efficiency. … (more)
- Is Part Of:
- Sustainable energy technologies and assessments. Volume 45(2021)
- Journal:
- Sustainable energy technologies and assessments
- Issue:
- Volume 45(2021)
- Issue Display:
- Volume 45, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 45
- Issue:
- 2021
- Issue Sort Value:
- 2021-0045-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-06
- Subjects:
- Biodiesel -- Transesterification -- Hierarchical clustering -- Pareto analysis -- Palm oil -- Methyl ester
Renewable energy sources -- Periodicals
Energy development -- Technological innovations -- Periodicals
Electric power production -- Periodicals
Energy storage -- Periodicals
333.79 - Journal URLs:
- http://www.sciencedirect.com/science/journal/22131388/ ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.seta.2021.101160 ↗
- Languages:
- English
- ISSNs:
- 2213-1388
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 17207.xml