Synergistic ultrasound-assisted organosolv pretreatment of oil palm empty fruit bunches for enhanced enzymatic saccharification: An optimization study using artificial neural networks. (August 2020)
- Record Type:
- Journal Article
- Title:
- Synergistic ultrasound-assisted organosolv pretreatment of oil palm empty fruit bunches for enhanced enzymatic saccharification: An optimization study using artificial neural networks. (August 2020)
- Main Title:
- Synergistic ultrasound-assisted organosolv pretreatment of oil palm empty fruit bunches for enhanced enzymatic saccharification: An optimization study using artificial neural networks
- Authors:
- Lee, Kiat Moon
Zanil, Mohd Fauzi
Chan, Kok Keong
Chin, Zhi Ping
Liu, Yee Chian
Lim, Steven - Abstract:
- Abstract: The efficiency of ultrasonic-assisted organosolv in pretreating oil palm empty fruit bunches (EFB) was investigated in this study. The effect of temperature, time, sonication power, ethanol concentration and presence of different types of catalysts were examined. The ultrasonic-assisted organosolv pretreatment was found to be significantly affected by temperature, time and sonication power. These parameters were further subjected to process optimization study using Leverburgh Marquee artificial neural networks (ANNs). An empirical model with good predictive accuracies (R-squared value of 0.9084) was generated. From the morphology study, pretreated EFB showed significant structural disruption through the breakage of hemicellulose and lignin bonds, leading to the enhancement of enzymatic saccharification. A maximum reducing sugars of 356 mg/g biomass (7.12 g/L) was obtained at optimized conditions of 48.2 °C, 30 min and 55% (192.5 W) sonication power. The relatively high yield of reducing sugars associated with lower lignin content compared to raw EFB also suggested the effectiveness of ultrasonic-assisted organosolv in pretreating EFB. Therefore, this synergistic approach could pave the way for a more efficient and cost-effective pretreatment process for the production of various bioproducts and biofuels in the future. Graphical abstract: Image 1 Highlights: The ultrasonic-assisted organosolv pretreatment is effective in pretreating EFB. The pretreatment wasAbstract: The efficiency of ultrasonic-assisted organosolv in pretreating oil palm empty fruit bunches (EFB) was investigated in this study. The effect of temperature, time, sonication power, ethanol concentration and presence of different types of catalysts were examined. The ultrasonic-assisted organosolv pretreatment was found to be significantly affected by temperature, time and sonication power. These parameters were further subjected to process optimization study using Leverburgh Marquee artificial neural networks (ANNs). An empirical model with good predictive accuracies (R-squared value of 0.9084) was generated. From the morphology study, pretreated EFB showed significant structural disruption through the breakage of hemicellulose and lignin bonds, leading to the enhancement of enzymatic saccharification. A maximum reducing sugars of 356 mg/g biomass (7.12 g/L) was obtained at optimized conditions of 48.2 °C, 30 min and 55% (192.5 W) sonication power. The relatively high yield of reducing sugars associated with lower lignin content compared to raw EFB also suggested the effectiveness of ultrasonic-assisted organosolv in pretreating EFB. Therefore, this synergistic approach could pave the way for a more efficient and cost-effective pretreatment process for the production of various bioproducts and biofuels in the future. Graphical abstract: Image 1 Highlights: The ultrasonic-assisted organosolv pretreatment is effective in pretreating EFB. The pretreatment was significantly affected by temperature, time and sonication power. The empirical models developed from Leverburgh Marquee ANN are of good predictive accuracy. Reducing sugars yield of 356 mg/g biomass was achieved under optimized conditions. … (more)
- Is Part Of:
- Biomass and bioenergy. Volume 139(2020)
- Journal:
- Biomass and bioenergy
- Issue:
- Volume 139(2020)
- Issue Display:
- Volume 139, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 139
- Issue:
- 2020
- Issue Sort Value:
- 2020-0139-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-08
- Subjects:
- Empty fruit bunches -- Organosolv pretreatment -- Ultrasound irradiation -- Delignification -- Process optimization -- Artificial neural networks
Biomass energy -- Periodicals
Biomass -- Periodicals
Energy-Generating Resources -- Periodicals
Bioénergie -- Périodiques
333.9539 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09619534 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.biombioe.2020.105621 ↗
- Languages:
- English
- ISSNs:
- 0961-9534
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.706500
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13552.xml