Microwave mediated production of FAME from waste cooking oil: Modelling and optimization of process parameters by RSM and ANN approach
•FAME produced from pretreated waste cooking oil using microwave.•Statistical model developed to optimize biodiesel yield.•RSM and ANN were employed for process optimization.•Produced biodiesel characterized by FT-IR, GC–MS, NMR etc. Fatty acid methyl esters (FAME) were synthesized from the waste co...
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Veröffentlicht in: | Fuel 2019-02, Vol.237, p.40-49 |
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Sprache: | eng |
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Zusammenfassung: | •FAME produced from pretreated waste cooking oil using microwave.•Statistical model developed to optimize biodiesel yield.•RSM and ANN were employed for process optimization.•Produced biodiesel characterized by FT-IR, GC–MS, NMR etc.
Fatty acid methyl esters (FAME) were synthesized from the waste cooking oil (WCO) by direct transesterification with methanol. The WCO was pretreated to increase the efficiency of FAME production with 1% of potassium methoxide as a catalyst. The free fatty acid of raw source was reduced using 2% of activated charcoal as adsorbent. The process variables were optimized using Box-Behnken design of Response Surface Methodology (RSM), and developed Artificial Neural Network (ANN) model to predict the FAME yield. The highest percentage of conversion (95%) was achieved at optimum conditions, for the catalyst concentration of 1%, alcohol to oil ratio of 6:1, temperature of 75 °C and time of 60 s. The yield of biodiesel was estimated by higher R2 values of RSM (0.98) and ANN (0.99), respectively. The produced FAME from pretreated WCO at 75 °C by microwave irradiation was examined by proton nuclear magnetic resonance (1H NMR), carbon nuclear magnetic resonance (13C NMR), Fourier transform infrared (FT-IR) spectroscopy, and gas chromatography-mass spectrometry (GC–MS). The esters exhibited their two characteristically strong absorption bands arising from carbonyl (CO) at 1741 cm−1 of fresh oil, and CO stretching between 1300 and 1000 cm−1 in the FT-IR spectra. A representative spectrum of 13CNMR for the FAME from WCO was confirmed the presence of methyl esters in the biodiesel of ester carbonyl (COO) and CO at 174.2 ppm and 51.4 ppm, respectively. The characteristic peak of 1H NMR at 1.00 ppm of methoxy protons was observed as a singlet at 3.67 ppm, which proved occurrence of the methyl ester (CH3COOR). In addition, a significant weight loss at 139 °C was observed through thermogravimetric (TG) analyses of FAME. |
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ISSN: | 0016-2361 1873-7153 |
DOI: | 10.1016/j.fuel.2018.09.147 |