A green heterogeneous catalyst production and characterization for biodiesel production using RSM and ANN approach

IF 2.4 Q3 ENERGY & FUELS
Aditya Kolakoti, M. Setiyo, M. L. Rochman
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引用次数: 15

Abstract

In this work, naturally available moringa oleifera leaves are chosen as a heterogeneous catalyst for biodiesel production from palm oil. The dry moringa oleifera leaves are calcinated up to 700 °C for 3 hours to improve their adsorbing property. The calcinated catalyst characterization analysis from XRD and EDX highlights the presence of calcium, potassium, and other elements. Response surface method (RSM) optimization and artificial neural network (ANN) modeling were carried out to elucidate the interaction effect of significant process variables on biodiesel yield. The results show that a maximum biodiesel yield of 92.82% was achieved at optimum conditions of catalyst usage (9 wt.%), molar ratio (7:1), temperature (50 °C) and reaction time (120 min). The catalyst usage (wt.%) was identified as a significant process variable followed by molar ratio. Furthermore, the significant fuel properties of the biodiesel related to thermal, physical, chemical, and elemental match with the established standards of ASTM. The reutilization analysis of the catalyst reveals that more than 50% of the biodiesel yield was achieved after five cycles of reuse.
基于RSM和ANN的绿色多相催化剂生产及生物柴油表征
在这项工作中,天然辣木叶被选为从棕榈油生产生物柴油的多相催化剂。将干燥的辣木叶在700°C下煅烧3小时,以提高其吸附性能。XRD和EDX的煅烧催化剂表征分析突出了钙、钾和其他元素的存在。通过响应面法(RSM)优化和人工神经网络(ANN)建模,阐明了重要工艺变量对生物柴油产量的相互作用。结果表明,在催化剂用量(9wt.%)、摩尔比(7:1)、温度(50°C)和反应时间(120min)的最佳条件下,生物柴油的最大产率为92.82%。催化剂用量(wt.%)被确定为一个重要的过程变量,其次是摩尔比。此外,生物柴油在热、物理、化学和元素方面的显著燃料特性符合ASTM的既定标准。催化剂的再利用分析表明,经过五个循环的再利用,生物柴油产量达到50%以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.50
自引率
16.00%
发文量
83
审稿时长
8 weeks
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