Biodiesel production from acidic palm oil through transesterification catalyzed by Zn-doped BaTiO3 perovskite catalysts: Optimized by GA-BP

In this work, a series of Zn-doped BaTiO 3 catalysts were synthesized by the sol-gel method and applied to catalyze the transesterification of acidic palm oil with methanol for the biodiesel production. The maximum biodiesel yield was obtained for BaTiO 3 possessing a Zn stoichiometric coefficient of 0.15 and activated at 900 °C, designated as BTZO-0.15-900. The physicochemical properties of the catalysts were revealed by various characterization methods, including XRD, SEM-EDS, TEM, XPS, FTIR, BET, CO 2 -TPD, NH 3 -TPD and ICP-MS. The characterization results indicated that BTZO-0.15-900 was a mesoporous bifunctional catalyst, whose abundant oxygen vacancies significantly enhance its catalytic activity for the transesterification reaction. Subsequently, the Genetic Algorithm-Backpropagation (GA-BP) neural network was employed to optimize the BTZO-0.15-900 catalyzed transesterification parameters, where the maximum biodiesel yield of 97.6% was achieved under the optimal conditions of reaction temperature of 160.6 °C, catalyst amount of 5.8 wt%, methanol to oil molar ratio of 11.4:1 at a fixed reaction duration of 2 h. Moreover, the catalyst also exhibited excellent acid resistance and reusability. Specifically, it achieved a biodiesel yield of 80.6% from a high-acid-value feedstock (15.90 mg KOH/g), and maintained a high yield of 81.4% after the fifth reuse cycle. The quality of the produced biodiesel complied with EN 14214 and ASTM D6751 specifications, thereby affirming its commercial viability. • Zn-doped BaTiO 3 bifunctional catalysts were synthesized by sol-gel method. • BTZO-0.15-900 shows oxygen vacancies and mesoporous structure. • GA-BP neural network was applied to optimize transesterification parameters. • Maximum biodiesel yield of 97.6 % was obtained. • The catalyst exhibits the good acid resistance capability and stability.

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Publication Details

Journal
Biomass and Bioenergy
Published
2026-02-10
DOI
https://doi.org/10.1016/j.biombioe.2026.109064
Primary Topic
Biodiesel Production and Applications
Type
article
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article

Biodiesel production from acidic palm oil through transesterification catalyzed by Zn-doped BaTiO3 perovskite catalysts: Optimized by GA-BP

Yujia Liu, J. Wang, Dianqiang Li, Xin Li et al.
Biomass and Bioenergy
Biodiesel Production and Applications
article

Biodiesel production from acidic palm oil through transesterification catalyzed by Zn-doped BaTiO3 perovskite catalysts: Optimized by GA-BP

Yujia Liu, J. Wang, Dianqiang Li, Xin Li, Yujie Wei, Yue Zheng, Kemeng Li, Yie Hua Tan, Shengli Niu
article en

Abstract

In this work, a series of Zn-doped BaTiO 3 catalysts were synthesized by the sol-gel method and applied to catalyze the transesterification of acidic palm oil with methanol for the biodiesel production. The maximum biodiesel yield was obtained for BaTiO 3 possessing a Zn stoichiometric coefficient of 0.15 and activated at 900 °C, designated as BTZO-0.15-900. The physicochemical properties of the catalysts were revealed by various characterization methods, including XRD, SEM-EDS, TEM, XPS, FTIR, BET, CO 2 -TPD, NH 3 -TPD and ICP-MS. The characterization results indicated that BTZO-0.15-900 was a mesoporous bifunctional catalyst, whose abundant oxygen vacancies significantly enhance its catalytic activity for the transesterification reaction. Subsequently, the Genetic Algorithm-Backpropagation (GA-BP) neural network was employed to optimize the BTZO-0.15-900 catalyzed transesterification parameters, where the maximum biodiesel yield of 97.6% was achieved under the optimal conditions of reaction temperature of 160.6 °C, catalyst amount of 5.8 wt%, methanol to oil molar ratio of 11.4:1 at a fixed reaction duration of 2 h. Moreover, the catalyst also exhibited excellent acid resistance and reusability. Specifically, it achieved a biodiesel yield of 80.6% from a high-acid-value feedstock (15.90 mg KOH/g), and maintained a high yield of 81.4% after the fifth reuse cycle. The quality of the produced biodiesel complied with EN 14214 and ASTM D6751 specifications, thereby affirming its commercial viability. • Zn-doped BaTiO 3 bifunctional catalysts were synthesized by sol-gel method. • BTZO-0.15-900 shows oxygen vacancies and mesoporous structure. • GA-BP neural network was applied to optimize transesterification parameters. • Maximum biodiesel yield of 97.6 % was obtained. • The catalyst exhibits the good acid resistance capability and stability.

Biomass and BioenergyVol. 210
Universiti Teknologi Brunei (BN), University of Jinan (CN), City University of Hong Kong, Shenzhen Research Institute (CN), UCSI University (MY)
Openalex Percentile: Top 62%
Biodiesel Production and Applications
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