Prediction for Biodiesel Quality using the Dielectric Properties

International Conference on Science and Innovated Engineering

工业技术（总论）;自然科学（总论）

Rahmawati^1

Post Graduate Program of Agro-Industrial Technology, IPB, Indonesia and Politeknik Negeri Lhokseumawe, Bogor, Aceh, Indonesia^1

关键词: Dielectric parameters;    Electric susceptibility;    Parallel capacitance;    Parallel resistance;    Parameters selection;    Purification process;    Quality classification;    Quality requirements;   

Others  :  https://iopscience.iop.org/article/10.1088/1757-899X/536/1/012057/pdf
DOI  :  10.1088/1757-899X/536/1/012057

来源: IOP

【 摘 要 】

Measurement of the quality of biodiesel during the purification process is necessary to ensure biodiesel meets the required standards. Water and glycerol concentrate critical parameters of the quality of the final product of biodiesel. The impurities of biodiesel (water and glycerol) have a strong correlation with dielectric properties due to polarity changes. Measurement of electrical properties produces 14 dielectric parameters namely impedance (Z), Modulus Young (Y), Phase, Capacitation series (Cs), Parallel capacitance (Cp), Displacement (D), Series Inductance (Ls), Parallel Inductance (Lp), Electric charge (Q), Series Resistance (Rs), Conductance (G), Parallel Resistance (Rp), electric susceptibility (X) and induction field (B). Parameters selection are needed for the efficiency of determining the quality of biodiesel. The research objective is to predict the quality of biodiesel during the purification process using the selected dielectric parameter analysis. The process of selecting parameters uses feature selection (Relief) and quality classification using Support Vector Machine (SVM). The election results show the parameters related to the purity of biodiesel are parallel capacitance (Cp), series resistance (Rs), and impedance (Z) and parallel inductance (Lp) at weights greater than 0.05. Based on the test, the AUC (Area under ROC) value is 0.87, the accuracy is 0.94 for the quality that meets (YES) and that does not meet (NO) biodiesel quality requirements.