Note

OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES

Volume: 6 Number: 5 October 1, 2020
  • Aditya Kolakoti *
EN

OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES

Abstract

Sunflower oil is commonly used for cooking purposes. After their repetitive usage, these oils are treated as waste and being dumped. Due to the huge population, the utilization of oil for daily requirements is also high. Every day tonnes of waste cooking oil (WCO) are being discarded which eventually increases environmental pollution. Therefore, WCO was proposed to use for biodiesel production. To achieve maximum biodiesel yield with limited experiments, optimization techniques are popular. In this endeavor, nine experiments were conducted based on Taguchi orthogonal array and Artificial Neural Network (ANN) based feedforward backpropagation was used for validation of the transesterification process. A maximum yield of 92.17% was achieved at a molar ratio (MR) of 12:1, catalyst concentration (CC) of 15, reaction temperature at 550C and reaction time for one hour. CC was observed as the highest influence factor on biodiesel yield. The accuracy of the chosen optimization models was determined by the coefficient of determination which is almost the same for Taguchi (0.9959) and ANN (0.9955). This shows that these models are highly accurate in prediction. As a conclusion, by utilizing WCO for biodiesel production can decrease the overall production cost and the obtained biodiesel properties meet the international standards.

Keywords

References

  1. [1] Energy statistic 2019: Central statistics office ministry of statistics and programme implementation government of India, New Delhi. Page-13.
  2. [2] Shivakumar Shankar, Harishchandra V Astagi, S R Hotti and Omprakash Hebbal: Effect of exhaust gas recirculation (egr) on performance, emissions and combustion characteristics of a low heat rejection (lhr) diesel engine using pongamia biodiesel. Journal of Thermal Engineering. 2016; 2(5):1007-1016
  3. [3] Siddalingappa R Hotti and Omprakash D Hebbal: Biodiesel production and fuel properties from non-edible champaca (michelia champaca) seed oil for use in diesel engine. Journal of thermal engineering. 2015; 1(1): 330-336
  4. [4] Ahmad Abbaszaadeh, Barat Ghobadian, Mohammad Reza Omidkhah and Gholamhassan Najafi: Current biodiesel production technologies: A comparative review. Energy Conversion and Management. https://doi.org/10.1016/j.enconman.2012.02.027/; 2012, [Accepted 2012].
  5. [5] A Abdulvahitoğlu: Evaluation of the fuel quality values of bay laurel (Laurus nobilis L.) oil as a biodiesel feedstock. Biofuels https://doi.org/10.1080/17597269.2016.1257319/;2018, [Accepted 2018].
  6. [6] Victor T, Prasad Rao K, Appa Rao B V, Aditya Kolakoti: Experimental investigation on combustion, emissions, performance and cylinder vibration analysis of an IDI engine with RBME along with isopropanol as an additive. Biofuel; https://doi.org/10.1080/17597269.2016.1226723/; 2017, [Accepted 2017].
  7. [7] Bobbili Prasada rao, Aditya Kolakoti and Pudi Sekhar: Exhaust Emission Characteristics of a Three-Wheeler Auto Diesel Engine Fueled with Pongamia, Mahua and Jatropha Biodiesels. Recent Advances in Computer Science and Communications https://doi.org/10.2174/2666255813666191204143202/;2020; [Accepted 2020].
  8. [8] Aditya Kolakoti and BV Appa Rao: A comprehensive review of biodiesel application in IDI engines with property improving additives. I-manager’s J Mech Eng 2015; 5(4): 35-45.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Note

Authors

Aditya Kolakoti * This is me
India

Publication Date

October 1, 2020

Submission Date

February 4, 2020

Acceptance Date

March 5, 2020

Published in Issue

Year 2020 Volume: 6 Number: 5

APA
Kolakoti, A. (2020). OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES. Journal of Thermal Engineering, 6(5), 712-723. https://doi.org/10.18186/thermal.796761
AMA
1.Kolakoti A. OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES. Journal of Thermal Engineering. 2020;6(5):712-723. doi:10.18186/thermal.796761
Chicago
Kolakoti, Aditya. 2020. “OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES”. Journal of Thermal Engineering 6 (5): 712-23. https://doi.org/10.18186/thermal.796761.
EndNote
Kolakoti A (October 1, 2020) OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES. Journal of Thermal Engineering 6 5 712–723.
IEEE
[1]A. Kolakoti, “OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES”, Journal of Thermal Engineering, vol. 6, no. 5, pp. 712–723, Oct. 2020, doi: 10.18186/thermal.796761.
ISNAD
Kolakoti, Aditya. “OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES”. Journal of Thermal Engineering 6/5 (October 1, 2020): 712-723. https://doi.org/10.18186/thermal.796761.
JAMA
1.Kolakoti A. OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES. Journal of Thermal Engineering. 2020;6:712–723.
MLA
Kolakoti, Aditya. “OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES”. Journal of Thermal Engineering, vol. 6, no. 5, Oct. 2020, pp. 712-23, doi:10.18186/thermal.796761.
Vancouver
1.Aditya Kolakoti. OPTIMIZATION OF BIODIESEL PRODUCTION FROM WASTE COOKING SUNFLOWER OIL BY TAGUCHI AND ANN TECHNIQUES. Journal of Thermal Engineering. 2020 Oct. 1;6(5):712-23. doi:10.18186/thermal.796761

Cited By

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