Research Article

Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency

Volume: 11 Number: 5 October 21, 2025
  • Manoj Kumar Gupta *
  • Ashok Kumar Srivastava
EN

Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency

Abstract

The present work is associated with synergistic optimization and the effect of three operational variables, namely Load on the engine, rice bran biodiesel Blend, and TiO2 Nanoparticle for emission attenuation of HC, CO2, NOx, O2, and CO, along with BTE amelioration of diesel engine sustainability. Under the category of Empirical Research work, Central Composite Design-based Response Surface Modeling and analysis of variance were done to find out the best suitable mathematical relationship with the most and least significant operational variable for all responses at a 95% level of confidence and 5% significance factor. Experimental data were obtained using a diesel engine test rig with biodiesel blends up to 30% and TiO₂ nanoparticles up to 200 ppm, under low, medium, and high load conditions. The responses were optimized using MINITAB with contour and surface plots. The optimum combination of three operation parameters reported as 2.64094 kW engine Load, 30 ppm rice bran Biodiesel, and 141.742 ppm TiO2 nanoparticles. Additionally, the optimal combination included CO 0.050% of the total sample, CO2 3.30% of the total sample, HC 13.29 ppm, NOX 385.78 ppm, and BTE 32.50%, resulting in a desirability effect of 73.74%; Improves BTE by 31.4% compared to pure diesel at low load and 22.9% at high load. A confirmation test run validates the result with a forecast error of less than 4%, with remarkable emissions reduction and performance gain of regular diesel engines without major changes, making it an eco-friendly option for the future.

Keywords

References

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Details

Primary Language

English

Subjects

Aerodynamics (Excl. Hypersonic Aerodynamics)

Journal Section

Research Article

Authors

Manoj Kumar Gupta * This is me
0000-0002-1432-9793
India

Ashok Kumar Srivastava This is me
0009-0003-5392-9681
India

Publication Date

October 21, 2025

Submission Date

January 26, 2025

Acceptance Date

May 31, 2025

Published in Issue

Year 2025 Volume: 11 Number: 5

APA
Gupta, M. K., & Srivastava, A. K. (2025). Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency. Journal of Thermal Engineering, 11(5), 1276-1292. https://doi.org/10.14744/thermal.0000996
AMA
1.Gupta MK, Srivastava AK. Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency. Journal of Thermal Engineering. 2025;11(5):1276-1292. doi:10.14744/thermal.0000996
Chicago
Gupta, Manoj Kumar, and Ashok Kumar Srivastava. 2025. “Harnessing Response Surface Methodology for Diesel Engine Optimization Using Titanium Dioxide-Enhanced Rice Bran Biodiesel to Improve Emissions and Efficiency”. Journal of Thermal Engineering 11 (5): 1276-92. https://doi.org/10.14744/thermal.0000996.
EndNote
Gupta MK, Srivastava AK (October 1, 2025) Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency. Journal of Thermal Engineering 11 5 1276–1292.
IEEE
[1]M. K. Gupta and A. K. Srivastava, “Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency”, Journal of Thermal Engineering, vol. 11, no. 5, pp. 1276–1292, Oct. 2025, doi: 10.14744/thermal.0000996.
ISNAD
Gupta, Manoj Kumar - Srivastava, Ashok Kumar. “Harnessing Response Surface Methodology for Diesel Engine Optimization Using Titanium Dioxide-Enhanced Rice Bran Biodiesel to Improve Emissions and Efficiency”. Journal of Thermal Engineering 11/5 (October 1, 2025): 1276-1292. https://doi.org/10.14744/thermal.0000996.
JAMA
1.Gupta MK, Srivastava AK. Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency. Journal of Thermal Engineering. 2025;11:1276–1292.
MLA
Gupta, Manoj Kumar, and Ashok Kumar Srivastava. “Harnessing Response Surface Methodology for Diesel Engine Optimization Using Titanium Dioxide-Enhanced Rice Bran Biodiesel to Improve Emissions and Efficiency”. Journal of Thermal Engineering, vol. 11, no. 5, Oct. 2025, pp. 1276-92, doi:10.14744/thermal.0000996.
Vancouver
1.Manoj Kumar Gupta, Ashok Kumar Srivastava. Harnessing response surface methodology for diesel engine optimization using titanium dioxide-enhanced rice bran biodiesel to improve emissions and efficiency. Journal of Thermal Engineering. 2025 Oct. 1;11(5):1276-92. doi:10.14744/thermal.0000996

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