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Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends

Year 2025, Volume: 14 Issue: 2, 98 - 109, 30.06.2025
https://doi.org/10.18245/ijaet.1565350

Abstract

This work investigated the impacts of butanol-diesel fuel blends used in a turbocharged six-cylinder heavy-duty diesel engine on engine performance and exhaust emission parameters. It evaluated their optimization by using response surface methodology. The engine's operational factors, such as engine speed and the proportion of butanol-diesel fuel blend, have been optimized to attain optimal engine performance and exhaust emissions. The model was designed by Central Composite Design using Minitab software (trial version) and confirmed by the experimental results. According to RSM, the optimum blend ratio of butanol-diesel fuel and engine speed were 5% and 1721.4 rpm, respectively. Optimum desirability is found as 0.6260 with a butanol- diesel fuel blend of 5% and 1721.4 rpm engine speed for the heavy-duty diesel engine. The responses obtained under optimal conditions were determined as 821.19 Nm for torque, 158.1 kW for power, 895.7 ppm for NOx, 104.05 ppm for CO, and 21.14 ppm for HC, respectively. The values for the R2 coefficient determination were 99.02%, 99.98%, 99.67%, 99.97%, and 99.95%, respectively.

References

  • Zhang, Z., Li, J., Tian, J., Dong, R., Zou, Z., Gao, S., & Tan, D. “Performance, combustion and emission characteristics investigations on a diesel engine fueled with diesel/ ethanol /n-butanol blends”, Energy, 249, 123733, 2022.
  • Wu, T., Shen, Q., Xu, M., Peng, T., & Ou, X. “Development and application of an energy use and CO2 emissions reduction evaluation model for China's online car hailing services”, Energy, 154, 298-307, 2018.
  • Zhang, Z., Ye, J., Lv, J., Xu, W., Tan, D., Jiang, F., & Huang, H. “Investigation on the effects of non-uniform porosity catalyst on SCR characteristic based on the field synergy analysis”, Journal of Environmental Chemical Engineering, 10, 107056, 2021.
  • Li, Y., Jia, M., Han, X., & Bai, X-S. “Towards a comprehensive optimization of engine efficiency and emissions by coupling artificial neural network (ANN) with genetic algorithm (GA)”, Energy, 225, 120331, 2021.
  • Şahin, Z., & Aksu, O.N. “Experimental investigation of the effects of using low ratio n-butanol/diesel fuel blends on engine performance and exhaust emissions in a turbocharged DI diesel engine”, Renewable Energy, 77, 279-290, 2015.
  • Jamrozik, A. “The effect of the alcohol content in the fuel mixture on the performance and emissions of a direct injection diesel engine fueled with diesel-methanol and diesel-ethanol blends”, Energy Conversion Management, 148, 461–76, 2017.
  • Zhang, Z.H., Tsang, K.S., Cheung, C.S., Chan, T.L., & Yao, C.D. “Effect of fumigation methanol and ethanol on the gaseous and particulate emissions of a direct-injection diesel engine”, Atmospheric Environment, 45, 2001–2008, 2011.
  • Tipanluisa, L., Fonseca, N., Casanova, J., & Lopez, J. “Effect of n-butanol/diesel blends on performance and emissions of a heavy-duty diesel engine tested under the World Harmonised Steady-State cycle”, Fuel, 302, 121204, 2021.
  • Lapuerta, M., Hernandez, J., Rodríguez-Fernandez, J., Barba, J., Ramos, A., & Fernandez-Rodríguez, D. “Emission benefits from the use of n-butanol blends in a Euro 6 diesel engine”, International Journal of Engine Research, 19(10), 1099-112, 2018.
  • Billa, K.K., Deb, M., Sastry, G.R.K., & Dey, S. “Experimental investigation on dispersing graphene-oxide in biodiesel/diesel/higher alcohol blends on diesel engine using response surface methodology”, Enviromental Technology, 43, 3131-3148, 2022.
  • Ma, Q., Zhang, Q., Liang, J., & Yang, C. “The performance and emissions characteristics of diesel/biodiesel/alcohol blends in a diesel engine”, Energy Reports, 7, 1016-1024, 2021.
  • Atmanlı, A., İleri, E., & Yüksel, B. “Effects of higher ratios of n-butanol addition to diesel- vegetable oilblends on performance and exhaust emissions of a diesel engine”, Journal of the Energy Institute, 88:209-220, 2015.
  • Emiroglu, A.O., & Şen, M. “Combustion, performance and emission characteristics of various alcohol blends in a single cylinder diesel engine”, Fuel, 212, 34-40, 2018.
  • Zhu, Q, Zong, Y., Tan, Y.R., Lyu, J., Yu, W., Yang, W., & Kraft, M. “Evaluating the effect of n-butanol additive on particulate matter emission in diesel engine”, Fuel, 332, 126003, 2023.
  • Yilmaz, N., Vigil, F., & Donaldson, B. “Effect of n-Butanol Addition to Diesel Fuel on Reduction of PAH Formation and Regulated Pollutants”, Polycyclic Aromatic Compounds, 43, 8785-8799, 2023.
  • Doǧan, O. “The influence of n-butanol/diesel fuel blends utilization on a small diesel engine performance and emissions”, Fuel, 90, 2467–2472, 2011.
  • Bhan, S., Gautam, R., & Singh, P. “Application of response surface approach to optimize CI engine parameters fuelled by newly developed waste cooking biodiesel infused with Al2O3 nanoparticle”, Environmental Progress & Sustainable Energy, 42, 14151, 2023.
  • Yaman, H., Yeşilyurt, M.K., & Uslu, S. “Combined effects of biodiesel − ULSD blends and EGR on performance and emissions of diesel engine using Response surface methodology (RSM)”, Energy Nexus, 7, 100136, 2022.
  • Yıkmış, S. “Effect of Thermosonication on Some Bioactive, Sensory Analysis and Microbiological Properties of Yellow Watermelon Juice Using Response Surface Methodology”, BSEU Journal of Science, 6(2), 162-179, 2019.
  • Kumar, S.K., Surakasi, R., Patro, S.G.K., Govil, N., Ramis, M.K., Razak, A., Sharma, P., Alsubih, M., İslam, S., Khan, T.Y.M., Almakayeel, N., & Chintakindi, S. “Performance, Combustion, and Emission analysis of diesel engine fuelled with pyrolysis oil blends and n-propyl alcohol-RSM optimization and ML modelling”, Journal of Cleaner Production, 434, 140354, 2024.
  • Esonye, C., Onukwuli, O.D., & Ofoefule, A.U. “Optimization of methyl ester production from Prunus Amygdalus seed oil using response surface methodology and Artificial Neural Networks”, Renewable Energy, 130, 61-72, 2019.
  • Kumar, M., Gautam, R., & Ansari, N.A. “Optimisation of an experimental and feasibility research on a CRDI diesel engine based on a blend of waste cooking oil and waste plastic oil using RSM: A value addition for disposed waste oil”, Journal of the Energy Institute, 117, 101564, 2024.
  • Sakthivel, R., Ramesh, K., Marshal, S.J.J., & Sadasivuni, K.K. “Prediction of performance and emission characteristics of diesel engine fuelled with waste biomass pyrolysis oil using response surface methodology”, Renewable Energy, 136, 91- 103, 2019.
  • Ramachander, J., Gugulothu, S.K., Sastry, G.R.K., Panda, J.K., & Surya, M.S. “Performance and emission predictions of a CRDI engine powered with diesel fuel: A combined study of injection parameters variation and Box-Behnken response surface methodology-based optimization”, Fuel, 290, 120069, 2021.
  • Singh, D.K., Raj, R., & Tirkey, J.V. “Performance and emission of multiple engine parameters of a 1-heptanol / gasoline fuel blends operated a port-fuel injection spark ignition engine using response surface methodology approach”, Energy, 238, 122019, 2022.
  • Dubey, A., Prasad, R.S., Singh, J.K., & Nayyar, A. “Performance and emission analysis of triple fuelled CI engine utilizing producer gas, biodiesel and diesel: An optimization study using response surface methodology”, Thermal Science and Engineering Progress, 36, 101486, 2022.
  • Ghanbari, M., Mozafari-Vanani, L., Dehghani-Soufi, M., & Jahanbakhshi, A. “Effect of alumina nanoparticles as additive with diesel–biodiesel blends on performance and emission characteristic of a six-cylinder diesel engine using response surface methodology (RSM)”, Energy Conversion and Management: X, 11, 100091, 2021.
  • Sharma, A., Singh, Y., Singh, N.K., Singla, A., Ong, H.C., & Chen, W. “Effective utilization of tobacco (Nicotiana Tabaccum) for biodiesel production and its application on diesel engine using response surface methodology approach”, Fuel, 273, 117793, 2020.
  • Simşek, S., & Uslu, S. “Determination of a diesel engine operating parameters powered with canola, safflower and waste vegetable oil based biodiesel combination using response surface methodology (RSM)”, Fuel, 270, 117496, 2020.
  • Uslu, S., & Celik, M.B. “Performance and exhaust emission prediction of a SI engine fueled with I-amyl alcohol-gasoline blends: an ANN coupled RSM based optimization”, Fuel, 265, 116922, 2019.
  • www.minitab.com
  • Kahveci, E.E., & Taymaz, I. “Hydrogen PEMFC stack performance analysis through experimental study of operating parameters by using response surface methodology (RSM)”, International Journal of Hydrogen Energy, 47(24), 12293-12303, 2022.
  • Aziz, N.A., Awanis, N., & Noraziman, S.N. “Modified desirability function for optimization of multiple responses”, Journal of Mathematics and Computing Science, 1(1), 39-54, 2018.
  • Hirkude, J.B., & Padalkar, A.S. “Performance optimization of CI engine fuelled with waste fried oil methyl ester-diesel blend using response surface methodology”, Fuel, 119, 266–73, 2014.
  • Gokmen, M.S., Dogan, I., & Aydogan, H. (2021). “Investigation of the Effect of 1-Propanol / Gasoline Fuel Blends on Exhaust Emissions Using Response Surface Methodology”, European Journal of Science and Technology, 24, 67-74, 2021.
  • Singh, V.K., Ansari, N.A., Sharma, A., Gautam, S., Kumar, M., & Singh, Y. “Exhaust gas recirculation effect on the performance of a CRDI diesel engine fuelled with linseed biodiesel/diesel blend through response surface methodology”, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 09544062211026348, 2021.
  • Bharadwaz, Y.D., Rao, B.G., Rao, V.D., & Anusha, C. “Improvement of biodiesel methanol blends performance in a variable compression ratio engine using response surface methodology”, Alexandria Engineering Journal, 55(2), 1201–9, 2016.
  • Kumar, T., Mohsin, R., Majid, Z.A., Ghafir, M.F.A., & Wash, A.M. “Experimental study of the anti-knock efficiency of high-octane fuels in spark ignited aircraft engine using response surface methodology”, Applied Energy, 259, 114150, 2020.
  • Tosun, E., Yılmaz, A.C., Ozcanlı, M., & Aydın, K. “Determination of effects of various alcohol additions into peanut methylester on performance and emission characteristics of a compression ignition engine”, Fuel, 126, 38-43, 2014.
  • Ozgur, T. “A Study on the Performance and Emission Characteristics of a Diesel Engine Operated with Ternary Higher Alcohol Biofuel Blends”, Ingeniería e Investigación, 43, 93696, 2023.
  • Joy, N., Balan, K.N., Nagappan, B., & Abraham baby, S.J. “Emission analysis of diesel and butanol blends in research diesel engine”, Petroleum Science and Technology, 38(4), 289-296, 2020.
  • Kattela, S.P., Vysyaraju, R.K.R., Surapaneni, S.R., & Ganji, P.R. “Effect of n-butanol/diesel blends and piston bowl geometry on combustion and emission characteristics of CI engine”, Environmental Science and Pollution Research, 26(2), 1661-1674, 2019.
  • Rakopoulos, D.C., Rakopoulos, C.D., Hountalas, D.T., Kakaras, E.C., & Giakoumis, E.G. “Effects of ethanol–diesel fuel blends on the performance and exhaust emissions of heavy duty DI diesel engine”, Energy Conversion and Management, 49, 3155–3162, 2008.

Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends

Year 2025, Volume: 14 Issue: 2, 98 - 109, 30.06.2025
https://doi.org/10.18245/ijaet.1565350

Abstract

This work investigated the impacts of butanol-diesel fuel blends used in a turbocharged six-cylinder heavy-duty diesel engine on engine performance and exhaust emission parameters. It evaluated their optimization by using response surface methodology. The engine's operational factors, such as engine speed and the proportion of butanol-diesel fuel blend, have been optimized to attain optimal engine performance and exhaust emissions. The model was designed by Central Composite Design using Minitab software (trial version) and confirmed by the experimental results. According to RSM, the optimum blend ratio of butanol-diesel fuel and engine speed were 5% and 1721.4 rpm, respectively. Optimum desirability is found as 0.6260 with a butanol- diesel fuel blend of 5% and 1721.4 rpm engine speed for the heavy-duty diesel engine. The responses obtained under optimal conditions were determined as 821.19 Nm for torque, 158.1 kW for power, 895.7 ppm for NOx, 104.05 ppm for CO, and 21.14 ppm for HC, respectively. The values for the R2 coefficient determination were 99.02%, 99.98%, 99.67%, 99.97%, and 99.95%, respectively.

References

  • Zhang, Z., Li, J., Tian, J., Dong, R., Zou, Z., Gao, S., & Tan, D. “Performance, combustion and emission characteristics investigations on a diesel engine fueled with diesel/ ethanol /n-butanol blends”, Energy, 249, 123733, 2022.
  • Wu, T., Shen, Q., Xu, M., Peng, T., & Ou, X. “Development and application of an energy use and CO2 emissions reduction evaluation model for China's online car hailing services”, Energy, 154, 298-307, 2018.
  • Zhang, Z., Ye, J., Lv, J., Xu, W., Tan, D., Jiang, F., & Huang, H. “Investigation on the effects of non-uniform porosity catalyst on SCR characteristic based on the field synergy analysis”, Journal of Environmental Chemical Engineering, 10, 107056, 2021.
  • Li, Y., Jia, M., Han, X., & Bai, X-S. “Towards a comprehensive optimization of engine efficiency and emissions by coupling artificial neural network (ANN) with genetic algorithm (GA)”, Energy, 225, 120331, 2021.
  • Şahin, Z., & Aksu, O.N. “Experimental investigation of the effects of using low ratio n-butanol/diesel fuel blends on engine performance and exhaust emissions in a turbocharged DI diesel engine”, Renewable Energy, 77, 279-290, 2015.
  • Jamrozik, A. “The effect of the alcohol content in the fuel mixture on the performance and emissions of a direct injection diesel engine fueled with diesel-methanol and diesel-ethanol blends”, Energy Conversion Management, 148, 461–76, 2017.
  • Zhang, Z.H., Tsang, K.S., Cheung, C.S., Chan, T.L., & Yao, C.D. “Effect of fumigation methanol and ethanol on the gaseous and particulate emissions of a direct-injection diesel engine”, Atmospheric Environment, 45, 2001–2008, 2011.
  • Tipanluisa, L., Fonseca, N., Casanova, J., & Lopez, J. “Effect of n-butanol/diesel blends on performance and emissions of a heavy-duty diesel engine tested under the World Harmonised Steady-State cycle”, Fuel, 302, 121204, 2021.
  • Lapuerta, M., Hernandez, J., Rodríguez-Fernandez, J., Barba, J., Ramos, A., & Fernandez-Rodríguez, D. “Emission benefits from the use of n-butanol blends in a Euro 6 diesel engine”, International Journal of Engine Research, 19(10), 1099-112, 2018.
  • Billa, K.K., Deb, M., Sastry, G.R.K., & Dey, S. “Experimental investigation on dispersing graphene-oxide in biodiesel/diesel/higher alcohol blends on diesel engine using response surface methodology”, Enviromental Technology, 43, 3131-3148, 2022.
  • Ma, Q., Zhang, Q., Liang, J., & Yang, C. “The performance and emissions characteristics of diesel/biodiesel/alcohol blends in a diesel engine”, Energy Reports, 7, 1016-1024, 2021.
  • Atmanlı, A., İleri, E., & Yüksel, B. “Effects of higher ratios of n-butanol addition to diesel- vegetable oilblends on performance and exhaust emissions of a diesel engine”, Journal of the Energy Institute, 88:209-220, 2015.
  • Emiroglu, A.O., & Şen, M. “Combustion, performance and emission characteristics of various alcohol blends in a single cylinder diesel engine”, Fuel, 212, 34-40, 2018.
  • Zhu, Q, Zong, Y., Tan, Y.R., Lyu, J., Yu, W., Yang, W., & Kraft, M. “Evaluating the effect of n-butanol additive on particulate matter emission in diesel engine”, Fuel, 332, 126003, 2023.
  • Yilmaz, N., Vigil, F., & Donaldson, B. “Effect of n-Butanol Addition to Diesel Fuel on Reduction of PAH Formation and Regulated Pollutants”, Polycyclic Aromatic Compounds, 43, 8785-8799, 2023.
  • Doǧan, O. “The influence of n-butanol/diesel fuel blends utilization on a small diesel engine performance and emissions”, Fuel, 90, 2467–2472, 2011.
  • Bhan, S., Gautam, R., & Singh, P. “Application of response surface approach to optimize CI engine parameters fuelled by newly developed waste cooking biodiesel infused with Al2O3 nanoparticle”, Environmental Progress & Sustainable Energy, 42, 14151, 2023.
  • Yaman, H., Yeşilyurt, M.K., & Uslu, S. “Combined effects of biodiesel − ULSD blends and EGR on performance and emissions of diesel engine using Response surface methodology (RSM)”, Energy Nexus, 7, 100136, 2022.
  • Yıkmış, S. “Effect of Thermosonication on Some Bioactive, Sensory Analysis and Microbiological Properties of Yellow Watermelon Juice Using Response Surface Methodology”, BSEU Journal of Science, 6(2), 162-179, 2019.
  • Kumar, S.K., Surakasi, R., Patro, S.G.K., Govil, N., Ramis, M.K., Razak, A., Sharma, P., Alsubih, M., İslam, S., Khan, T.Y.M., Almakayeel, N., & Chintakindi, S. “Performance, Combustion, and Emission analysis of diesel engine fuelled with pyrolysis oil blends and n-propyl alcohol-RSM optimization and ML modelling”, Journal of Cleaner Production, 434, 140354, 2024.
  • Esonye, C., Onukwuli, O.D., & Ofoefule, A.U. “Optimization of methyl ester production from Prunus Amygdalus seed oil using response surface methodology and Artificial Neural Networks”, Renewable Energy, 130, 61-72, 2019.
  • Kumar, M., Gautam, R., & Ansari, N.A. “Optimisation of an experimental and feasibility research on a CRDI diesel engine based on a blend of waste cooking oil and waste plastic oil using RSM: A value addition for disposed waste oil”, Journal of the Energy Institute, 117, 101564, 2024.
  • Sakthivel, R., Ramesh, K., Marshal, S.J.J., & Sadasivuni, K.K. “Prediction of performance and emission characteristics of diesel engine fuelled with waste biomass pyrolysis oil using response surface methodology”, Renewable Energy, 136, 91- 103, 2019.
  • Ramachander, J., Gugulothu, S.K., Sastry, G.R.K., Panda, J.K., & Surya, M.S. “Performance and emission predictions of a CRDI engine powered with diesel fuel: A combined study of injection parameters variation and Box-Behnken response surface methodology-based optimization”, Fuel, 290, 120069, 2021.
  • Singh, D.K., Raj, R., & Tirkey, J.V. “Performance and emission of multiple engine parameters of a 1-heptanol / gasoline fuel blends operated a port-fuel injection spark ignition engine using response surface methodology approach”, Energy, 238, 122019, 2022.
  • Dubey, A., Prasad, R.S., Singh, J.K., & Nayyar, A. “Performance and emission analysis of triple fuelled CI engine utilizing producer gas, biodiesel and diesel: An optimization study using response surface methodology”, Thermal Science and Engineering Progress, 36, 101486, 2022.
  • Ghanbari, M., Mozafari-Vanani, L., Dehghani-Soufi, M., & Jahanbakhshi, A. “Effect of alumina nanoparticles as additive with diesel–biodiesel blends on performance and emission characteristic of a six-cylinder diesel engine using response surface methodology (RSM)”, Energy Conversion and Management: X, 11, 100091, 2021.
  • Sharma, A., Singh, Y., Singh, N.K., Singla, A., Ong, H.C., & Chen, W. “Effective utilization of tobacco (Nicotiana Tabaccum) for biodiesel production and its application on diesel engine using response surface methodology approach”, Fuel, 273, 117793, 2020.
  • Simşek, S., & Uslu, S. “Determination of a diesel engine operating parameters powered with canola, safflower and waste vegetable oil based biodiesel combination using response surface methodology (RSM)”, Fuel, 270, 117496, 2020.
  • Uslu, S., & Celik, M.B. “Performance and exhaust emission prediction of a SI engine fueled with I-amyl alcohol-gasoline blends: an ANN coupled RSM based optimization”, Fuel, 265, 116922, 2019.
  • www.minitab.com
  • Kahveci, E.E., & Taymaz, I. “Hydrogen PEMFC stack performance analysis through experimental study of operating parameters by using response surface methodology (RSM)”, International Journal of Hydrogen Energy, 47(24), 12293-12303, 2022.
  • Aziz, N.A., Awanis, N., & Noraziman, S.N. “Modified desirability function for optimization of multiple responses”, Journal of Mathematics and Computing Science, 1(1), 39-54, 2018.
  • Hirkude, J.B., & Padalkar, A.S. “Performance optimization of CI engine fuelled with waste fried oil methyl ester-diesel blend using response surface methodology”, Fuel, 119, 266–73, 2014.
  • Gokmen, M.S., Dogan, I., & Aydogan, H. (2021). “Investigation of the Effect of 1-Propanol / Gasoline Fuel Blends on Exhaust Emissions Using Response Surface Methodology”, European Journal of Science and Technology, 24, 67-74, 2021.
  • Singh, V.K., Ansari, N.A., Sharma, A., Gautam, S., Kumar, M., & Singh, Y. “Exhaust gas recirculation effect on the performance of a CRDI diesel engine fuelled with linseed biodiesel/diesel blend through response surface methodology”, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 09544062211026348, 2021.
  • Bharadwaz, Y.D., Rao, B.G., Rao, V.D., & Anusha, C. “Improvement of biodiesel methanol blends performance in a variable compression ratio engine using response surface methodology”, Alexandria Engineering Journal, 55(2), 1201–9, 2016.
  • Kumar, T., Mohsin, R., Majid, Z.A., Ghafir, M.F.A., & Wash, A.M. “Experimental study of the anti-knock efficiency of high-octane fuels in spark ignited aircraft engine using response surface methodology”, Applied Energy, 259, 114150, 2020.
  • Tosun, E., Yılmaz, A.C., Ozcanlı, M., & Aydın, K. “Determination of effects of various alcohol additions into peanut methylester on performance and emission characteristics of a compression ignition engine”, Fuel, 126, 38-43, 2014.
  • Ozgur, T. “A Study on the Performance and Emission Characteristics of a Diesel Engine Operated with Ternary Higher Alcohol Biofuel Blends”, Ingeniería e Investigación, 43, 93696, 2023.
  • Joy, N., Balan, K.N., Nagappan, B., & Abraham baby, S.J. “Emission analysis of diesel and butanol blends in research diesel engine”, Petroleum Science and Technology, 38(4), 289-296, 2020.
  • Kattela, S.P., Vysyaraju, R.K.R., Surapaneni, S.R., & Ganji, P.R. “Effect of n-butanol/diesel blends and piston bowl geometry on combustion and emission characteristics of CI engine”, Environmental Science and Pollution Research, 26(2), 1661-1674, 2019.
  • Rakopoulos, D.C., Rakopoulos, C.D., Hountalas, D.T., Kakaras, E.C., & Giakoumis, E.G. “Effects of ethanol–diesel fuel blends on the performance and exhaust emissions of heavy duty DI diesel engine”, Energy Conversion and Management, 49, 3155–3162, 2008.
There are 43 citations in total.

Details

Primary Language English
Subjects Internal Combustion Engines, Automotive Combustion and Fuel Engineering
Journal Section Article
Authors

Ceyla Güngör 0000-0002-4072-6784

Publication Date June 30, 2025
Submission Date October 11, 2024
Acceptance Date May 3, 2025
Published in Issue Year 2025 Volume: 14 Issue: 2

Cite

APA Güngör, C. (2025). Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends. International Journal of Automotive Engineering and Technologies, 14(2), 98-109. https://doi.org/10.18245/ijaet.1565350
AMA Güngör C. Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends. International Journal of Automotive Engineering and Technologies. June 2025;14(2):98-109. doi:10.18245/ijaet.1565350
Chicago Güngör, Ceyla. “Application of RSM for Prediction and Optimization of Performance and Emissions of Diesel Engine Fuelled With Butanol-Diesel Blends”. International Journal of Automotive Engineering and Technologies 14, no. 2 (June 2025): 98-109. https://doi.org/10.18245/ijaet.1565350.
EndNote Güngör C (June 1, 2025) Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends. International Journal of Automotive Engineering and Technologies 14 2 98–109.
IEEE C. Güngör, “Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends”, International Journal of Automotive Engineering and Technologies, vol. 14, no. 2, pp. 98–109, 2025, doi: 10.18245/ijaet.1565350.
ISNAD Güngör, Ceyla. “Application of RSM for Prediction and Optimization of Performance and Emissions of Diesel Engine Fuelled With Butanol-Diesel Blends”. International Journal of Automotive Engineering and Technologies 14/2 (June2025), 98-109. https://doi.org/10.18245/ijaet.1565350.
JAMA Güngör C. Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends. International Journal of Automotive Engineering and Technologies. 2025;14:98–109.
MLA Güngör, Ceyla. “Application of RSM for Prediction and Optimization of Performance and Emissions of Diesel Engine Fuelled With Butanol-Diesel Blends”. International Journal of Automotive Engineering and Technologies, vol. 14, no. 2, 2025, pp. 98-109, doi:10.18245/ijaet.1565350.
Vancouver Güngör C. Application of RSM for prediction and optimization of performance and emissions of diesel engine fuelled with butanol-diesel blends. International Journal of Automotive Engineering and Technologies. 2025;14(2):98-109.