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ANN Prediction of Performance and Emissions of CI Engine Using Biogas Flow Variation

Author

Listed:
  • Adhirath Mandal

    (Department of Mechanical Engineering, Kongju National University, Gongju-si 31080, Korea)

  • Haengmuk Cho

    (Department of Mechanical Engineering, Kongju National University, Gongju-si 31080, Korea)

  • Bhupendra Singh Chauhan

    (Department of Mechanical Engineering, GLA University, Mathura 281406, India)

Abstract

Compression ignition (CI) engines are popular in the transport sector because of their high compression ratio. However, in recent years, it has become a major concern from an environmental point of view because of the emission and depleting fossil fuel. The advanced combustion concept has been a popular research topic in the CI engine. Low-temperature combustion with alternate fuel has helped in reducing the oxides of nitrogen (NO x ) and soot emission of the engine. Biogas is a popular substitute of energy especially deduced from biomass because of its clean combustion properties, as well it being a renewable energy source compared to non-renewable diesel resources. In experiments with dual fuel, i.e., conventional diesel and alternate fuel (biogas) were carried out through them. In the present study, an artificial neural network model was used to estimate emissions and check the attributes of performance. Different algorithms and training functions were used to train the models. However, the best training algorithm was Levenberge Marquardt and the training function was Tansig (Hyperbolic tangent sigmoid) and Logsig (logarithmic sigmoid), which showed the best result with regression coefficient (R > 0.98) and Mean square error (MSE < 0.001). The best model was trained by evaluating MSE and regression coefficient. Experimental results and artificial neural network (ANN) prediction showed that the experimental results were similar to each other and lie at the same intervals. The ANN model helped in predicting experimental data that were earlier difficult to experimentally perform using interpolation and extrapolations. It was observed that there was an increase in Brake Specific Energy Consumption (BSEC) and a decrease in Brake thermal efficiency (BTE) with improved biogas flow rate and reduced NO x emission in the combustion chamber. Carbon monoxide (CO) and hydrocarbon (HC) emissions increase linearly with the increase in biogas flow rate, whereas smoke opacity decreases. It could be concluded that this study helps in understanding the effect of dual fuel (diesel-biogas) combustion under different load conditions of the engine with the help of ANN, which could be a substitute fuel and help to protect the environment.

Suggested Citation

  • Adhirath Mandal & Haengmuk Cho & Bhupendra Singh Chauhan, 2021. "ANN Prediction of Performance and Emissions of CI Engine Using Biogas Flow Variation," Energies, MDPI, vol. 14(10), pages 1-18, May.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:10:p:2910-:d:556762
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    References listed on IDEAS

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    1. Rosha, Pali & Mohapatra, Saroj Kumar & Mahla, Sunil Kumar & Cho, HaengMuk & Chauhan, Bhupendra Singh & Dhir, Amit, 2019. "Effect of compression ratio on combustion, performance, and emission characteristics of compression ignition engine fueled with palm (B20) biodiesel blend," Energy, Elsevier, vol. 178(C), pages 676-684.
    2. Jingura, Raphael M. & Matengaifa, Rutendo, 2009. "Optimization of biogas production by anaerobic digestion for sustainable energy development in Zimbabwe," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(5), pages 1116-1120, June.
    3. Najafi, Bahman & Akbarian, Eivaz & Lashkarpour, S. Mehdi & Aghbashlo, Mortaza & Ghaziaskar, Hassan S. & Tabatabaei, Meisam, 2019. "Modeling of a dual fueled diesel engine operated by a novel fuel containing glycerol triacetate additive and biodiesel using artificial neural network tuned by genetic algorithm to reduce engine emiss," Energy, Elsevier, vol. 168(C), pages 1128-1137.
    4. Barik, Debabrata & Murugan, S., 2014. "Investigation on combustion performance and emission characteristics of a DI (direct injection) diesel engine fueled with biogas–diesel in dual fuel mode," Energy, Elsevier, vol. 72(C), pages 760-771.
    5. Scarlat, Nicolae & Dallemand, Jean-François & Fahl, Fernando, 2018. "Biogas: Developments and perspectives in Europe," Renewable Energy, Elsevier, vol. 129(PA), pages 457-472.
    6. Roberto Murano & Natascia Maisano & Roberta Selvaggi & Gioacchino Pappalardo & Biagio Pecorino, 2021. "Critical Issues and Opportunities for Producing Biomethane in Italy," Energies, MDPI, vol. 14(9), pages 1-14, April.
    7. Bora, Bhaskor J. & Saha, Ujjwal K., 2016. "Experimental evaluation of a rice bran biodiesel – biogas run dual fuel diesel engine at varying compression ratios," Renewable Energy, Elsevier, vol. 87(P1), pages 782-790.
    8. Javier Monsalve-Serrano & Giacomo Belgiorno & Gabriele Di Blasio & María Guzmán-Mendoza, 2020. "1D Simulation and Experimental Analysis on the Effects of the Injection Parameters in Methane–Diesel Dual-Fuel Combustion," Energies, MDPI, vol. 13(14), pages 1-13, July.
    9. Jan Martin Zepter & Jan Engelhardt & Tatiana Gabderakhmanova & Mattia Marinelli, 2021. "Empirical Validation of a Biogas Plant Simulation Model and Analysis of Biogas Upgrading Potentials," Energies, MDPI, vol. 14(9), pages 1-19, April.
    10. Sahoo, B.B. & Sahoo, N. & Saha, U.K., 2009. "Effect of engine parameters and type of gaseous fuel on the performance of dual-fuel gas diesel engines--A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1151-1184, August.
    11. Dey, Suman & Reang, Narath Moni & Majumder, Arindam & Deb, Madhujit & Das, Pankaj Kumar, 2020. "A hybrid ANN-Fuzzy approach for optimization of engine operating parameters of a CI engine fueled with diesel-palm biodiesel-ethanol blend," Energy, Elsevier, vol. 202(C).
    12. Grzegorz Piechota & Bartłomiej Igliński, 2021. "Biomethane in Poland—Current Status, Potential, Perspective and Development," Energies, MDPI, vol. 14(6), pages 1-32, March.
    13. Bora, Bhaskor J. & Saha, Ujjwal K., 2015. "Comparative assessment of a biogas run dual fuel diesel engine with rice bran oil methyl ester, pongamia oil methyl ester and palm oil methyl ester as pilot fuels," Renewable Energy, Elsevier, vol. 81(C), pages 490-498.
    14. Obed M. Ali & Rizalman Mamat & Gholamhassan Najafi & Talal Yusaf & Seyed Mohammad Safieddin Ardebili, 2015. "Optimization of Biodiesel-Diesel Blended Fuel Properties and Engine Performance with Ether Additive Using Statistical Analysis and Response Surface Methods," Energies, MDPI, vol. 8(12), pages 1-15, December.
    15. Namasivayam, A.M. & Korakianitis, T. & Crookes, R.J. & Bob-Manuel, K.D.H. & Olsen, J., 2010. "Biodiesel, emulsified biodiesel and dimethyl ether as pilot fuels for natural gas fuelled engines," Applied Energy, Elsevier, vol. 87(3), pages 769-778, March.
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    Cited by:

    1. Ramozon Khujamberdiev & Haengmuk Cho, 2023. "Impact of Biodiesel Blending on Emission Characteristics of One-Cylinder Engine Using Waste Swine Oil," Energies, MDPI, vol. 16(14), pages 1-14, July.
    2. Maria Torres-Falcon & Omar Rodríguez-Abreo & Francisco Antonio Castillo-Velásquez & Alejandro Flores-Rangel & Juvenal Rodríguez-Reséndiz & José Manuel Álvarez-Alvarado, 2021. "Novel Mathematical Method to Obtain the Optimum Speed and Fuel Reduction in Heavy Diesel Trucks," Energies, MDPI, vol. 14(23), pages 1-17, December.
    3. Mohan, Revu Krishn & Sarojini, Jajimoggala & Rajak, Upendra & Verma, Tikendra Nath & Ağbulut, Ümit, 2023. "Alternative fuel production from waste plastics and their usability in light duty diesel engine: Combustion, energy, and environmental analysis," Energy, Elsevier, vol. 265(C).
    4. Vinodkumar, V. & Karthikeyan, A., 2022. "Effect of manifold injection of n-decanol on neem biodiesel fuelled CI engine," Energy, Elsevier, vol. 241(C).
    5. Rocio Camarena-Martinez & Rocio A. Lizarraga-Morales & Roberto Baeza-Serrato, 2021. "Classification of Geomembranes as Raw Material for Defects Reduction in the Manufacture of Biodigesters Using an Artificial Neuronal Network," Energies, MDPI, vol. 14(21), pages 1-13, November.
    6. Gautam, Raghvendra & Chauhan, Bhupendra Singh & Chang Lim, Hee, 2022. "Influence of variation of injection angle on the combustion, performance and emissions characteristics of Jatropha Ethyl Ester," Energy, Elsevier, vol. 254(PC).
    7. Adhirath Mandal & HaengMuk Cho & Bhupendra Singh Chauhan, 2022. "Experimental Investigation of Multiple Fry Waste Soya Bean Oil in an Agricultural CI Engine," Energies, MDPI, vol. 15(9), pages 1-14, April.

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