IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v230y2021ics0360544221009865.html
   My bibliography  Save this article

Artificial neural network approach for parametric investigation of biodiesel synthesis using biocatalyst and engine characteristics of diesel engine fuelled with Aegle Marmelos Correa biodiesel

Author

Listed:
  • Thangarasu, Vinoth
  • M, Angkayarkan Vinayakaselvi
  • Ramanathan, Anand

Abstract

In this present study, biodiesel was produced from an eco-friendly and non-edible AMC seed oil using a biocatalyst. The optimum biodiesel yield was obtained as 92% by undergoing microwave transesterification with 20 min time, 4.5 wt% catalyst amount and 1:12 oil-methanol ratio at 55 °C. The activation energy needed for the reaction was 51.9 kJ/mol. The thermodynamic parameters for the transesterification process, such as enthalpy and entropy were 56.4 kJ/mol and −0.091 kJ/mol. Further, the engine studies were carried out for different fuel injection pressures and injection timing. Performance results reveal that BSEC and BTE of biodiesel are lower and higher than that of diesel fuel for 400 bar FIP and 27° CA bTDC FIT at full load respectively. However, except NO, composite emissions of CO, UBHC and dry soot are comparatively lesser than that of standard emission norms. It is thereby inferred from the experimental results that the optimum fuel injection pressure and timing are 400 bar and 27° CA bTDC. The developed ANN model precisely predicted the out data with a higher R2 value for biodiesel synthesis and engine characteristics. Hence, it can be concluded that ANN is the best tool for predicting output data.

Suggested Citation

  • Thangarasu, Vinoth & M, Angkayarkan Vinayakaselvi & Ramanathan, Anand, 2021. "Artificial neural network approach for parametric investigation of biodiesel synthesis using biocatalyst and engine characteristics of diesel engine fuelled with Aegle Marmelos Correa biodiesel," Energy, Elsevier, vol. 230(C).
    • Handle: RePEc:eee:energy:v:230:y:2021:i:c:s0360544221009865
    DOI: 10.1016/j.energy.2021.120738
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544221009865
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2021.120738?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Das, Mithun & Sarkar, Mouktik & Datta, Amitava & Santra, Apurba Kumar, 2018. "An experimental study on the combustion, performance and emission characteristics of a diesel engine fuelled with diesel-castor oil biodiesel blends," Renewable Energy, Elsevier, vol. 119(C), pages 174-184.
    2. Jack P. C. Kleijnen, 2015. "Response Surface Methodology," International Series in Operations Research & Management Science, in: Michael C Fu (ed.), Handbook of Simulation Optimization, edition 127, chapter 0, pages 81-104, Springer.
    3. Roy, Murari Mohon & Wang, Wilson & Bujold, Justin, 2013. "Biodiesel production and comparison of emissions of a DI diesel engine fueled by biodiesel–diesel and canola oil–diesel blends at high idling operations," Applied Energy, Elsevier, vol. 106(C), pages 198-208.
    4. Kumar, Shiva & Dinesha, P. & Rosen, Marc A., 2019. "Effect of injection pressure on the combustion, performance and emission characteristics of a biodiesel engine with cerium oxide nanoparticle additive," Energy, Elsevier, vol. 185(C), pages 1163-1173.
    5. Dhawane, Sumit H. & Kumar, Tarkeshwar & Halder, Gopinath, 2016. "Biodiesel synthesis from Hevea brasiliensis oil employing carbon supported heterogeneous catalyst: Optimization by Taguchi method," Renewable Energy, Elsevier, vol. 89(C), pages 506-514.
    6. Channappagoudra, Manjunath & Ramesh, K. & Manavendra, G., 2020. "Effect of injection timing on modified direct injection diesel engine performance operated with dairy scum biodiesel and Bio-CNG," Renewable Energy, Elsevier, vol. 147(P1), pages 1019-1032.
    7. Karthickeyan, V., 2019. "Effect of combustion chamber bowl geometry modification on engine performance, combustion and emission characteristics of biodiesel fuelled diesel engine with its energy and exergy analysis," Energy, Elsevier, vol. 176(C), pages 830-852.
    8. Khandal, S.V. & Banapurmath, N.R. & Gaitonde, V.N., 2017. "Effect of exhaust gas recirculation, fuel injection pressure and injection timing on the performance of common rail direct injection engine powered with honge biodiesel (BHO)," Energy, Elsevier, vol. 139(C), pages 828-841.
    9. Mahlia, T.M.I. & Syazmi, Z.A.H.S. & Mofijur, M. & Abas, A.E. Pg & Bilad, M.R. & Ong, Hwai Chyuan & Silitonga, A.S., 2020. "Patent landscape review on biodiesel production: Technology updates," Renewable and Sustainable Energy Reviews, Elsevier, vol. 118(C).
    10. Kshirsagar, Charudatta M. & Anand, Ramanathan, 2017. "Artificial neural network applied forecast on a parametric study of Calophyllum inophyllum methyl ester-diesel engine out responses," Applied Energy, Elsevier, vol. 189(C), pages 555-567.
    11. Yesilyurt, Murat Kadir, 2019. "The effects of the fuel injection pressure on the performance and emission characteristics of a diesel engine fuelled with waste cooking oil biodiesel-diesel blends," Renewable Energy, Elsevier, vol. 132(C), pages 649-666.
    12. Yatish, K.V. & Lalithamba, H.S. & Suresh, R. & Harsha Hebbar, H.R., 2018. "Optimization of bauhinia variegata biodiesel production and its performance, combustion and emission study on diesel engine," Renewable Energy, Elsevier, vol. 122(C), pages 561-575.
    13. 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).
    14. Babu, D. & Thangarasu, Vinoth & Ramanathan, Anand, 2020. "Artificial neural network approach on forecasting diesel engine characteristics fuelled with waste frying oil biodiesel," Applied Energy, Elsevier, vol. 263(C).
    15. Li, Mantian & Chen, Jinyi & Huang, Youjie & Li, Meichen & Lin, Xiaocheng & Qiu, Ting, 2020. "Reusable and efficient heterogeneous catalysts for biodiesel production from free fatty acids and oils: Self-solidifying hybrid ionic liquids," Energy, Elsevier, vol. 211(C).
    16. Ibrahim, Ayooluwa Paul & Omilakin, Ropo Oluwasesan & Betiku, Eriola, 2019. "Optimization of microwave-assisted solvent extraction of non-edible sandbox (Hura crepitans) seed oil: A potential biodiesel feedstock," Renewable Energy, Elsevier, vol. 141(C), pages 349-358.
    17. Tan, Yie Hua & Abdullah, Mohammad Omar & Nolasco-Hipolito, Cirilo & Taufiq-Yap, Yun Hin, 2015. "Waste ostrich- and chicken-eggshells as heterogeneous base catalyst for biodiesel production from used cooking oil: Catalyst characterization and biodiesel yield performance," Applied Energy, Elsevier, vol. 160(C), pages 58-70.
    18. Thangarasu, Vinoth & Balaji, B. & Ramanathan, Anand, 2019. "Experimental investigation of tribo-corrosion and engine characteristics of Aegle Marmelos Correa biodiesel and its diesel blends on direct injection diesel engine," Energy, Elsevier, vol. 171(C), pages 879-892.
    19. Shameer, P. Mohamed & Ramesh, K., 2018. "Assessment on the consequences of injection timing and injection pressure on combustion characteristics of sustainable biodiesel fuelled engine," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 45-61.
    20. Silitonga, A.S. & Mahlia, T.M.I. & Kusumo, F. & Dharma, S. & Sebayang, A.H. & Sembiring, R.W. & Shamsuddin, A.H., 2019. "Intensification of Reutealis trisperma biodiesel production using infrared radiation: Simulation, optimisation and validation," Renewable Energy, Elsevier, vol. 133(C), pages 520-527.
    21. Rezaei, Javad & Shahbakhti, Mahdi & Bahri, Bahram & Aziz, Azhar Abdul, 2015. "Performance prediction of HCCI engines with oxygenated fuels using artificial neural networks," Applied Energy, Elsevier, vol. 138(C), pages 460-473.
    22. Asokan, M.A. & Senthur Prabu, S. & Bade, Pushpa Kiran Kumar & Nekkanti, Venkata Mukesh & Gutta, Sri Sai Gopal, 2019. "Performance, combustion and emission characteristics of juliflora biodiesel fuelled DI diesel engine," Energy, Elsevier, vol. 173(C), pages 883-892.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Babu Dharmalingam & Santhoshkumar Annamalai & Sukunya Areeya & Kittipong Rattanaporn & Keerthi Katam & Pau-Loke Show & Malinee Sriariyanun, 2023. "Bayesian Regularization Neural Network-Based Machine Learning Approach on Optimization of CRDI-Split Injection with Waste Cooking Oil Biodiesel to Improve Diesel Engine Performance," Energies, MDPI, vol. 16(6), pages 1-19, March.
    2. Jisieike, Chiazor Faustina & Ishola, Niyi Babatunde & Latinwo, Lekan M. & Betiku, Eriola, 2023. "Crude rubber seed oil esterification using a solid catalyst: Optimization by hybrid adaptive neuro-fuzzy inference system and response surface methodology," Energy, Elsevier, vol. 263(PB).
    3. Aliakbari, Karim & Ebrahimi-Moghadam, Amir & Pahlavanzadeh, Mohammadsadegh & Moradi, Reza, 2023. "Performance characteristics and exhaust emissions of a single-cylinder diesel engine for different fuels: Experimental investigation and artificial intelligence network," Energy, Elsevier, vol. 284(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gavaskar, T. & Ramanan M, Venkata & Arun, K. & Arivazhagan, S., 2023. "The combined effect of green synthesized nitrogen-doped carbon quantum dots blended jackfruit seed biodiesel and acetylene gas tested on the dual fuel engine," Energy, Elsevier, vol. 275(C).
    2. Janakiraman, S. & Lakshmanan, T. & Raghu, P., 2021. "Experimental investigative analysis of ternary (diesel + biodiesel + bio-ethanol) fuel blended with metal-doped titanium oxide nanoadditives tested on a diesel engine," Energy, Elsevier, vol. 235(C).
    3. Babatunde Oladipo & Tunde V Ojumu & Lekan M Latinwo & Eriola Betiku, 2020. "Pawpaw ( Carica papaya ) Peel Waste as a Novel Green Heterogeneous Catalyst for Moringa Oil Methyl Esters Synthesis: Process Optimization and Kinetic Study," Energies, MDPI, vol. 13(21), pages 1-25, November.
    4. Doppalapudi, A.T. & Azad, A.K. & Khan, M.M.K., 2023. "Advanced strategies to reduce harmful nitrogen-oxide emissions from biodiesel fueled engine," Renewable and Sustainable Energy Reviews, Elsevier, vol. 174(C).
    5. Doppalapudi, A.T. & Azad, A.K. & Khan, M.M.K., 2021. "Combustion chamber modifications to improve diesel engine performance and reduce emissions: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    6. Krishnamoorthi, M. & Malayalamurthi, R. & Sakthivel, R., 2019. "Optimization of compression ignition engine fueled with diesel - chaulmoogra oil - diethyl ether blend with engine parameters and exhaust gas recirculation," Renewable Energy, Elsevier, vol. 134(C), pages 579-602.
    7. Mendiburu, Andrés Z. & Lauermann, Carlos H. & Hayashi, Thamy C. & Mariños, Diego J. & Rodrigues da Costa, Roberto Berlini & Coronado, Christian J.R. & Roberts, Justo J. & de Carvalho, João A., 2022. "Ethanol as a renewable biofuel: Combustion characteristics and application in engines," Energy, Elsevier, vol. 257(C).
    8. Haseeb Yaqoob & Yew Heng Teoh & Farooq Sher & Muhammad Umer Farooq & Muhammad Ahmad Jamil & Zareena Kausar & Noor Us Sabah & Muhammad Faizan Shah & Hafiz Zia Ur Rehman & Atiq Ur Rehman, 2021. "Potential of Waste Cooking Oil Biodiesel as Renewable Fuel in Combustion Engines: A Review," Energies, MDPI, vol. 14(9), pages 1-20, April.
    9. Seffati, Kambiz & Esmaeili, Hossein & Honarvar, Bizhan & Esfandiari, Nadia, 2020. "AC/CuFe2O4@CaO as a novel nanocatalyst to produce biodiesel from chicken fat," Renewable Energy, Elsevier, vol. 147(P1), pages 25-34.
    10. Pirmoradi, Neda & Ghaneian, Mohammad Taghi & Ehrampoush, Mohammad Hassan & Salmani, Mohammad Hossein & Hatami, Behnam, 2021. "The conversion of poultry slaughterhouse wastewater sludge into biodiesel: Process modeling and optimization," Renewable Energy, Elsevier, vol. 178(C), pages 1236-1249.
    11. Yusuff, Adeyinka S. & Bhonsle, Aman K. & Bangwal, Dinesh P. & Atray, Neeraj, 2021. "Development of a barium-modified zeolite catalyst for biodiesel production from waste frying oil: Process optimization by design of experiment," Renewable Energy, Elsevier, vol. 177(C), pages 1253-1264.
    12. Mujtaba, M.A. & Masjuki, H.H. & Kalam, M.A. & Ong, Hwai Chyuan & Gul, M. & Farooq, M. & Soudagar, Manzoore Elahi M. & Ahmed, Waqar & Harith, M.H. & Yusoff, M.N.A.M., 2020. "Ultrasound-assisted process optimization and tribological characteristics of biodiesel from palm-sesame oil via response surface methodology and extreme learning machine - Cuckoo search," Renewable Energy, Elsevier, vol. 158(C), pages 202-214.
    13. Teuku Meurah Indra Riayatsyah & Razali Thaib & Arridina Susan Silitonga & Jassinnee Milano & Abd. Halim Shamsuddin & Abdi Hanra Sebayang & Rahmawaty & Joko Sutrisno & Teuku Meurah Indra Mahlia, 2021. "Biodiesel Production from Reutealis trisperma Oil Using Conventional and Ultrasonication through Esterification and Transesterification," Sustainability, MDPI, vol. 13(6), pages 1-15, March.
    14. Thangarasu, Vinoth & Balaji, B. & Ramanathan, Anand, 2019. "Experimental investigation of tribo-corrosion and engine characteristics of Aegle Marmelos Correa biodiesel and its diesel blends on direct injection diesel engine," Energy, Elsevier, vol. 171(C), pages 879-892.
    15. Pascoal, C.V.P. & Oliveira, A.L.L. & Figueiredo, D.D. & Assunção, J.C.C., 2020. "Optimization and kinetic study of ultrasonic-mediated in situ transesterification for biodiesel production from the almonds of Syagrus cearensis," Renewable Energy, Elsevier, vol. 147(P1), pages 1815-1824.
    16. Thakkar, Kartikkumar & Kachhwaha, Surendra Singh & Kodgire, Pravin & Srinivasan, Seshasai, 2021. "Combustion investigation of ternary blend mixture of biodiesel/n-butanol/diesel: CI engine performance and emission control," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    17. Anietie O. Etim & Eriola Betiku & Sheriff O. Ajala & Peter J. Olaniyi & Tunde V. Ojumu, 2018. "Potential of Ripe Plantain Fruit Peels as an Ecofriendly Catalyst for Biodiesel Synthesis: Optimization by Artificial Neural Network Integrated with Genetic Algorithm," Sustainability, MDPI, vol. 10(3), pages 1-15, March.
    18. Rajkumar, Sundararajan & Das, Arnab & Thangaraja, Jeyaseelan, 2022. "Integration of artificial neural network, multi-objective genetic algorithm and phenomenological combustion modelling for effective operation of biodiesel blends in an automotive engine," Energy, Elsevier, vol. 239(PA).
    19. Quayson, Emmanuel & Amoah, Jerome & Hama, Shinji & Kondo, Akihiko & Ogino, Chiaki, 2020. "Immobilized lipases for biodiesel production: Current and future greening opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    20. Lawrence Joseph Fernandes & C. R. Rajashekhar & T. M. Yunus Khan & Syed Javed & Rahmath Ulla Baig, 2022. "Influence of Pilot-Fueling and Nozzle-Opening Pressure on Performance and Tailpipe Emissions of WCO Biodiesel in a CRDi Engine," Sustainability, MDPI, vol. 14(18), pages 1-14, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:230:y:2021:i:c:s0360544221009865. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.