An assessment of optimizing biofuel yield percentage using K-fold integrated machine learning models for a sustainable future

• Krishnamoorthy Ramalingam ,

  Roles Writing – original draft

  * E-mail: nasimhasan78@gmail.com (NH); kskrishnamech@gmail.com (KR); mezul@usm.my (MZA); xuyong@hcnu.edu.cn (XY)

  Affiliations School of Mechanical Engineering, Engineering campus, Universiti Sains Malaysia, Nibong Tebal, Penang, Malaysia, Department of Sustainable Energy Engineering, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Science, Chennai, India

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• Mohd. Zulkifly Abdullah ,

  Roles Data curation

  * E-mail: nasimhasan78@gmail.com (NH); kskrishnamech@gmail.com (KR); mezul@usm.my (MZA); xuyong@hcnu.edu.cn (XY)

  Affiliation School of Mechanical Engineering, Engineering campus, Universiti Sains Malaysia, Nibong Tebal, Penang, Malaysia

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• Perumal Venkatesan Elumalai,

  Roles Formal analysis

  Affiliation Department of Mechanical Engineering, Aditya University, Surampalem, India

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• Allam Sangeetha,

  Roles Methodology

  Affiliation Department of Computer Science and Engineering, MLR Institute of Technology, Hyderabad, Telangana, India

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• Xu Yong ,

  Roles Supervision

  * E-mail: nasimhasan78@gmail.com (NH); kskrishnamech@gmail.com (KR); mezul@usm.my (MZA); xuyong@hcnu.edu.cn (XY)

  Affiliation School of Artificial Intelligence and Smart Manufacturing, Hechi University, Yizhou, China

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• Nasim Hasan ,

  Roles Writing – review & editing

  * E-mail: nasimhasan78@gmail.com (NH); kskrishnamech@gmail.com (KR); mezul@usm.my (MZA); xuyong@hcnu.edu.cn (XY)

  Affiliation Mettu University, Metu, Ethophia

  https://orcid.org/0000-0002-0293-0899

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• Wei Shangzhi

  Roles Conceptualization

  Affiliation Faculty of Education, Shinawatra University, Bang Toei, Thailand

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