IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i21p14133-d957220.html
   My bibliography  Save this article

Data-Driven Low-Carbon Control Method of Machining Process—Taking Axle as an Example

Author

Listed:
  • Nan Wang

    (School of Mechanical and Electronic Engineering, Suzhou University, Suzhou 234000, China)

  • Quan Yang

    (School of Mechanical and Electronic Engineering, Suzhou University, Suzhou 234000, China)

  • Cuixia Zhang

    (School of Mechanical and Electronic Engineering, Suzhou University, Suzhou 234000, China)

Abstract

It is an inevitable trend of enterprise development to optimize the low-carbon machining process and reduce the carbon emissions generated by this system. The traditional quality-based manufacturing method is no longer suitable for today’s concept of sustainable development. Therefore, a data-driven method based on uncertainty evaluation for low-carbon control in machining processes is proposed. Firstly, the framework for the data-driven method was established, then the data collection for the input and output in the machining process was carried out. Secondly, by establishing the carbon emission data model and analyzing data with carbon emission uncertainty evaluation indicators during processing, the carbon emission optimization strategy was proposed. Finally, axle processing technology was applied to the experimental verification, exploring the uncertainty of emissions finishing machining steps and other work sequences, while carrying out targeted strategy optimization, which verifies the feasibility and effectiveness of the method. The results show that the uncertainty of each process is reduced after optimization. This study provides theoretical and methodological support for promoting low-carbon emissions for manufacturing enterprises.

Suggested Citation

  • Nan Wang & Quan Yang & Cuixia Zhang, 2022. "Data-Driven Low-Carbon Control Method of Machining Process—Taking Axle as an Example," Sustainability, MDPI, vol. 14(21), pages 1-10, October.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:21:p:14133-:d:957220
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/21/14133/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/21/14133/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Cai, Wei & Liu, Fei & Xie, Jun & Liu, Peiji & Tuo, Junbo, 2017. "A tool for assessing the energy demand and efficiency of machining systems: Energy benchmarking," Energy, Elsevier, vol. 138(C), pages 332-347.
    2. Vaccari, Marco & Pannocchia, Gabriele & Tognotti, Leonardo & Paci, Marco & Bonciani, Roberto, 2020. "A rigorous simulation model of geothermal power plants for emission control," Applied Energy, Elsevier, vol. 263(C).
    3. Md. Emran Hossain & Soumen Rej & Sourav Mohan Saha & Joshua Chukwuma Onwe & Nnamdi Nwulu & Festus Victor Bekun & Amjad Taha, 2022. "Can Energy Efficiency Help in Achieving Carbon-Neutrality Pledges? A Developing Country Perspective Using Dynamic ARDL Simulations," Sustainability, MDPI, vol. 14(13), pages 1-18, June.
    4. Chiara Andreotta, 2018. "Visioneering futures: a way to boost regional awareness of the low-carbon future," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 5(1), pages 117-124, January.
    5. Ed Brown & Ben Campbell & Jon Cloke & Long Seng To & Britta Turner & Alistair Wray, 2018. "Low carbon energy and international development: from research impact to policymaking," Contemporary Social Science, Taylor & Francis Journals, vol. 13(1), pages 112-127, January.
    6. Mengdi Gao & Qingyang Wang & Nan Wang & Zhilin Ma & Lei Li, 2021. "Application of Green Design and Manufacturing in Mechanical Engineering: Education, Scientific Research, and Practice," Sustainability, MDPI, vol. 14(1), pages 1-14, December.
    Full references (including those not matched with items on IDEAS)

    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. Izabela Horzela & Sławomir Gromadzki & Jarosław Gryz & Tomasz Kownacki & Aneta Nowakowska-Krystman & Marzena Piotrowska-Trybull & Radosław Wisniewski, 2021. "Energy Portfolio of the Eastern Poland Macroregion in the European Union," Energies, MDPI, vol. 14(24), pages 1-28, December.
    2. Olatunji A. Shobande & Simplice A. Asongu, 2022. "The Dilemmas of Relevance: Exploring the role of Natural resources and the Carbon Kuznets Curve hypothesis in managing climate crisis in Africa," Working Papers 22/077, European Xtramile Centre of African Studies (EXCAS).
    3. Michael Cary, 2019. "Increasing Access to Clean Fuels and Clean Technologies: A Club Convergence Approach," Clean Technol., MDPI, vol. 1(1), pages 1-18, September.
    4. Hossain, Mohammad Razib & Rej, Soumen & Awan, Ashar & Bandyopadhyay, Arunava & Islam, Md Sayemul & Das, Narasingha & Hossain, Md Emran, 2023. "Natural resource dependency and environmental sustainability under N-shaped EKC: The curious case of India," Resources Policy, Elsevier, vol. 80(C).
    5. Shang, Zhendong & Gao, Dong & Jiang, Zhipeng & Lu, Yong, 2019. "Towards less energy intensive heavy-duty machine tools: Power consumption characteristics and energy-saving strategies," Energy, Elsevier, vol. 178(C), pages 263-276.
    6. Vaccari, Marco & Pannocchia, Gabriele & Tognotti, Leonardo & Paci, Marco, 2023. "Rigorous simulation of geothermal power plants to evaluate environmental performance of alternative configurations," Renewable Energy, Elsevier, vol. 207(C), pages 471-483.
    7. Mingxia Shi & Yibo Wang, 2023. "Do Green Transfer Payments Contribute to Carbon Emission Reduction?," Sustainability, MDPI, vol. 15(5), pages 1-18, February.
    8. Soumen Rej & Barnali Nag & Md. Emran Hossain, 2022. "Can Renewable Energy and Export Help in Reducing Ecological Footprint of India? Empirical Evidence from Augmented ARDL Co-Integration and Dynamic ARDL Simulations," Sustainability, MDPI, vol. 14(23), pages 1-21, November.
    9. Zhao, Tian & Li, Hang & Li, Xia & Sun, Qing-Han & Fang, Xuan-Yi & Ma, Huan & Chen, Qun, 2024. "A frequency domain dynamic simulation method for heat exchangers and thermal systems," Energy, Elsevier, vol. 286(C).
    10. Bekun, Festus Victor, 2024. "Race to carbon neutrality in South Africa: What role does environmental technological innovation play?," Applied Energy, Elsevier, vol. 354(PA).
    11. Tailu Li & Xuelong Li & Haiyang Gao & Xiang Gao & Nan Meng, 2022. "Thermodynamic Performance of Geothermal Energy Cascade Utilization for Combined Heating and Power Based on Organic Rankine Cycle and Vapor Compression Cycle," Energies, MDPI, vol. 15(19), pages 1-24, October.
    12. Harin Tiawon & Miar Miar, 2023. "The Role of Renewable Energy Production, Energy Efficiency and Green Finance in Achieving Sustainable Economic Development: Evidence from Indonesia," International Journal of Energy Economics and Policy, Econjournals, vol. 13(1), pages 250-260, January.
    13. Xuetong Wang & Wenyong Lai & Xiangnan Song & Chen Lu, 2018. "Implementation Efficiency of Corporate Social Responsibility in the Construction Industry: A China Study," IJERPH, MDPI, vol. 15(9), pages 1-21, September.
    14. Minas, Angela Mae & García-Freites, Samira & Walsh, Christopher & Mukoro, Velma & Aberilla, Jhud Mikhail & April, Amanda & Kuriakose, Jaise & Gaete-Morales, Carlos & Gallego-Schmid, Alejandro & Mander, 2024. "Advancing Sustainable Development Goals through energy access: Lessons from the Global South," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
    15. Rui Liang & Xichuan Zheng & Jia Liang & Linhui Hu, 2023. "Energy Efficiency Model Construction of Building Carbon Neutrality Design," Sustainability, MDPI, vol. 15(12), pages 1-16, June.
    16. Liu, Conghu & Cai, Wei & Dinolov, Ognyan & Zhang, Cuixia & Rao, Weizhen & Jia, Shun & Li, Li & Chan, Felix T.S., 2018. "Emergy based sustainability evaluation of remanufacturing machining systems," Energy, Elsevier, vol. 150(C), pages 670-680.
    17. Chen, Xingzheng & Li, Congbo & Tang, Ying & Li, Li & Du, Yanbin & Li, Lingling, 2019. "Integrated optimization of cutting tool and cutting parameters in face milling for minimizing energy footprint and production time," Energy, Elsevier, vol. 175(C), pages 1021-1037.
    18. Olatunji A. Shobande & Simplice A. Asongu, 2023. "The dilemmas of relevance: exploring the role of Natural resources and Energy Consumption in managing climate crisis in Africa," Working Papers 23/026, European Xtramile Centre of African Studies (EXCAS).
    19. Cai, Wei & Liu, Conghu & Zhang, Cuixia & Ma, Minda & Rao, Weizhen & Li, Wenyi & He, Kang & Gao, Mengdi, 2018. "Developing the ecological compensation criterion of industrial solid waste based on emergy for sustainable development," Energy, Elsevier, vol. 157(C), pages 940-948.
    20. Zhang, Yuanhui & Cai, Wei & He, Yan & Peng, Tao & Jia, Shun & Lai, Kee-hung & Li, Li, 2022. "Forward-and-reverse multidirectional turning: A novel material removal approach for improving energy efficiency, processing efficiency and quality," Energy, Elsevier, vol. 260(C).

    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:gam:jsusta:v:14:y:2022:i:21:p:14133-:d:957220. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.