IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2021i1p399-d715062.html
   My bibliography  Save this article

Optimization of Grouting Material Mixture Ratio Based on Multi-Objective Optimization and Multi-Attribute Decision-Making

Author

Listed:
  • Luchang Xiong

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China
    These authors contributed equally to this work.)

  • Zhaoyang Zhang

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China
    These authors contributed equally to this work.)

  • Zhijun Wan

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China)

  • Yuan Zhang

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China)

  • Ziqi Wang

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China)

  • Jiakun Lv

    (School of Mines, China University of Mining & Technology, Xuzhou 221116, China
    Key Laboratory of Deep Coal Resource Mining, China University of Mining & Technology, Ministry of Education of China, Xuzhou 221116, China)

Abstract

As a solid waste produced by coal combustion, fly ash will cause serious environmental pollution. However, it can be considered as a sustainable and renewable resource to replace partial cement in grouting materials. Fly ash grouting materials re-cement the broken rock mass and improve the mechanical properties of the original structure. It can reinforce the broken surrounding rock of mine roadway. The utilization of fly ash also reduces environmental pollution. Therefore, this paper establishes a new material mixture ratio optimization model to meet the requirement of material property through combining the methods of experimental design and numerical analysis. Based on the Box–Behnken design with 3 factors and 3 levels, a mathematical model is constructed to fit the nonlinear multiple regression functions between material properties and raw materials ratios. The influence of raw materials is analyzed on material properties (the material’s 7-day uniaxial compressive strength, initial setting time, and slurry viscosity). Then, 80 Pareto solutions are obtained through NASG-II algorithm which takes the regression functions as the objective functions for multi-objective optimization of the grouting material ratio. Finally, the best ratio solution of water-cement ratio—0.71, silica fume content—1.73%, and sodium silicate content—2.61% is obtained through the NNRP-TOPSIS method.

Suggested Citation

  • Luchang Xiong & Zhaoyang Zhang & Zhijun Wan & Yuan Zhang & Ziqi Wang & Jiakun Lv, 2021. "Optimization of Grouting Material Mixture Ratio Based on Multi-Objective Optimization and Multi-Attribute Decision-Making," Sustainability, MDPI, vol. 14(1), pages 1-14, December.
  • Handle: RePEc:gam:jsusta:v:14:y:2021:i:1:p:399-:d:715062
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/1/399/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/1/399/
    Download Restriction: no
    ---><---

    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:2021:i:1:p:399-:d:715062. 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.

    We have no bibliographic references for this item. You can help adding them by using 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.