IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v12y2024i10p1478-d1391438.html
   My bibliography  Save this article

Enhancing Robustness in Precast Modular Frame Optimization: Integrating NSGA-II, NSGA-III, and RVEA for Sustainable Infrastructure

Author

Listed:
  • Andrés Ruiz-Vélez

    (Institute of Concrete Science and Technology (ICITECH), Universitat Politècnica de València, 46022 València, Spain)

  • José García

    (School of Construction and Transportation Engineering, Pontificia Universidad Católica de Valparaíso, Valparaíso 2362804, Chile)

  • Julián Alcalá

    (Institute of Concrete Science and Technology (ICITECH), Universitat Politècnica de València, 46022 València, Spain)

  • Víctor Yepes

    (Institute of Concrete Science and Technology (ICITECH), Universitat Politècnica de València, 46022 València, Spain)

Abstract

The advancement toward sustainable infrastructure presents complex multi-objective optimization (MOO) challenges. This paper expands the current understanding of design frameworks that balance cost, environmental impacts, social factors, and structural integrity. Integrating MOO with multi-criteria decision-making (MCDM), the study targets enhancements in life cycle sustainability for complex engineering projects using precast modular road frames. Three advanced evolutionary algorithms—NSGA-II, NSGA-III, and RVEA—are optimized and deployed to address sustainability objectives under performance constraints. The efficacy of these algorithms is gauged through a comparative analysis, and a robust MCDM approach is applied to nine non-dominated solutions, employing SAW, FUCA, TOPSIS, PROMETHEE, and VIKOR decision-making techniques. An entropy theory-based method ensures systematic, unbiased criteria weighting, augmenting the framework’s capacity to pinpoint designs balancing life cycle sustainability. The results reveal that NSGA-III is the algorithm converging towards the most cost-effective solutions, surpassing NSGA-II and RVEA by 21.11% and 10.07%, respectively, while maintaining balanced environmental and social impacts. The RVEA achieves up to 15.94% greater environmental efficiency than its counterparts. The analysis of non-dominated solutions identifies the A 4 design, utilizing 35 MPa concrete and B500S steel, as the most sustainable alternative across 80% of decision-making algorithms. The ranking correlation coefficients above 0.94 demonstrate consistency among decision-making techniques, underscoring the robustness of the integrated MOO and MCDM framework. The results in this paper expand the understanding of the applicability of novel techniques for enhancing engineering practices and advocate for a comprehensive strategy that employs advanced MOO algorithms and MCDM to enhance sustainable infrastructure development.

Suggested Citation

  • Andrés Ruiz-Vélez & José García & Julián Alcalá & Víctor Yepes, 2024. "Enhancing Robustness in Precast Modular Frame Optimization: Integrating NSGA-II, NSGA-III, and RVEA for Sustainable Infrastructure," Mathematics, MDPI, vol. 12(10), pages 1-30, May.
    • Handle: RePEc:gam:jmathe:v:12:y:2024:i:10:p:1478-:d:1391438
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/12/10/1478/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/12/10/1478/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Behzadian, Majid & Kazemzadeh, R.B. & Albadvi, A. & Aghdasi, M., 2010. "PROMETHEE: A comprehensive literature review on methodologies and applications," European Journal of Operational Research, Elsevier, vol. 200(1), pages 198-215, January.
    2. Kyriacou, Andreas P. & Muinelo-Gallo, Leonel & Roca-Sagalés, Oriol, 2019. "The efficiency of transport infrastructure investment and the role of government quality: An empirical analysis," Transport Policy, Elsevier, vol. 74(C), pages 93-102.
    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. Marwa Hannouf & Getachew Assefa, 2018. "A Life Cycle Sustainability Assessment-Based Decision-Analysis Framework," Sustainability, MDPI, vol. 10(11), pages 1-22, October.
    2. Corrente, Salvatore & Figueira, José Rui & Greco, Salvatore, 2014. "The SMAA-PROMETHEE method," European Journal of Operational Research, Elsevier, vol. 239(2), pages 514-522.
    3. Zhang, Tianyu & Dong, Peiwu & Zeng, Yongchao & Ju, Yanbing, 2022. "Analyzing the diffusion of competitive smart wearable devices: An agent-based multi-dimensional relative agreement model," Journal of Business Research, Elsevier, vol. 139(C), pages 90-105.
    4. Kokaraki, Nikoleta & Hopfe, Christina J. & Robinson, Elaine & Nikolaidou, Elli, 2019. "Testing the reliability of deterministic multi-criteria decision-making methods using building performance simulation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 991-1007.
    5. Thanh Quang Nguyen & Sonia Longo & Maurizio Cellura & Le Quyen Luu & Alessandra Bertoli & Letizia Bua, 2024. "Evaluating and Prioritizing Circular Supply Chain Alternatives in the Energy Context with a Holistic Multi-Indicator Decision Support System," Energies, MDPI, vol. 17(20), pages 1-32, October.
    6. Nuwan Munasinghe & Thomas Romeijn & Gavin Paul, 2023. "Voxel-based sensor placement for additive manufacturing applications," Journal of Intelligent Manufacturing, Springer, vol. 34(2), pages 739-751, February.
    7. María Pilar de la Cruz López & Juan José Cartelle Barros & Alfredo del Caño Gochi & Manuel Lara Coira, 2021. "New Approach for Managing Sustainability in Projects," Sustainability, MDPI, vol. 13(13), pages 1-27, June.
    8. Adam Stecyk, 2023. "Enhancing Sustainable Development in ASEAN: An Integrated Assessment of Education and Health Factors," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 209-220.
    9. Clara Moreira Senne & Josiane Palma Lima & Fábio Favaretto, 2021. "An Index for the Sustainability of Integrated Urban Transport and Logistics: The Case Study of São Paulo," Sustainability, MDPI, vol. 13(21), pages 1-18, November.
    10. Mahsa Ghandi & Abbas Roozbahani, 2020. "Risk Management of Drinking Water Supply in Critical Conditions Using Fuzzy PROMETHEE V Technique," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(2), pages 595-615, January.
    11. Manuel Casal-Guisande & Alberto Comesaña-Campos & Alejandro Pereira & José-Benito Bouza-Rodríguez & Jorge Cerqueiro-Pequeño, 2022. "A Decision-Making Methodology Based on Expert Systems Applied to Machining Tools Condition Monitoring," Mathematics, MDPI, vol. 10(3), pages 1-30, February.
    12. Francis Marleau Donais & Irène Abi-Zeid & E. Owen D. Waygood & Roxane Lavoie, 2021. "A Framework for Post-Project Evaluation of Multicriteria Decision Aiding Processes from the Stakeholders’ Perspective: Design and Application," Group Decision and Negotiation, Springer, vol. 30(5), pages 1161-1191, October.
    13. Ute Weißfloch & Jutta Geldermann, 2016. "Assessment of product-service systems for increasing the energy efficiency of compressed air systems," European Journal of Industrial Engineering, Inderscience Enterprises Ltd, vol. 10(3), pages 341-366.
    14. Sebastian Schär & Jutta Geldermann, 2021. "Adopting Multiactor Multicriteria Analysis for the Evaluation of Energy Scenarios," Sustainability, MDPI, vol. 13(5), pages 1-19, March.
    15. Miller, Michael & Mattes, Katharina, 2014. "Demonstration of a multi-criteria based decision support framework for selecting PSS to increase resource efficiency," Working Papers "Sustainability and Innovation" S11/2014, Fraunhofer Institute for Systems and Innovation Research (ISI).
    16. Mohamed Gouraizim & Abdelhadi Makan & Hossain Ouarghi, 2023. "A CAR-PROMETHEE-based multi-criteria decision-making framework for sustainability assessment of renewable energy technologies in Morocco," Operations Management Research, Springer, vol. 16(3), pages 1343-1358, September.
    17. Weam Tunsi & Hisham Alidrisi, 2023. "The Innovation-Based Human Development Index Using PROMETHEE II: The Context of G8 Countries," Sustainability, MDPI, vol. 15(14), pages 1-13, July.
    18. Anane, Makram & Bouziri, Lamia & Limam, Atef & Jellali, Salah, 2012. "Ranking suitable sites for irrigation with reclaimed water in the Nabeul-Hammamet region (Tunisia) using GIS and AHP-multicriteria decision analysis," Resources, Conservation & Recycling, Elsevier, vol. 65(C), pages 36-46.
    19. Ronyastra, I Made & Saw, Lip Huat & Low, Foon Siang, 2023. "A review of methods for integrating risk management and multicriteria decision analysis in financial feasibility for post-coal-mining land usage selection," Resources Policy, Elsevier, vol. 86(PB).
    20. Minhui Ren & Yu Fan & Jindong Chen & Jian Zhang, 2023. "A Multi-Stage Model for Perceived Quality Evaluation of Clothing Brands," Mathematics, MDPI, vol. 11(18), pages 1-16, 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:gam:jmathe:v:12:y:2024:i:10:p:1478-:d:1391438. 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.