IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0227901.html
   My bibliography  Save this article

A rainwater control optimization design approach for airports based on a self-organizing feature map neural network model

Author

Listed:
  • Dongwei Qiu
  • Hao Xu
  • Dean Luo
  • Qing Ye
  • Shaofu Li
  • Tong Wang
  • Keliang Ding

Abstract

To address the problems of high overflow rate of pipe network inspection well and low drainage efficiency, a rainwater control optimization design approach based on a self-organizing feature map neural network model (SOFM) was proposed in this paper. These problems are caused by low precision parameter design in various rainwater control measures such as the diameter of the rainwater pipe network and the green roof area ratio. This system is to be combined with the newly built rainwater pipe control optimization design project of China International Airport in Daxing District of Beijing, China. Through the optimization adjustment of the pipe network parameters such as the diameter of the rainwater pipe network, the slope of the pipeline, and the green infrastructure (GI) parameters such as the sinking green area and the green roof area, reasonable control of airport rainfall and the construction of sustainable drainage systems can be achieved. This research indicates that compared with the result of the drainage design under the initial value of the parameter, the green roof model and the conceptual model of the mesoscale sustainable drainage system, in the case of a hundred-year torrential rainstorm, the overflow rate of pipe network inspection wells has reduced by 36% to 67.5%, the efficiency of drainage has increased by 26.3% to 61.7%, which achieves the requirements for reasonable control of airport rainwater and building a sponge airport and a sustainable drainage system.

Suggested Citation

  • Dongwei Qiu & Hao Xu & Dean Luo & Qing Ye & Shaofu Li & Tong Wang & Keliang Ding, 2020. "A rainwater control optimization design approach for airports based on a self-organizing feature map neural network model," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-23, January.
    • Handle: RePEc:plo:pone00:0227901
    DOI: 10.1371/journal.pone.0227901
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0227901
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0227901&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0227901?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
    ---><---

    References listed on IDEAS

    as
    1. Daniel Mora-Melià & Carlos S. López-Aburto & Pablo Ballesteros-Pérez & Pedro Muñoz-Velasco, 2018. "Viability of Green Roofs as a Flood Mitigation Element in the Central Region of Chile," Sustainability, MDPI, vol. 10(4), pages 1-19, April.
    2. Ashley, Richard & Gersonius, Berry & Digman, Christopher & Horton, Bruce & Smith, Brian & Shaffer, Paul, 2018. "Including uncertainty in valuing blue and green infrastructure for stormwater management," Ecosystem Services, Elsevier, vol. 33(PB), pages 237-246.
    3. Carlos Martínez & Arlex Sanchez & Beheshtah Toloh & Zoran Vojinovic, 2018. "Multi-objective Evaluation of Urban Drainage Networks Using a 1D/2D Flood Inundation Model," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(13), pages 4329-4343, October.
    4. J. Yazdi, 2018. "Rehabilitation of Urban Drainage Systems Using a Resilience-Based Approach," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(2), pages 721-734, January.
    5. Jingqiu Guo & Yangzexi Liu & Lanfang Zhang & Yibing Wang, 2018. "Driving Behaviour Style Study with a Hybrid Deep Learning Framework Based on GPS Data," Sustainability, MDPI, vol. 10(7), pages 1-16, July.
    6. Shuangling Wang & Wanshun Zhang & Fajin Chen, 2019. "Simulation of Drainage Capacity in a Coastal Nuclear Power Plant under Extreme Rainfall and Tropical Storm," Sustainability, MDPI, vol. 11(3), pages 1-18, January.
    7. J. Yazdi, 2018. "Improving Urban Drainage Systems Resiliency Against Unexpected Blockages: A Probabilistic Approach," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(14), pages 4561-4573, November.
    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. Jing Peng & Lei Yu & Xiang Zhong & Tiansong Dong, 2022. "Study on Runoff Control Effect of Different Drainage Schemes in Sponge Airport," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 36(3), pages 1043-1055, February.

    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. Jiun-Huei Jang, 2023. "Optimizing the Cleaning Strategies to Reduce the Flood Risk Increased by Gully Blockages," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 37(4), pages 1747-1763, March.
    2. Omid Seyedashraf & Andrea Bottacin-Busolin & Julien J. Harou, 2021. "Many-Objective Optimization of Sustainable Drainage Systems in Urban Areas with Different Surface Slopes," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 35(8), pages 2449-2464, June.
    3. J. Yazdi, 2018. "Improving Urban Drainage Systems Resiliency Against Unexpected Blockages: A Probabilistic Approach," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(14), pages 4561-4573, November.
    4. Yuanyuan Yang & Wenhui Zhang & Zhe Liu & Dengfeng Liu & Qiang Huang & Jun Xia, 2023. "Coupling a Distributed Time Variant Gain Model into a Storm Water Management Model to Simulate Runoffs in a Sponge City," Sustainability, MDPI, vol. 15(4), pages 1-13, February.
    5. Sikhululekile Ncube & Scott Arthur, 2021. "Influence of Blue-Green and Grey Infrastructure Combinations on Natural and Human-Derived Capital in Urban Drainage Planning," Sustainability, MDPI, vol. 13(5), pages 1-16, February.
    6. Linhan Yang & Jianzhu Li & Aiqing Kang & Shuai Li & Ping Feng, 2020. "The Effect of Nonstationarity in Rainfall on Urban Flooding Based on Coupling SWMM and MIKE21," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(4), pages 1535-1551, March.
    7. Conghui Zhou & Yun Wu, 2020. "A Planning Support Tool for Layout Integral Optimization of Urban Blue–Green Infrastructure," Sustainability, MDPI, vol. 12(4), pages 1-22, February.
    8. Pengcheng Fan & Jingqiu Guo & Haifeng Zhao & Jasper S. Wijnands & Yibing Wang, 2019. "Car-Following Modeling Incorporating Driving Memory Based on Autoencoder and Long Short-Term Memory Neural Networks," Sustainability, MDPI, vol. 11(23), pages 1-15, November.
    9. Bryant, Benjamin P. & Borsuk, Mark E. & Hamel, Perrine & Oleson, Kirsten L.L. & Schulp, C.J.E. & Willcock, Simon, 2018. "Transparent and feasible uncertainty assessment adds value to applied ecosystem services modeling," Ecosystem Services, Elsevier, vol. 33(PB), pages 103-109.
    10. Z. Jia & C. Xu & W. Luo, 2020. "Optimizing Green Infrastructure Implementation with a Land Parcel-Based Credit Trading Approach on Different Spatial Scales," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(5), pages 1709-1723, March.
    11. Mitali Yeshwant Joshi & Jacques Teller, 2021. "Urban Integration of Green Roofs: Current Challenges and Perspectives," Sustainability, MDPI, vol. 13(22), pages 1-33, November.
    12. Kinga Kimic & Karina Ostrysz, 2021. "Assessment of Blue and Green Infrastructure Solutions in Shaping Urban Public Spaces—Spatial and Functional, Environmental, and Social Aspects," Sustainability, MDPI, vol. 13(19), pages 1-31, October.
    13. Shengnan Yang & Laddaporn Ruangpan & Arlex Sanchez Torres & Zoran Vojinovic, 2023. "Multi-objective Optimisation Framework for Assessment of Trade-Offs between Benefits and Co-benefits of Nature-based Solutions," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 37(6), pages 2325-2345, May.
    14. Galvin, Emily M. & BenDor, Todd K., 2023. "The economic impacts of green stormwater infrastructure: An evaluation of novel stormwater management policies in Washington, D.C," Land Use Policy, Elsevier, vol. 134(C).
    15. Sara Lucía Jiménez Ariza & José Alejandro Martínez & Andrés Felipe Muñoz & Juan Pablo Quijano & Juan Pablo Rodríguez & Luis Alejandro Camacho & Mario Díaz-Granados, 2019. "A Multicriteria Planning Framework to Locate and Select Sustainable Urban Drainage Systems (SUDS) in Consolidated Urban Areas," Sustainability, MDPI, vol. 11(8), pages 1-33, April.
    16. Connor, Jeffery D. & Summers, David & Regan, Courtney & Abbott, Hayley & Van Der Linden, Leon & Frizenschaf, Jacqueline, 2022. "Sensitivity analysis in economic evaluation of payments for water and carbon ecosystem services," Ecosystem Services, Elsevier, vol. 54(C).
    17. Toledo-Gallegos, Valeria M. & My, Nguyen H.D. & Tuan, Tran Huu & Börger, Tobias, 2022. "Valuing ecosystem services and disservices of blue/green infrastructure. Evidence from a choice experiment in Vietnam," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 114-128.
    18. Ruozhou Lin & Feifei Zheng & Yiyi Ma & Huan-Feng Duan & Shipeng Chu & Zhengzhi Deng, 2022. "Impact of Spatial Variation and Uncertainty of Rainfall Intensity on Urban Flooding Assessment," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 36(14), pages 5655-5673, November.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0227901. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.