IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v16y2023i6p2871-d1102484.html
   My bibliography  Save this article

Application of Multispectral Images from Unmanned Aerial Vehicles to Analyze Operations of a Wastewater Treatment Plant

Author

Listed:
  • Bartosz Szeląg

    (Department of Geotechnics and Waste Management, Kielce University of Technology, 25-314 Kielce, Poland)

  • Szymon Sobura

    (Department of Geodesy and Geomatics, Kielce University of Technology, 25-314 Kielce, Poland)

  • Renata Stoińska

    (Department of Water and Wastewater Technology, Kielce University of Technology, 25-314 Kielce, Poland)

Abstract

The main task of a wastewater treatment plant (WWTP) is to reduce pollutants that adversely affect the receiving environment in which the effluent is discharged. The operation of a WWTP is a complex task due to the number of different processes that take place in its process facilities. In order to maintain the high efficiency of a WWTP, it is necessary to control the quality of the effluent at the outlet and monitor the processes taking place there. The main objective of the research presented in this study was to evaluate the possibility of using unmanned aerial vehicle (UAV) technology and multispectral images acquired with a Micasense Red-Edge MX camera to analyse the performance of an activated sludge bioreactor using the example of a municipal WWTP in Poland. Remote sensing analyses were carried out to check the relationships between the calculated spectral indices and the quality parameters in the bioreactor. The spectral indices assessed were the normalised difference vegetation index (NDVI), green normalised difference vegetation index (GNDVI), optimised soil adjusted vegetation index (OSAVI), and their derived indices, after substitution of the red or near-infrared channel with the red edge channel. In this study, the sensitivity of the NDVI and GNDVI RED-EDGE indexes to changes in the nutrient content (NUC) of the bioreactor was observed. The presented research may find application in the design of a new soft sensor for monitoring the operating conditions of wastewater treatment plants.

Suggested Citation

  • Bartosz Szeląg & Szymon Sobura & Renata Stoińska, 2023. "Application of Multispectral Images from Unmanned Aerial Vehicles to Analyze Operations of a Wastewater Treatment Plant," Energies, MDPI, vol. 16(6), pages 1-18, March.
  • Handle: RePEc:gam:jeners:v:16:y:2023:i:6:p:2871-:d:1102484
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/16/6/2871/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/16/6/2871/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Francesca Valenti & Attilio Toscano, 2021. "A GIS-Based Model to Assess the Potential of Wastewater Treatment Plants for Enhancing Bioenergy Production within the Context of the Water–Energy Nexus," Energies, MDPI, vol. 14(10), pages 1-15, May.
    2. Beata Karolinczak & Rafał Miłaszewski & Wojciech Dąbrowski, 2020. "Cost Optimization of Wastewater and Septage Treatment Process," Energies, MDPI, vol. 13(23), pages 1-13, 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. Radu Petrariu & Marius Constantin & Mihai Dinu & Simona Roxana Pătărlăgeanu & Mădălina Elena Deaconu, 2021. "Water, Energy, Food, Waste Nexus: Between Synergy and Trade-Offs in Romania Based on Entrepreneurship and Economic Performance," Energies, MDPI, vol. 14(16), pages 1-23, August.
    2. Joanna Kazimierowicz & Marcin Dębowski, 2022. "Aerobic Granular Sludge as a Substrate in Anaerobic Digestion—Current Status and Perspectives," Sustainability, MDPI, vol. 14(17), pages 1-24, August.
    3. Magda Dudek & Marcin Dębowski & Joanna Kazimierowicz & Marcin Zieliński & Piera Quattrocelli & Anna Nowicka, 2022. "The Cultivation of Biohydrogen-Producing Tetraselmis subcordiformis Microalgae as the Third Stage of Dairy Wastewater Aerobic Treatment System," Sustainability, MDPI, vol. 14(19), pages 1-17, September.
    4. Andrey Kiselev & Elena Magaril & Deborah Panepinto & Elena Cristina Rada & Marco Ravina & Maria Chiara Zanetti, 2021. "Sustainable Energy Management Benchmark at Wastewater Treatment Plant," Sustainability, MDPI, vol. 13(22), pages 1-11, November.
    5. Giuseppe Mancuso & Monica C. M. Parlato & Stevo Lavrnić & Attilio Toscano & Francesca Valenti, 2022. "GIS-Based Assessment of the Potential for Treated Wastewater Reuse in Agricultural Irrigation: A Case Study in Northern Italy," Sustainability, MDPI, vol. 14(15), pages 1-17, July.
    6. Akca, Mehmet Sadik & Sarikaya, Omer Visali & Doker, Mehmet Fatih & Ocak, Fatih & Kirlangicoglu, Cem & Karaaslan, Yakup & Satoglu, Sule Itir & Altinbas, Mahmut, 2023. "A detailed GIS based assessment of bioenergy plant locations using location-allocation algorithm," Applied Energy, Elsevier, vol. 352(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:jeners:v:16:y:2023:i:6:p:2871-:d:1102484. 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.