IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i19p8685-d1759296.html

Continuous Wavelet Analysis of Water Quality Time Series in a Rapidly Urbanizing Mixed-Land-Use Watershed in Ontario, Canada

Author

Listed:
  • Sukhmani Bola

    (School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada)

  • Ramesh Rudra

    (School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada)

  • Rituraj Shukla

    (School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada)

  • Amanjot Singh

    (Credit Valley Conservation Authority, 1255 Old Derry Road, Mississauga, ON L5N 6R4, Canada)

  • Pradeep Goel

    (Ontario Ministry of the Environment, Conservation and Parks, Toronto, ON M9P 3V6, Canada)

  • Prasad Daggupati

    (School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada)

  • Bahram Gharabaghi

    (School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada)

Abstract

Urbanization and mixed-land-use development significantly impact water quality dynamics in watersheds, necessitating continuous monitoring and advanced analytical techniques for sustainable water management. This study employs continuous wavelet analysis to investigate the temporal variability and correlations of real-time water quality parameters in the Credit River watershed, Ontario, Canada. The Integrated Watershed Monitoring Program (IWMP), initiated by the Credit Valley Conservation (CVC) Authority, has facilitated long-term real-time water quality monitoring since 2010. Fundamental and exploratory statistical analyses were conducted to identify patterns, trends, and anomalies in key water quality parameters, including pH, specific conductivity, turbidity, dissolved oxygen (DO), chloride, water temperature ( T H 2 O ° ), air temperature ( T a i r ° ), streamflow, and water level. Continuous wavelet transform and wavelet coherence techniques revealed significant temporal variations, with “1-day” periodicities for DO, pH, ( T H 2 O ° ), and ( T a i r ° ) showing high power at a 95% confidence level against red noise, particularly from late spring to early fall, rather than throughout the entire year. These findings underscore the seasonal influence on water quality and highlight the need for adaptive watershed management strategies. The study demonstrates the potential of wavelet analysis in detecting temporal patterns and informing decision-making for sustainable water resource management in rapidly urbanizing mixed-land-use watersheds.

Suggested Citation

  • Sukhmani Bola & Ramesh Rudra & Rituraj Shukla & Amanjot Singh & Pradeep Goel & Prasad Daggupati & Bahram Gharabaghi, 2025. "Continuous Wavelet Analysis of Water Quality Time Series in a Rapidly Urbanizing Mixed-Land-Use Watershed in Ontario, Canada," Sustainability, MDPI, vol. 17(19), pages 1-23, September.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:19:p:8685-:d:1759296
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/19/8685/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/19/8685/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bilgili, Faik & Lorente, Daniel Balsalobre & Kuşkaya, Sevda & Ünlü, Fatma & Gençoğlu, Pelin & Rosha, Pali, 2021. "The role of hydropower energy in the level of CO2 emissions: An application of continuous wavelet transform," Renewable Energy, Elsevier, vol. 178(C), pages 283-294.
    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. Karasoy, Alper, 2022. "Is innovative technology a solution to Japan's long-run energy insecurity? Dynamic evidence from the linear and nonlinear methods," Technology in Society, Elsevier, vol. 70(C).
    2. Meng, Bin & Chen, Shuiyang & Haralambides, Hercules & Kuang, Haibo & Fan, Lidong, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Energy Economics, Elsevier, vol. 120(C).
    3. Arup Roy & Ranjan DasGupta, 2024. "Economic Development, Energy Consumption, and Environmental Deterioration: A Non-Linear Evidence from India," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 22(3), pages 721-747, September.
    4. Nurulhuda Seriram & Muhamad Rias K. V. Zainuddin & Hakimah Nur Ahmad Hamidi & Amirul Hamza Abdullah, 2024. "Impacts of Renewable Energy Transitions on the Economic Growth in Malaysia: A Dynamic ARDL Simulations," International Journal of Energy Economics and Policy, Econjournals, vol. 14(5), pages 251-258, September.
    5. Bilgili, Faik & Kocak, Emrah & Kuskaya, Sevda & Bulut, Umit, 2022. "Co-movements and causalities between ethanol production and corn prices in the USA: New evidence from wavelet transform analysis," Energy, Elsevier, vol. 259(C).
    6. Arunava Bandyopadhyay & Soumen Rej & Kashif Raza Abbasi & Ashar Awan, 2023. "Nexus between tourism, hydropower, and CO2 emissions in India: fresh insights from ARDL and cumulative fourier frequency domain causality," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 10903-10927, October.
    7. Faik Bilgili & Emrah Koçak & Sevda Kuşkaya, 2023. "Dynamics and Co-movements Between the COVID-19 Outbreak and the Stock Market in Latin American Countries: An Evaluation Based on the Wavelet-Partial Wavelet Coherence Model," Evaluation Review, , vol. 47(4), pages 630-652, August.
    8. Hu, Bangyong & Alola, Andrew Adewale & Tauni, Muhammad Zubair & Adebayo, Tomiwa Sunday & Abbas, Shujaat, 2023. "Pathway to cleaner environment: How effective are renewable electricity and financial development approaches?," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 277-292.
    9. Carla Cristiane Sokulski & Murillo Vetroni Barros & Rodrigo Salvador & Evandro Eduardo Broday & Antonio Carlos de Francisco, 2022. "Trends in Renewable Electricity Generation in the G20 Countries: An Analysis of the 1990–2020 Period," Sustainability, MDPI, vol. 14(4), pages 1-21, February.
    10. Zakarie Abdi Warsame & Abdirahman Omar Abdi, 2024. "Impact of External Debt and Energy Consumption on Environmental Quality in Somalia," International Journal of Energy Economics and Policy, Econjournals, vol. 14(5), pages 520-526, September.
    11. Altaf, Asma & Anwar, Muhammad Awais & Shahzad, U. & Bilan, Yuriy, 2025. "Exploring the nexus among green finance, renewable energy and environmental sustainability: Evidence from OECD economies," Renewable Energy, Elsevier, vol. 244(C).
    12. Kuşkaya, Sevda, 2022. "Residential solar energy consumption and greenhouse gas nexus: Evidence from Morlet wavelet transforms," Renewable Energy, Elsevier, vol. 192(C), pages 793-804.
    13. Haroon ur Rashid Khan & Usama Awan & Khalid Zaman & Abdelmohsen A. Nassani & Mohamed Haffar & Muhammad Moinuddin Qazi Abro, 2021. "Assessing Hybrid Solar-Wind Potential for Industrial Decarbonization Strategies: Global Shift to Green Development," Energies, MDPI, vol. 14(22), pages 1-14, November.
    14. Ullah, Sami & Lin, Boqiang, 2024. "Green energy dynamics: Analyzing the environmental impacts of renewable, hydro, and nuclear energy consumption in Pakistan," Renewable Energy, Elsevier, vol. 232(C).
    15. Zahra, Samia & Fatima, Syeda Noreen, 2024. "Do energy diversification and green growth transition help to achieve the target of carbon neutrality? Testing the validity of the EKC hypothesis under the prism of green growth," Applied Energy, Elsevier, vol. 373(C).
    16. Atif Jahanger & Yang Yu & Ashar Awan & Muhammad Zubair Chishti & Magdalena Radulescu & Daniel Balsalobre-Lorente, 2022. "The Impact of Hydropower Energy in Malaysia Under the EKC Hypothesis: Evidence From Quantile ARDL Approach," SAGE Open, , vol. 12(3), pages 21582440221, July.
    17. Bin Meng & Shuiyang Chen & Hercules Haralambides & Haibo Kuang & Lidong Fan, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-04046290, HAL.
    18. Karlilar Pata, Selin & Pata, Ugur Korkut, 2025. "Comparative analysis of the impacts of solar, wind, biofuels and hydropower on load capacity factor and sustainable development index," Energy, Elsevier, vol. 319(C).
    19. Chen, Shuiyang & Meng, Bin & Qiu, Bingcheng & Kuang, Haibo, 2025. "Dynamic effects of maritime risk on macroeconomic and global maritime economic activity," Transport Policy, Elsevier, vol. 167(C), pages 246-263.
    20. Yazici, Ayşe Meriç & Udemba, Edmund Ntom & Öztirak, Mesut & Bayram, Vildan & Mei, Yu, 2025. "Pathway to energy transition and sustainable environmental development and management: Analysis of hydropower energy policy as part of climate actions," Renewable Energy, Elsevier, vol. 242(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:gam:jsusta:v:17:y:2025:i:19:p:8685-:d:1759296. 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.