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A Common Factor Analysis Based Data Mining Procedure for Effective Assessment of 21st Century Drought under Multiple Global Climate Models

Author

Listed:
  • Muhammad Ahmad

    (University of the Punjab)

  • Zulfiqar Ali

    (University of the Punjab)

  • Maryam Ilyas

    (University of the Punjab)

  • Muhammad Mohsin

    (University of the Punjab)

  • Rizwan Niaz

    (Quaid-I-Azam University)

Abstract

Continued global warming has increased the risk of drought all over the world. Therefore, effective drought assessment, in conjunction with accurate drought characterization and its long-term evaluation, is essential. In recent developments, the use multi-model ensemble data of various specific sets of Global Climate Models (GCMs) is common in climate research. This research provides a new drought index – Multivariate Weighted Ensemble Standardized Drought Index (MWESDI). The procedure of MWESDI uses Common Factor Analysis (CFA) based data mining approach for handling multiplicity and specificity structural problems in the data sets. The proposed procedure aims to enhance the effective use of GCMs by addressing the data problems associated with dimensionality reduction and important feature extraction. In application, we used observed and simulated time series data of 18 GCMs distributed across the Tibet Plateau region of China. Based on error performance measures, the proposed index is a more reliable and precise measure compared to its competitors. Our findings related to drought assessment indicate that the Tibet Plateau will probably face more severe and frequent droughts during the 21st Century.

Suggested Citation

  • Muhammad Ahmad & Zulfiqar Ali & Maryam Ilyas & Muhammad Mohsin & Rizwan Niaz, 2023. "A Common Factor Analysis Based Data Mining Procedure for Effective Assessment of 21st Century Drought under Multiple Global Climate Models," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 37(12), pages 4787-4806, September.
    • Handle: RePEc:spr:waterr:v:37:y:2023:i:12:d:10.1007_s11269-023-03581-2
    DOI: 10.1007/s11269-023-03581-2
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    1. Dilayda Soylu Pekpostalci & Rifat Tur & Ali Danandeh Mehr & Mohammad Amin Vazifekhah Ghaffari & Dominika Dąbrowska & Vahid Nourani, 2023. "Drought Monitoring and Forecasting across Turkey: A Contemporary Review," Sustainability, MDPI, vol. 15(7), pages 1-23, March.
    2. Donald Wilhite & Mark Svoboda & Michael Hayes, 2007. "Understanding the complex impacts of drought: A key to enhancing drought mitigation and preparedness," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 21(5), pages 763-774, May.
    3. Alexey Mikhaylov & Nikita Moiseev & Kirill Aleshin & Thomas Burkhardt, 2020. "Global climate change and greenhouse effect," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(4), pages 2897-2913, June.
    4. Carlos Salas-Páez & Luis Quintana-Romero & Miguel A. Mendoza-González & José Álvarez-García, 2022. "Analysis of Job Transitions in Mexico with Markov Chains in Discrete Time," Mathematics, MDPI, vol. 10(10), pages 1-13, May.
    5. Hakan Aksu & Mahmut Cetin & Hafzullah Aksoy & Sait Genar Yaldiz & Isilsu Yildirim & Gulsah Keklik, 2022. "Spatial and temporal characterization of standard duration-maximum precipitation over Black Sea Region in Turkey," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 111(3), pages 2379-2405, April.
    6. Zulfiqar Ali & Asad Ellahi & Ijaz Hussain & Amna Nazeer & Sadia Qamar & Guangheng Ni & Muhammad Faisal, 2021. "Reduction of Errors in Hydrological Drought Monitoring – A Novel Statistical Framework for Spatio-Temporal Assessment of Drought," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 35(13), pages 4363-4380, October.
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