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A New Method of Change Point Detection Using Variable Fuzzy Sets Under Environmental Change

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  • Jianzhu Li
  • Senming Tan
  • Zhaozhen Wei
  • Fulong Chen
  • Ping Feng

Abstract

Change point detection is an effective tool to identity whether the hydrological data are of consistency. In this paper, Pettitt test was first used to detect change point for annual rainfall and runoff time series in 6 selected sub-watersheds of Luanhe river basin in Northeast part of China. Then we presented a method to detect change point according to the law of mutual change of quality and quantity in variable fuzzy sets. We chose the mean of time series as assessment index as in other change point detection methods, and defined 95 and 5 % quantiles of the time series as the supremum and infimum respectively. We selected a reference period (for example, the first 10 points of the time series) as the stationary period, and after the reference period, we checked the mean value of the time series point by point. We used this method in the 6 sub-watersheds of Luanhe river basin. The results of the 2 methods showed that most annual rainfall time series had no change point, and some annual runoff time series had change point in 1979 or 1981. Comparison of the 2 methods was made, and it indicated that Pettitt test provided reference for variable fuzzy sets method, but the latter provided more reasonable results than Pettitt test in this study. This method can also be used in other natural time series. Copyright Springer Science+Business Media Dordrecht 2014

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  • Jianzhu Li & Senming Tan & Zhaozhen Wei & Fulong Chen & Ping Feng, 2014. "A New Method of Change Point Detection Using Variable Fuzzy Sets Under Environmental Change," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(14), pages 5125-5138, November.
    • Handle: RePEc:spr:waterr:v:28:y:2014:i:14:p:5125-5138
    DOI: 10.1007/s11269-014-0798-5
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    1. Mohamed Meddi & Ali Assani & Hind Meddi, 2010. "Temporal Variability of Annual Rainfall in the Macta and Tafna Catchments, Northwestern Algeria," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(14), pages 3817-3833, November.
    2. Maryam Azizabadi Farahani & Davar Khalili, 2013. "Seasonality Characteristics and Spatio-temporal Trends of 7-day Low Flows in a Large, Semi-arid Watershed," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 27(14), pages 4897-4911, November.
    3. Bahram Saghafian & Hassan Farazjoo & Babak Bozorgy & Farhad Yazdandoost, 2008. "Flood Intensification due to Changes in Land Use," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 22(8), pages 1051-1067, August.
    4. Hossein Tabari & Safar Marofi, 2011. "Changes of Pan Evaporation in the West of Iran," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 25(1), pages 97-111, January.
    5. Hang Zeng & Ping Feng & Xin Li, 2014. "Reservoir Flood Routing Considering the Non-Stationarity of Flood Series in North China," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(12), pages 4273-4287, September.
    6. Dingfang Li & Huantian Xie & Lihua Xiong, 2014. "Temporal Change Analysis Based on Data Characteristics and Nonparametric Test," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(1), pages 227-240, January.
    7. Zhenxing Zhang & Andrew Dehoff & Robert Pody & John Balay, 2010. "Detection of Streamflow Change in the Susquehanna River Basin," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(10), pages 1947-1964, August.
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    3. Kuan Yang & Fulong Chen & Chaofei He & Zhijun Zhang & Aihua Long, 2020. "Fuzzy risk analysis of dam overtopping from snowmelt floods in the nonstationarity case of the Manas River catchment, China," 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. 104(1), pages 27-49, October.
    4. Feng Yan & Ling Liu & You Zhang & Musong Chen & Ning Chen, 2016. "The Research of Dynamic Variable Fuzzy Set Assessment Model in Water Quality Evaluation," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 30(1), pages 63-78, January.

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