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Published in: Environmental Earth Sciences 9/2018

01-05-2018 | Original Article

The least-square Fourier-series model-based evaluation and forecasting of monthly average water-levels

Author: Zong-chang Yang

Published in: Environmental Earth Sciences | Issue 9/2018

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Abstract

Water-level fluctuation evaluation and forecasting for a river is increasingly important because of its close ties to human living and production. In this study, with annual periodic extension for monthly average water-level fluctuation, Fourier analysis employing finite Fourier series is presented for evaluating its fluctuation. Fourier analysis in the conventional form which is the most common analysis method in the frequency domain, however, cannot be straightly applied for forecasting. Then, the extended version of the Fourier-series model in the least-square sense is proposed for forecasting. The extended forecasting model obtains its optimum Fourier coefficients in the least-squares based on previous monthly water-level observations. Experiments at the different monitoring stations of the Yangtze River in China indicate potentiality of the proposed method. It is shown that the fluctuation of monthly average water-level is well described by about six-term harmonics. And the extended Fourier forecasting model predicts the fluctuation of monthly water level most fitting about three-term harmonics.

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Literature
go back to reference Acreman MC, Meigh JR, Sene KJ (1993) Modelling the decline in water level of Lake Toba, Indonesia. Adv Water Resour 16(4):207–222CrossRef Acreman MC, Meigh JR, Sene KJ (1993) Modelling the decline in water level of Lake Toba, Indonesia. Adv Water Resour 16(4):207–222CrossRef
go back to reference Alvisi S, Franchini M (2011) Fuzzy neural networks for water level and discharge forecasting with uncertainty. Environ Model Softw 26(4):523–537CrossRef Alvisi S, Franchini M (2011) Fuzzy neural networks for water level and discharge forecasting with uncertainty. Environ Model Softw 26(4):523–537CrossRef
go back to reference Bhattacharya B, Solomatine DP (2005) Neural networks and M5 model trees in modelling water level-discharge relationship. Neurocomputing 63:381–396CrossRef Bhattacharya B, Solomatine DP (2005) Neural networks and M5 model trees in modelling water level-discharge relationship. Neurocomputing 63:381–396CrossRef
go back to reference Chatfield C (2004) The analysis of time series. Chapman and Hall/CRC, New York Chatfield C (2004) The analysis of time series. Chapman and Hall/CRC, New York
go back to reference Chatterjee S, Hadi A, Price B (2000) Simple linear regression, chapter 2. In: Regression analysis by example, 3rd edn. Wiley, New York, pp 21–50 Chatterjee S, Hadi A, Price B (2000) Simple linear regression, chapter 2. In: Regression analysis by example, 3rd edn. Wiley, New York, pp 21–50
go back to reference Gill LW et al (2013) Characterisation of hydrogeological connections in a lowland karst network using time series analysis of water levels in ephemeral groundwater-fed lakes (turloughs). J Hydrol 499:289–302CrossRef Gill LW et al (2013) Characterisation of hydrogeological connections in a lowland karst network using time series analysis of water levels in ephemeral groundwater-fed lakes (turloughs). J Hydrol 499:289–302CrossRef
go back to reference Kakahaji H et al (2013) Prediction of Urmia Lake water-level fluctuations by using analytical, linear statistic and intelligent methods. Water Resour Manag 27(13):4469–4492CrossRef Kakahaji H et al (2013) Prediction of Urmia Lake water-level fluctuations by using analytical, linear statistic and intelligent methods. Water Resour Manag 27(13):4469–4492CrossRef
go back to reference Lee G, Lee S, Park H (2014) Improving applicability of neuro-genetic algorithm to predict short-term water level: a case study. J Hydroinform 6(1):218–230CrossRef Lee G, Lee S, Park H (2014) Improving applicability of neuro-genetic algorithm to predict short-term water level: a case study. J Hydroinform 6(1):218–230CrossRef
go back to reference Oppenheim AV, Schafer RW (1989) Discrete-time signal processing. Prentice-Hall, New Jersey Oppenheim AV, Schafer RW (1989) Discrete-time signal processing. Prentice-Hall, New Jersey
go back to reference Oppenheim AV et al (1996) Signals and systems, 2nd edn. Prentice Hall, New Jersey Oppenheim AV et al (1996) Signals and systems, 2nd edn. Prentice Hall, New Jersey
go back to reference Saleh F, Flipo N et al (2011) Modeling the impact of in-stream water level fluctuations on stream-aquifer interactions at the regional scale. J Hydrol 400(3–4):490–500CrossRef Saleh F, Flipo N et al (2011) Modeling the impact of in-stream water level fluctuations on stream-aquifer interactions at the regional scale. J Hydrol 400(3–4):490–500CrossRef
go back to reference Siddique-E-Akbor AHM et al (2011) Inter-comparison study of water level estimates derived from hydrodynamic-hydrologic model and satellite altimetry for a complex deltaic environment. Remote Sens Environ 115(6):1522–1531CrossRef Siddique-E-Akbor AHM et al (2011) Inter-comparison study of water level estimates derived from hydrodynamic-hydrologic model and satellite altimetry for a complex deltaic environment. Remote Sens Environ 115(6):1522–1531CrossRef
go back to reference Sun W et al (2013) Prediction of 12-month-average PM2.5 concentrations using a hidden Markov model with different emission distributions in Northern California. Sci Total Environ 443:93–103CrossRef Sun W et al (2013) Prediction of 12-month-average PM2.5 concentrations using a hidden Markov model with different emission distributions in Northern California. Sci Total Environ 443:93–103CrossRef
go back to reference Wendy DW et al (2013) An integrated modelling framework for regulated river systems. Environ Model Softw 39:81–102CrossRef Wendy DW et al (2013) An integrated modelling framework for regulated river systems. Environ Model Softw 39:81–102CrossRef
go back to reference Yang Z-C (2013) Fourier analysis based air temperature movement analysis and forecast. IET Signal Process 7(1):14–24CrossRef Yang Z-C (2013) Fourier analysis based air temperature movement analysis and forecast. IET Signal Process 7(1):14–24CrossRef
go back to reference Yıldırım U, Erdoğan S, Uysal M (2011) Changes in the coastline and water level of the Akşehir and Eber Lakes between 1975 and 2009. Water Resour Manag 25(3):941–962CrossRef Yıldırım U, Erdoğan S, Uysal M (2011) Changes in the coastline and water level of the Akşehir and Eber Lakes between 1975 and 2009. Water Resour Manag 25(3):941–962CrossRef
go back to reference Yin XA, Yang ZF (2012) A method to assess the alteration of water-level-fluctuation patterns in lakes. Procedia Environ Sci 13:2427–2436CrossRef Yin XA, Yang ZF (2012) A method to assess the alteration of water-level-fluctuation patterns in lakes. Procedia Environ Sci 13:2427–2436CrossRef
go back to reference Zheng J-L et al (2011) Signals and systems, 3rd edn. China Higher Education Press, Beijing Zheng J-L et al (2011) Signals and systems, 3rd edn. China Higher Education Press, Beijing
Metadata
Title
The least-square Fourier-series model-based evaluation and forecasting of monthly average water-levels
Author
Zong-chang Yang
Publication date
01-05-2018
Publisher
Springer Berlin Heidelberg
Published in
Environmental Earth Sciences / Issue 9/2018
Print ISSN: 1866-6280
Electronic ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-018-7505-4

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