A Hybrid VMD-SVM Model for Practical Streamflow Prediction Using an Innovative Input Selection Framework

Author:

Meng Erhao,Huang ShengzhiORCID,Huang Qiang,Fang Wei,Wang Hao,Leng Guoyong,Wang Lu,Liang Hao

Funder

National Basic Research Program of China (973 Program)

National Natural Science Foundation of China

Planning Project of Science and Technology of Water Resources of Shaanxi

Open Research Fund of State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin

Doctorate Innovation Funding of Xi'an University of Technology

China Scholarship Council

Publisher

Springer Science and Business Media LLC

Subject

Water Science and Technology,Civil and Structural Engineering

Reference36 articles.

1. Ch S, Anand N, Panigrahi BK, Mathur S (2013) Streamflow forecasting by SVM with quantum behaved particle swarm optimization. Neurocomputing 101:18–23

2. Cheng G, Dong C, Huang G, Baetz BW, Han J (2016) Discrete principal-monotonicity inference for hydro‐system analysis under irregular nonlinearities, data uncertainties, and multivariate dependencies. Part I: methodology development. Hydrol Process 30(23):4255–4272

3. Chiew FH, Piechota TC, Dracup JA, McMahon TA (1998) El Nino/Southern Oscillation and Australian rainfall, streamflow and drought: Links and potential for forecasting. J Hydrol 204(1–4):138–149

4. Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3):273–297

5. Di C, Yang X, Wang X (2014) A four-stage hybrid model for hydrological time series forecasting. PLoS One 9(8):e104663

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