Modeling of Water Quality Parameters Using Data-Driven Models

作者: H. Orouji , O. Bozorg Haddad , E. Fallah-Mehdipour , M. A. Mariño

DOI: 10.1061/(ASCE)EE.1943-7870.0000706

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摘要: AbstractWater has a considerable role in all aspects of human life. Thus, evaluation water characteristics general and quality particular are necessary to enhance the health humans ecosystems. Data-driven models computing methods that capable extracting different system states without using complex relationships. Prediction simulation two branches data-driven modeling use previous previous-current data sets fill gaps time series. This paper investigates capability an adaptive neural fuzzy inference (ANFIS) genetic programming (GP) as predict simulate parameters (e.g., sodium, potassium, magnesium, sulfates, chloride, pH, electrical conductivity, total dissolved solids) at Astane station Sefidrood River, Iran. The writers considered six combinations sets, including previously noted river discharge mo...

参考文章(41)
Dragan A. Savic, Godfrey A. Walters, James W. Davidson, A Genetic Programming Approach to Rainfall-Runoff Modelling Water Resources Management. ,vol. 13, pp. 219- 231 ,(1999) , 10.1023/A:1008132509589
O. Bozorg Haddad, A. Afshar, M.A. Mariño, Optimization of non‐convex water resource problems by honey‐bee mating optimization (HBMO) algorithm Engineering Computations. ,vol. 26, pp. 267- 280 ,(2009) , 10.1108/02644400910943617
K. Naddafi, H. Honari, M. Ahmadi, Water quality trend analysis for the Karoon River in Iran Environmental Monitoring and Assessment. ,vol. 134, pp. 305- 312 ,(2007) , 10.1007/S10661-007-9621-6
Hossien Riahi-Madvar, Seyed Ali Ayyoubzadeh, Ehsan Khadangi, Mohammad Mehdi Ebadzadeh, An expert system for predicting longitudinal dispersion coefficient in natural streams by using ANFIS Expert Systems With Applications. ,vol. 36, pp. 8589- 8596 ,(2009) , 10.1016/J.ESWA.2008.10.043
S.J. Mousavi, K. Ponnambalam, F. Karray, Inferring operating rules for reservoir operations using fuzzy regression and ANFIS Fuzzy Sets and Systems. ,vol. 158, pp. 1064- 1082 ,(2007) , 10.1016/J.FSS.2006.10.024
Hadi Sanikhani, Ozgur Kisi, River Flow Estimation and Forecasting by Using Two Different Adaptive Neuro-Fuzzy Approaches Water Resources Management. ,vol. 26, pp. 1715- 1729 ,(2012) , 10.1007/S11269-012-9982-7
Ozgur Kisi, Jalal Shiri, Precipitation Forecasting Using Wavelet-Genetic Programming and Wavelet-Neuro-Fuzzy Conjunction Models Water Resources Management. ,vol. 25, pp. 3135- 3152 ,(2011) , 10.1007/S11269-011-9849-3
Omid Bozorg Haddad, Abbas Afshar, Miguel A. Mariño, Multireservoir optimisation in discrete and continuous domains Proceedings of the Institution of Civil Engineers - Water Management. ,vol. 164, pp. 57- 72 ,(2011) , 10.1680/WAMA.900077
Azadeh Karimi-Hosseini, Omid Bozorg Haddad, Miguel A. Mariño, Site selection of raingauges using entropy methodologies Proceedings of the Institution of Civil Engineers - Water Management. ,vol. 164, pp. 321- 333 ,(2011) , 10.1680/WAMA.2011.164.7.321