메뉴 건너뛰기




Volumn 17, Issue 9, 2012, Pages 986-1000

Estimation of daily suspended sediment load by using wavelet conjunction models

Author keywords

Genetic programming; Neural networks; Neuro fuzzy; Sediment load; Wavelet transform

Indexed keywords


EID: 85001589621     PISSN: 10840699     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)HE.1943-5584.0000535     Document Type: Article
Times cited : (50)

References (59)
  • 1
    • 0034174280 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology. I: Preliminary concepts
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology. (2000a). “Artificial neural networks in hydrology. I: Preliminary concepts.” J. Hydrol. Eng., 5(2), 115-123.
    • (2000) J. Hydrol. Eng , vol.5 , Issue.2 , pp. 115-123
  • 2
    • 0034174396 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology. II: Hydrologic applications
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology. (2000b). “Artificial neural networks in hydrology. II: Hydrologic applications.” J. Hydrol. Eng., 5(2), 124-137.
    • (2000) J. Hydrol. Eng , vol.5 , Issue.2 , pp. 124-137
  • 3
    • 39849091610 scopus 로고    scopus 로고
    • A genetic programming approach to suspended sediment modeling
    • Aytek, A., and Kisi, O. (2008). “A genetic programming approach to suspended sediment modeling.” J. Hydrol., 351(3-4), 288-298.
    • (2008) J. Hydrol , vol.351 , Issue.3-4 , pp. 288-298
    • Aytek, A.1    Kisi, O.2
  • 4
    • 33746893178 scopus 로고    scopus 로고
    • Probability and statistics for engineers
    • Istanbul, Turkey
    • Bayazit, M., and Oguz, B. (1998). Probability and statistics for engineers, Birsen Publishing House, Istanbul, Turkey.
    • (1998) Birsen Publishing House
    • Bayazit, M.1    Oguz, B.2
  • 5
    • 0036171294 scopus 로고    scopus 로고
    • Suspended sediment estimation and forecasting using artificial neural networks.” Turkish
    • Cigizoglu, H. K. (2002). “Suspended sediment estimation and forecasting using artificial neural networks.” Turkish J. Eng. Env. Sci., 26, 15-25.
    • (2002) J. Eng. Env. Sci , vol.26 , pp. 15-25
    • Cigizoglu, H.K.1
  • 6
    • 1342310688 scopus 로고    scopus 로고
    • Estimation and forecasting of daily suspended sediment data by multi-layer perceptrons
    • Cigizoglu, H. K. (2004). “Estimation and forecasting of daily suspended sediment data by multi-layer perceptrons.” Adv. Water Resour., 27(2), 185-195.
    • (2004) Adv. Water Resour , vol.27 , Issue.2 , pp. 185-195
    • Cigizoglu, H.K.1
  • 7
    • 60549084178 scopus 로고    scopus 로고
    • Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data
    • Cobaner, M., Unal, B., and Kisi, O. (2009). “Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data.” J. Hydrol., 367(1-2), 52-61.
    • (2009) J. Hydrol , vol.367 , Issue.1-2 , pp. 52-61
    • Cobaner, M.1    Unal, B.2    Kisi, O.3
  • 8
    • 2042453329 scopus 로고    scopus 로고
    • Wavelet analysis ofvariability in annual Canadian streamflows
    • Coulibaly, P., and Burn, H. D. (2004). “Wavelet analysis ofvariability in annual Canadian streamflows.” Water Resour. Res., 40(W03105-W0318), 105.
    • (2004) Water Resour. Res , vol.40 , pp. 105
    • Coulibaly, P.1    Burn, H.D.2
  • 9
    • 0024861871 scopus 로고
    • Approximation by superposition ofa sigmoidal function
    • Cybenco, G. (1989). “Approximation by superposition ofa sigmoidal function.” Math. Control Signals Syst., 2(4), 303-314.
    • (1989) Math. Control Signals Syst , vol.2 , Issue.4 , pp. 303-314
    • Cybenco, G.1
  • 11
    • 0347499408 scopus 로고    scopus 로고
    • Gene expression programming: A new adaptive algorithm for solving problems
    • Ferreira, C. (2001b). “Gene expression programming: A new adaptive algorithm for solving problems.” Complex Syst., 13(2), 87-129.
    • (2001) Complex Syst , vol.13 , Issue.2 , pp. 87-129
    • Ferreira, C.1
  • 13
    • 44749094126 scopus 로고    scopus 로고
    • Comparison of empirical daily surface incoming solar radiation methods
    • Fortin, J. G., Anctil, F., Parent, L. E., and Bolinder, M. A. (2008). “Comparison of empirical daily surface incoming solar radiation methods.” Agric. For. Meteorol., 148(8-9), 1332-1340.
    • (2008) Agric. For. Meteorol , vol.148 , Issue.8-9 , pp. 1332-1340
    • Fortin, J.G.1    Anctil, F.2    Parent, L.E.3    Bolinder, M.A.4
  • 14
    • 0037114996 scopus 로고    scopus 로고
    • Use of wavelet transform for temporal characterization of remote watersheds
    • Gaucherel, C. (2002). “Use of wavelet transform for temporal characterization of remote watersheds.” J. Hydrol., 269(3-4), 101-121.
    • (2002) J. Hydrol , vol.269 , Issue.3-4 , pp. 101-121
    • Gaucherel, C.1
  • 15
    • 32444435850 scopus 로고    scopus 로고
    • Using GP to determine Chezzy resistance coefficient in corrugated channels
    • Giustolisi, O. (2004). “Using GP to determine Chezzy resistance coefficient in corrugated channels.” J. Hydroinf., 6(3), 157-173.
    • (2004) J. Hydroinf , vol.6 , Issue.3 , pp. 157-173
    • Giustolisi, O.1
  • 17
    • 0028543366 scopus 로고
    • Training feed forward networks with the Marquaradt algorithm
    • Hagan, M. T., and Menhaj, M. B. (1994). “Training feed forward networks with the Marquaradt algorithm.” IEEE Trans. Neural Networks, 5(6), 861-867.
    • (1994) IEEE Trans. Neural Networks , vol.5 , Issue.6 , pp. 861-867
    • Hagan, M.T.1    Menhaj, M.B.2
  • 19
    • 0034746272 scopus 로고    scopus 로고
    • Development ofintegrated sediment rating curves using ANNs
    • Jain, S. K. (2001). “Development ofintegrated sediment rating curves using ANNs.” J. Hydrol. Eng., 127(1), 30-37.
    • (2001) J. Hydrol. Eng , vol.127 , Issue.1 , pp. 30-37
    • Jain, S.K.1
  • 20
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference system
    • Jang, J. S. R. (1993). “ANFIS: Adaptive-network-based fuzzy inference system.” IEEE Trans. Syst. Manag. Cyber., 23(3), 665-685.
    • (1993) IEEE Trans. Syst. Manag. Cyber , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 21
    • 0029273384 scopus 로고
    • Neuro fuzzy modeling and control
    • Jang, J. S. R., and Sun, C. T. (1995). “Neuro fuzzy modeling and control.” Proc IEEE., 83(3), 378-405.
    • (1995) Proc IEEE , vol.83 , Issue.3 , pp. 378-405
    • Jang, J.S.R.1    Sun, C.T.2
  • 23
    • 0025473499 scopus 로고
    • Menu of coupled velocity and sediment—discharge relations for rivers
    • Karim, M. F., and Kennedy, J. F. (1990). “Menu of coupled velocity and sediment—discharge relations for rivers.” J. Hydrol. Eng., 116(8), 978-996.
    • (1990) J. Hydrol. Eng , vol.116 , Issue.8 , pp. 978-996
    • Karim, M.F.1    Kennedy, J.F.2
  • 24
    • 0344121593 scopus 로고    scopus 로고
    • Nonlinear model for drought forecasting based on a conjunction wavelet and neural networks
    • Kim, T. W., and Valdes, J. B. (2003). “Nonlinear model for drought forecasting based on a conjunction wavelet and neural networks.” J. Hydrol. Eng., 8(6), 319-328.
    • (2003) J. Hydrol. Eng , vol.8 , Issue.6 , pp. 319-328
    • Kim, T.W.1    Valdes, J.B.2
  • 25
    • 10244249159 scopus 로고    scopus 로고
    • Multi-layer perceptions with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation
    • Kisi, O. (2004). “Multi-layer perceptions with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation.” Hydrol. Sci. J., 49(6), 1025-1040.
    • (2004) Hydrol. Sci. J , vol.49 , Issue.6 , pp. 1025-1040
    • Kisi, O.1
  • 26
    • 23044459648 scopus 로고    scopus 로고
    • Suspended sediment estimation using neuro-fuzzy and neural network approaches
    • Kisi, O. (2005). “Suspended sediment estimation using neuro-fuzzy and neural network approaches.” Hydrol. Sci. J., 50(4), 683-696.
    • (2005) Hydrol. Sci. J , vol.50 , Issue.4 , pp. 683-696
    • Kisi, O.1
  • 27
    • 65649154545 scopus 로고    scopus 로고
    • Evolutionary fuzzy models for river suspended sediment concentration estimation
    • Kisi, O. (2009a). “Evolutionary fuzzy models for river suspended sediment concentration estimation.” J. Hydrol., 372(1-4), 68-79.
    • (2009) J. Hydrol , vol.372 , Issue.1-4 , pp. 68-79
    • Kisi, O.1
  • 28
    • 68049112473 scopus 로고    scopus 로고
    • Neural networks and wavelet conjunction model for intermittent stream flow forecasting
    • Kisi, O. (2009b). “Neural networks and wavelet conjunction model for intermittent stream flow forecasting.” J. Hydrol. Eng., 14(8), 773-782.
    • (2009) J. Hydrol. Eng , vol.14 , Issue.8 , pp. 773-782
    • Kisi, O.1
  • 29
    • 84861004601 scopus 로고    scopus 로고
    • A comparison of genetic programming and ANFIS in forecasting daily, monthly and daily streamflows
    • Kayseri and Cappadocia, Turkey
    • Kisi, O., and Shiri, J. (2010). “A comparison of genetic programming and ANFIS in forecasting daily, monthly and daily streamflows.” In: Proc. Int. symp. on Innovations in Intelligent Systems and Applications, Kayseri and Cappadocia, Turkey, 118-122.
    • (2010) In: Proc. Int. Symp. on Innovations in Intelligent Systems and Applications , pp. 118-122
    • Kisi, O.1    Shiri, J.2
  • 30
    • 80053449485 scopus 로고    scopus 로고
    • Precipitation forecasting using wavelet-genetic programming and wavelet-neuro-fuzzy conjunction models.” Water Resour
    • Kisi, O., and Shiri, J. (2011). “Precipitation forecasting using wavelet-genetic programming and wavelet-neuro-fuzzy conjunction models.” Water Resour. Manage., 25(13), 3135-3152.
    • (2011) Manage , vol.25 , Issue.13 , pp. 3135-3152
    • Kisi, O.1    Shiri, J.2
  • 31
    • 84871954347 scopus 로고    scopus 로고
    • Wind speed prediction by using different wavelet conjunction models
    • Kisi, O., Shiri, J., and Makarynskyy, O. (2011). “Wind speed prediction by using different wavelet conjunction models.” Int. J. Ocean. Climat. Syst. (IJOCS), 2(3), 189-208.
    • (2011) Int. J. Ocean. Climat. Syst. (IJOCS) , vol.2 , Issue.3 , pp. 189-208
    • Kisi, O.1    Shiri, J.2    Makarynskyy, O.3
  • 32
    • 0003882343 scopus 로고
    • Genetic programming: On the programming of computers by means ofnatural selection
    • Cambridge, MA
    • Koza, J. R. (1992). Genetic programming: On the programming of computers by means ofnatural selection, The MIT Press, Cambridge, MA.
    • (1992) The MIT Press
    • Koza, J.R.1
  • 33
    • 33751581359 scopus 로고    scopus 로고
    • Wavelet regression techniques for stremflow predictions
    • Kucuk, M., and Agiralioglu, N. (2006). “Wavelet regression techniques for stremflow predictions.” J. Appl. Stat., 33(9), 943-960.
    • (2006) J. Appl. Stat , vol.33 , Issue.9 , pp. 943-960
    • Kucuk, M.1    Agiralioglu, N.2
  • 34
    • 84859363621 scopus 로고    scopus 로고
    • Modelling of suspended sediment concentration at kasol in india using ann, fuzzy logic and decision tree algorithms
    • Kumar, A. R. S., Ojha, C. S. P., Goyal, M. K., Singh, R. D., and Swamee, P. K. (2011). “Modelling of suspended sediment concentration at kasol in india using ann, fuzzy logic and decision tree algorithms.” J. Hydrol. Eng., 16(3), 394-404.
    • (2011) J. Hydrol. Eng , vol.16 , Issue.3 , pp. 394-404
    • Kumar, A.R.S.1    Ojha, C.S.P.2    Goyal, M.K.3    Singh, R.D.4    Swamee, P.K.5
  • 35
    • 28444499418 scopus 로고    scopus 로고
    • Recent advances in wavelet analyses: Part 1. A review of concepts
    • Labat, D. (2005). “Recent advances in wavelet analyses: Part 1. A review of concepts.” J. Hydrol., 314(1-4), 275-288.
    • (2005) J. Hydrol , vol.314 , Issue.1-4 , pp. 275-288
    • Labat, D.1
  • 36
    • 36048951385 scopus 로고    scopus 로고
    • Wavelet analysis of the annual discharge records of the world’s largest rivers
    • Labat, D. (2008). “Wavelet analysis of the annual discharge records of the world’s largest rivers.” Adv. Water Resour., 31(1), 109-117.
    • (2008) Adv. Water Resour , vol.31 , Issue.1 , pp. 109-117
    • Labat, D.1
  • 37
    • 0032920124 scopus 로고    scopus 로고
    • Evaluating the use of goodness-of-fit measures in hydrologic and hydroclimatic model validation
    • Legates, D. R., and McCabe, G. J. (1999). “Evaluating the use of goodness-of-fit measures in hydrologic and hydroclimatic model validation.” Water Resour. Res., 35(1), 233-241.
    • (1999) Water Resour. Res , vol.35 , Issue.1 , pp. 233-241
    • Legates, D.R.1    McCabe, G.J.2
  • 38
    • 84978575577 scopus 로고
    • Sediment rating curves for a clear-cut Ponderosa Pine watershed in northern Arizona
    • Lopes, V. L., and Ffolliott, P. F. (1993). “Sediment rating curves for a clear-cut Ponderosa Pine watershed in northern Arizona.” Water Resour. Bull., 29(3), 369-382.
    • (1993) Water Resour. Bull , vol.29 , Issue.3 , pp. 369-382
    • Lopes, V.L.1    Ffolliott, P.F.2
  • 39
    • 0024700097 scopus 로고
    • A theory for multi resolution signal decomposition: The wavelet representation
    • Mallat, S. G. (1989). “A theory for multi resolution signal decomposition: The wavelet representation.” IEEE Trans. Pattern Anal. Mach. Intell., 11(7), 674-693.
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.G.1
  • 40
    • 0016451032 scopus 로고
    • An experiment in linguistic synthesis with a fuzzy logic controller
    • Mamdani, E. H., and Assilian, S. (1975). “An experiment in linguistic synthesis with a fuzzy logic controller.” Inter. J. Man Mach. Stud., 7(1), 1-13.
    • (1975) Inter. J. Man Mach. Stud , vol.7 , Issue.1 , pp. 1-13
    • Mamdani, E.H.1    Assilian, S.2
  • 41
    • 0023962844 scopus 로고
    • Uncertainty in suspended sediment transport curves
    • McBean, E. A., and Al-Nassri, S. (1988). “Uncertainty in suspended sediment transport curves.” J. Hydraul. Eng., 114(1), 63-74.
    • (1988) J. Hydraul. Eng , vol.114 , Issue.1 , pp. 63-74
    • McBean, E.A.1    Al-Nassri, S.2
  • 42
    • 70350596529 scopus 로고    scopus 로고
    • The wavelet packet transform: A technique for investigating temporal variation of river water solutes
    • Milne, A. E., Macleod, C. J. A., Haygarth, P. M., Hawkins, J. M. B., and Lark, R. M. (2009). “The wavelet packet transform: A technique for investigating temporal variation of river water solutes.” J.Hydrol., 379(1-2), 1-19.
    • (2009) J.Hydrol , vol.379 , Issue.1-2 , pp. 1-19
    • Milne, A.E.1    Macleod, C.J.A.2    Haygarth, P.M.3    Hawkins, J.M.B.4    Lark, R.M.5
  • 43
    • 33751399443 scopus 로고    scopus 로고
    • Long-term trend analysis using discrete wavelet components ofannual precipitations measurements in Marmara region (Turkey)
    • Partal, T., and Kufuk, M. (2006). “Long-term trend analysis using discrete wavelet components ofannual precipitations measurements in Marmara region (Turkey).” Phys. Chem. Earth., 31(18), 1189-1200.
    • (2006) Phys. Chem. Earth , vol.31 , Issue.18 , pp. 1189-1200
    • Partal, T.1    Kufuk, M.2
  • 44
    • 34447527322 scopus 로고    scopus 로고
    • Wavelet and neuro fuzzy conjunction model for precipitation forecasting
    • Partal, T., and Kisi, O. (2007). “Wavelet and neuro fuzzy conjunction model for precipitation forecasting.” J. Hydrol., 342(1-2), 199-212.
    • (2007) J. Hydrol , vol.342 , Issue.1-2 , pp. 199-212
    • Partal, T.1    Kisi, O.2
  • 45
    • 48649085521 scopus 로고    scopus 로고
    • Estimation and forecasting ofdaily suspended sediment data using wavelet-neural networks
    • Partal, T., and Cigizoglu, H. K. (2008). “Estimation and forecasting ofdaily suspended sediment data using wavelet-neural networks.” J. Hydrol., 358(3-4), 317-331.
    • (2008) J. Hydrol , vol.358 , Issue.3-4 , pp. 317-331
    • Partal, T.1    Cigizoglu, H.K.2
  • 47
    • 78149414268 scopus 로고    scopus 로고
    • Short-term and long-term streamflow forecasting using a wavelet and neuro-fuzzy conjunction model
    • Shiri, J., and Kisi, O. (2010). “Short-term and long-term streamflow forecasting using a wavelet and neuro-fuzzy conjunction model.” J. Hydrol., 394(3-4), 486-493.
    • (2010) J. Hydrol , vol.394 , Issue.3-4 , pp. 486-493
    • Shiri, J.1    Kisi, O.2
  • 48
    • 80052542665 scopus 로고    scopus 로고
    • Comparison of genetic programming with neuro-fuzzy systems for predicting short-term water table depth fluctuations
    • Shiri, J., and Kisi, O. (2011a). “Comparison of genetic programming with neuro-fuzzy systems for predicting short-term water table depth fluctuations.” Comput. Geosci., 37(10), 1692-1701.
    • (2011) Comput. Geosci , vol.37 , Issue.10 , pp. 1692-1701
    • Shiri, J.1    Kisi, O.2
  • 49
    • 79960111650 scopus 로고    scopus 로고
    • Application of artificial intelligence to estimate daily pan evaporation using available and estimated climatic data in the Khozestan Province (South Western Iran)
    • Shiri, J., and Kisi, O. (2011b). “Application of artificial intelligence to estimate daily pan evaporation using available and estimated climatic data in the Khozestan Province (South Western Iran).” J. Irrig. Drain. Eng., 137(7), 412-425.
    • (2011) J. Irrig. Drain. Eng , vol.137 , Issue.7 , pp. 412-425
    • Shiri, J.1    Kisi, O.2
  • 50
    • 33646054245 scopus 로고    scopus 로고
    • Suspended sediment load estimation and the problem of inadequate data sampling: A fractal view
    • Sivakumar, B. (2006). “Suspended sediment load estimation and the problem of inadequate data sampling: A fractal view.” Earth Surf. Processes Landforms, 31(4), 414-427.
    • (2006) Earth Surf. Processes Landforms , vol.31 , Issue.4 , pp. 414-427
    • Sivakumar, B.1
  • 51
    • 0032003006 scopus 로고    scopus 로고
    • Stream flow characterization and feature detection using a discrete wavelet transform
    • Smith, L. C., Turcotte, D. L., and Isacks, B. (1998). “Stream flow characterization and feature detection using a discrete wavelet transform.” Hydrol. Processes, 12(2), 233-249.
    • (1998) Hydrol. Processes , vol.12 , Issue.2 , pp. 233-249
    • Smith, L.C.1    Turcotte, D.L.2    Isacks, B.3
  • 52
    • 0021892282 scopus 로고
    • Fuzzy identification of systems and its application to modeling and control
    • Takagi, T., and Sugeno, M. (1985). “Fuzzy identification of systems and its application to modeling and control.” IEEE Trans. Syst. Man. Cybern., 15(1), 116-132.
    • (1985) IEEE Trans. Syst. Man. Cybern , vol.15 , Issue.1 , pp. 116-132
    • Takagi, T.1    Sugeno, M.2
  • 53
    • 3042733923 scopus 로고
    • Sediment discharge formulas
    • Vanoni, V. A. (1971). “Sediment discharge formulas.” J. Hydraulic Div., 97(4), 523-567.
    • (1971) J. Hydraulic Div , vol.97 , Issue.4 , pp. 523-567
    • Vanoni, V.A.1
  • 54
  • 55
    • 33845543385 scopus 로고    scopus 로고
    • Wavelet network model and its application to the prediction of the hydrology
    • Wang, W., and Ding, J. (2003). “Wavelet network model and its application to the prediction of the hydrology.” Nat. Sci., 1(1), 67-71.
    • (2003) Nat. Sci , vol.1 , Issue.1 , pp. 67-71
    • Wang, W.1    Ding, J.2
  • 56
    • 68349105875 scopus 로고    scopus 로고
    • A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series
    • Wang, W., Cahu, K. W., Cheng, C. T., and Qiu, L. (2009a). “A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series.” J. Hydrol., 374(3-4), 294-306.
    • (2009) J. Hydrol , vol.374 , Issue.3-4 , pp. 294-306
    • Wang, W.1    Cahu, K.W.2    Cheng, C.T.3    Qiu, L.4
  • 57
    • 70349237925 scopus 로고    scopus 로고
    • Prediction of inflow at Three Gorges Dam in Yangtze River with wavelet network model
    • Wang, W., Jin, J., and Li, Y. (2009b). “Prediction of inflow at Three Gorges Dam in Yangtze River with wavelet network model.” Water Resour. Manage., 23(13), 2791-2803.
    • (2009) Water Resour. Manage , vol.23 , Issue.13 , pp. 2791-2803
    • Wang, W.1    Jin, J.2    Li, Y.3
  • 58
    • 19544366488 scopus 로고    scopus 로고
    • Multiscale characteristics of the rainy season rainfall and interdecadal decaying of summer monsoon in North China
    • Xingang, D., Ping, W., and Jifan, C. (2003). “Multiscale characteristics of the rainy season rainfall and interdecadal decaying of summer monsoon in North China.” Chin. Sci. Bull., 48(24), 2730-2734.
    • (2003) Chin. Sci. Bull , vol.48 , Issue.24 , pp. 2730-2734
    • Xingang, D.1    Ping, W.2    Jifan, C.3
  • 59
    • 38149027113 scopus 로고    scopus 로고
    • The research of monthly discharge predictor-corrector model based on wavelet decomposition
    • Zhou, H. C., Peng, Y., and Liang, G. H. (2008). “The research of monthly discharge predictor-corrector model based on wavelet decomposition.” Water Resour. Manage., 22(2), 217-227.
    • (2008) Water Resour. Manage , vol.22 , Issue.2 , pp. 217-227
    • Zhou, H.C.1    Peng, Y.2    Liang, G.H.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.