Wavelet-based multiresolution analysis for data cleaning and its application to water quality management systems

Expert Systems with Applications

Volumn 35, Issue 3, 2008, Pages 1301-1310

  He, Li ^a   Huang, Guo He ^a,b   Zeng, Guang Ming ^c   Lu, Hong Wei ^a  

^a UNIVERSITY OF REGINA   (Canada)

^b NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

^c HUNAN UNIVERSITY   (China)

Author keywords

Data cleaning; Multiresolution analysis technique; Parameter estimation; Water quality management; Wavelet

Indexed keywords

COMPUTER NETWORKS; CONSERVATION; ESTIMATION; FOURIER ANALYSIS; FOURIER TRANSFORMS; HYDRAULIC MODELS; KNOWLEDGE BASED SYSTEMS; KNOWLEDGE ENGINEERING; LINEAR SYSTEMS; MANAGEMENT; MATHEMATICAL MODELS; MICROFLUIDICS; MIXING; MODEL STRUCTURES; MULTIRESOLUTION ANALYSIS; NONLINEAR SYSTEMS; PARAMETER ESTIMATION; PROFESSIONAL ASPECTS; QUALITY MANAGEMENT; RIVER POLLUTION; STATE SPACE METHODS; STEEL ANALYSIS; TECHNOLOGY; UNCERTAINTY ANALYSIS; WATER ANALYSIS; WATER CONSERVATION; WATER MANAGEMENT; WATER QUALITY; WAVELET TRANSFORMS;

(001) PARAMETER; APPLIED (CO); CONVENTIONAL TECHNIQUES; DATA CLEANING; ELSEVIER (CO); ENGINEERING APPLICATIONS; FOURIER; FOURIER TRANSFORMATIONS; GAUSSIAN; MODELING PARAMETERS; MULTIRESOLUTION (MR); REAL VALUES; RIVER WATER QUALITY; STATE SPACES; WATER QUALITY MANAGEMENT;

DATA REDUCTION;

EID: 44949260972     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2007.08.009     Document Type: Article

References (45)

1. Avci E. An expert system based on wavelet neural network-adaptive norm entropy for scale invariant texture classification. Expert Systems with Applications 32 3 (2007) 919-926
2. Babovic V., Drécourt J.P., Keijzer M., and Friss Hansen P. A data mining approach to modeling of water supply assets. Urban Water 4 (2002) 401-414
3. Bates D.M., and Watts D.G. Multiresponse estimation with special application to linear systems of differential formulas. Technometrics 27 4 (1985) 329-339
4. Battista T.D., and Visini G. The environmental long-memory space-time series prediction. Journal of Environmental Informatics 7 1 (2006) 48-55
5. Bell W.R., and Martin D.E.K. Computation of asymmetric signal extraction filters and mean squared error for ARIMA component models. Journal of Time Series Analysis 25 4 (2004) 603-648
6. Berthouex P.M., and Brown L.C. Statistics for environmental engineers (1994), CRC Press, Boca Raton, FL
7. Brown L.C., and Berthouex P.M. Multiresponse parameter estimation of SVOCs in activated sludge process. Journal of Environmental Engineering 123 8 (1997) 767-775
8. Ceylan R., and Özbay Y. Comparison of FCM, PCA and WT techniques for classification ECG arrhythmias using artificial neural network. Expert Systems with Applications 33 2 (2007) 286-295
9. Cheng Z.X. Wavelet analysis algorithm and its application (1998), Xi'an Jiao Tong University Press, Xi'an, China
10. Constable, T. W. (1978). Parameter estimation techniques in nonlinear water quality models. Ph.D. thesis, University of Waterloo, Ontario, Canada.
11. Dohan K., and Whitfield P.H. Identification and characterization of water quality transients using wavelet analysis. I. Wavelet analysis methodology. Water Science and Technology 36 5 (1997) 325-335
12. Dohan K., and Whitfield P.H. Identification and characterization of water quality transients using wavelet analysis. II. Application to electronic water quality data. Water Science and Technology 36 5 (1997) 337-348
13. Duport B.G., Girel J., and Chassery J.M. The use of multiresolution analysis and wavelets transform for merging SPOT panchromatic and multispectral image data. Journal of the American Society for Photogrammetry and Remote Sensing 62 9 (1996) 1057-1066
14. Fisher P., Wood J., and Cheng T. Higher order vagueness in a dynamic landscape: multi-resolution morphometric analysis of a coastal dunefield. Journal of Environmental Informatics 9 1 (2007) 56-70
15. Fu G.W. River water quality modeling and its simulation algorithm (1985), China's Environmental Science Press, Beijing, China
16. Galal, O. K. (2002). Multiresolution analysis of multichannel neural recordings in the context of signal detection, estimation, classification and noise suppression. Ph.D. thesis, University of Michigan, Michigan, US.
17. He L., Chan C.W., Huang G.H., and Zeng G.M. A probabilistic reasoning-based decision support system for selecting remediation technologies for petroleum-contaminated sites. Expert Systems with Applications 30 4 (2006) 783-795
18. He L., Huang G.H., Liao R.F., and Huang J.H. Stochastic optimization programming for multi-reach river system using GA combined with stochastic simulation. Transactions of Nonferrous Metals Society of China 14 Special 1 (2004) 31-36
19. He L., Zeng G.M., Huang G.H., and Lu H.W. IFVM to deal with uncertainty simulation of two-dimensional river water quality. Journal of Hydrodynamics, Series B 16 4 (2004) 455-463
20. Hobbs B.F., and Hepenstal A. Is optimization optimistically biased?. Water Resources Research 25 2 (1989) 152-160
21. Hong T.P., Lin K.Y., and Wang S.L. Fuzzy data mining for interesting generalized association rules. Fuzzy Sets and Systems 138 (2003) 255-269
22. Hsieh C.-C., and Kuo P.-L. An impulsive noise reduction agent for rigid body motion data using B-spline wavelets. Expert Systems with Applications 34 (2007) 1731-1741
23. Huang B. GIS-Based route planning for hazardous material transportation. Journal of Environmental Informatics 8 1 (2006) 49-57
24. Kusiak A., Dixon B., and Shah S. Predicting survival time for kidney dialysis patients: A data mining approach. Computers in Biology and Medicine 35 (2005) 311-327
25. Li S.T., and Shue L.Y. Data mining to aid policy making in air pollution management. Expert Systems with Applications 27 3 (2004) 331-340
26. Liu D.R., and Shih Y.Y. Integrating AHP and data mining for product recommendation based on customer lifetime value. Information & Management 42 (2005) 387-400
27. Lu H.W., Huang G.H., Zeng G.M., et al. An inexact two-stage fuzzy-stochastic programming model for water resources management. Water Resources Management (2007) 10.1007/s11269-007-9206-8
28. Lung S.Y. Wavelet feature selection based neural networks with application to the text independent speaker identification. Pattern Recognition 39 8 (2006) 1401-1414
29. Lung S.Y. Wavelet feature domain adaptive noise reduction using learning algorithm for text independent speaker recognition. Pattern Recognition 40 9 (2007) 2603-2606
30. Mallat S. A theory of multiresolution signal decomposition: The wavelet representation. IEEE Transaction of Pattern Analysis and Machine Intelligence 11 7 (1989) 674-693
31. Mu G.B. Application of filter theory to system identification and state estimation of river water quality dynamics. Advances in Environmental Science of China 4 4 (1996) 34-45
32. Murtagh F., Starck L., and Bijaoui A. Multiresolution in astronomical image processing: A general framework. The International Journal of Image Systems and Technology 6 (1995) 332-338
33. Osowski S., and Nghia D.D. Fourier and wavelet descriptors for shape recognition using neural networks-A comparative study. Pattern Recognition 35 9 (2002) 1949-1957
34. Otazu X., and Pujol O. Wavelet based approach to cluster analysis. Application on low dimensional data sets. Pattern Recognition Letters 27 14 (2006) 1590-1605
35. Schutze M. Parameter optimization of real-time control strategies for urban wastewater system. Water Science and Technology 43 7 (2001) 139-146
36. So{combining double acute accent}rensen K., and Janssens G.K. Data mining with genetic algorithms on binary trees. European Journal of Operational Research 151 (2003) 253-264
37. Sorzano C.O.S., Ortiz E., López M., et al. Improved Bayesian image denoising based on wavelets with applications to electron microscopy. Pattern Recognition 39 6 (2006) 1205-1213
38. Starck L., and Murtagh F. Automatic noise estimation from the multiresolution support. The Astronomical Society of the Pacific 110 744 (1998) 193-199
39. Subasi A. EEG signal classification using wavelet feature extraction and a mixture of expert model. Expert Systems with Applications 32 4 (2007) 1084-1093
40. Tirtom H., Engin M., and Engin E.Z. Enhancement of time-frequency properties of ECG for detecting micropotentials by wavelet transform based method. Expert Systems with Applications 34 1 (2008) 746-753
41. Ye N. The handbook of data mining (2003), Lawrence Erlbaum Associates, Publishers, Mahwah, NJ
42. Yin Z.Y., Estberg J., Hallisey E.J., and Cayan D.R. Spatial patterns of lightning at different spatial scales in the western United States during August of 1990 - a case study using the geographic information systems technology. Journal of Environmental Informatics 9 1 (2007) 4-17
43. Zeng G.M., Qin X.S., He L., Huang G.H., Liu H.L., and Lin Y.P. A neural network predictive control system for paper mill wastewater treatment. Engineering Applications of Artificial Intelligence 16 2 (2003) 121-129
44. Zeng Y., and Trauth K.M. Internet-based fuzzy multicriteria decision support system for planning integrated solid waste management. Journal of Environmental Informatics 6 1 (2005) 1-15
45. Zheng Y., Lin Y., and Tay D.B.H. Time-varying parametric system multiresolution identification by wavelets. International Journal of System science 32 6 (2001) 775-793