Skip to main content
Erschienen in: Environmental Earth Sciences 6/2013

01.11.2013 | Original Article

Evaluating sampling locations in river water quality monitoring networks: application of dynamic factor analysis and discrete entropy theory

verfasst von: Milad Memarzadeh, Najmeh Mahjouri, Reza Kerachian

Erschienen in: Environmental Earth Sciences | Ausgabe 6/2013

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, a methodology is proposed for evaluating sampling locations in an existing river water quality monitoring network. The dynamic factor analysis is utilized to extract the independent dynamic factors from time series of water quality variables. Then, the entropy theory is applied to the independent dynamic factors to construct transinformation–distance (T–D) curves. The computation time in the case of using dynamic factors is significantly less than when the raw data is used because the number of independent dynamic factors is usually much less than the number of monitored water quality variables. In this paper, it is also shown that by clustering the study area to some homogenous zones and developing T–D curves for each zone, the accuracy of the results is significantly increased. To evaluate the applicability and efficiency of the proposed methodology, it is applied to the Karoon River which is the most important river system in Iran.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Abdul-Wahab SA, Bakheit CS, Al-Alawi SM (2005) Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations. J Env Modell Softw 20:1263–1271CrossRef Abdul-Wahab SA, Bakheit CS, Al-Alawi SM (2005) Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations. J Env Modell Softw 20:1263–1271CrossRef
Zurück zum Zitat Camdevyren H, Demyr N, Kanik A, Keshkyn S (2005) Use of principal component scores in multiple linear regression models for prediciton of Chlorophyll-a in reservoirs. J Echol Modell 181:581–589CrossRef Camdevyren H, Demyr N, Kanik A, Keshkyn S (2005) Use of principal component scores in multiple linear regression models for prediciton of Chlorophyll-a in reservoirs. J Echol Modell 181:581–589CrossRef
Zurück zum Zitat Ezekwe IC, Odu NN, Chima GN, Opigo A (2012) Assessing regional groundwater quality and its health implications in the Lokpaukwu, Lekwesi and Ishiagu mining areas of southeastern Nigeria using factor analysis. Environ Earth Sci 67(4):971–986CrossRef Ezekwe IC, Odu NN, Chima GN, Opigo A (2012) Assessing regional groundwater quality and its health implications in the Lokpaukwu, Lekwesi and Ishiagu mining areas of southeastern Nigeria using factor analysis. Environ Earth Sci 67(4):971–986CrossRef
Zurück zum Zitat Harmancioglu NB (1981) Measuring the information content of hydrological processes by the entropy concept: Issue for the Centennial of Ataturk’s Birth. Ege University, Izmir, Turkey, pp 13–40 Harmancioglu NB (1981) Measuring the information content of hydrological processes by the entropy concept: Issue for the Centennial of Ataturk’s Birth. Ege University, Izmir, Turkey, pp 13–40
Zurück zum Zitat Harmancioglu NB, Alpaslan N (1992) Water quality monitoring network design: a problem of multi-objective decision making. Water Resour Bull 28(1):179–192CrossRef Harmancioglu NB, Alpaslan N (1992) Water quality monitoring network design: a problem of multi-objective decision making. Water Resour Bull 28(1):179–192CrossRef
Zurück zum Zitat Harmancioglu NB, Baran T (1989) Effects of recharge systems on hydrologic information transfer along rivers. Proc Third Sci Assembly New Dir Surf Water Modell 181:223–233 Harmancioglu NB, Baran T (1989) Effects of recharge systems on hydrologic information transfer along rivers. Proc Third Sci Assembly New Dir Surf Water Modell 181:223–233
Zurück zum Zitat Harmancioglu NB, Yevjevich V (1987) Transfer of hydrologic information among river points. J Hydrol 91:103–118CrossRef Harmancioglu NB, Yevjevich V (1987) Transfer of hydrologic information among river points. J Hydrol 91:103–118CrossRef
Zurück zum Zitat Harmancioglu NB, Fistikoglu O, Ozkul SD, Singh VP, Alpaslan N (1999) Water quality monitoring network design. Kluwer Academic Publishers, Boston 299 ppCrossRef Harmancioglu NB, Fistikoglu O, Ozkul SD, Singh VP, Alpaslan N (1999) Water quality monitoring network design. Kluwer Academic Publishers, Boston 299 ppCrossRef
Zurück zum Zitat Huang JJ, Tzeng GH, Ong CS (2006) A novel algorithm for dynamic factor analysis. J Appl Math Comput 175:1288–1297CrossRef Huang JJ, Tzeng GH, Ong CS (2006) A novel algorithm for dynamic factor analysis. J Appl Math Comput 175:1288–1297CrossRef
Zurück zum Zitat Hyvarinen A, Oja E (2000) Independent component analysis: algorithms and applications. J Neural Netwoks 13(4–5):411–430CrossRef Hyvarinen A, Oja E (2000) Independent component analysis: algorithms and applications. J Neural Netwoks 13(4–5):411–430CrossRef
Zurück zum Zitat Karamouz M, Zahraie B, Kerachian R (2003) Development of a master plan for water pollution control using MCDM techniques: a case study. Water Int 28(4):478–490 Karamouz M, Zahraie B, Kerachian R (2003) Development of a master plan for water pollution control using MCDM techniques: a case study. Water Int 28(4):478–490
Zurück zum Zitat Karamouz M, Nokhandan AK, Kerachian R, Maksimovic C (2009a) Design of on-line river water quality monitoring systems using the entropy theory: a case study. Environ Monit Assess 155(1–4):63–81. doi:10.1007/s10661-008-0418-z CrossRef Karamouz M, Nokhandan AK, Kerachian R, Maksimovic C (2009a) Design of on-line river water quality monitoring systems using the entropy theory: a case study. Environ Monit Assess 155(1–4):63–81. doi:10.​1007/​s10661-008-0418-z CrossRef
Zurück zum Zitat Kuo YM, Lin HJ (2010) Dynamic factor analysis of long-term growth trends of intertidal seagrass Thalassia hemprichii in southern Taiwan. J Estuarine, Coastal Shelf Sci 86:225–236CrossRef Kuo YM, Lin HJ (2010) Dynamic factor analysis of long-term growth trends of intertidal seagrass Thalassia hemprichii in southern Taiwan. J Estuarine, Coastal Shelf Sci 86:225–236CrossRef
Zurück zum Zitat Lathauwer LD, Moor BD, Vandewalle J (2000) An introduction to independent component analysis. J Chemometrics 14:123–149CrossRef Lathauwer LD, Moor BD, Vandewalle J (2000) An introduction to independent component analysis. J Chemometrics 14:123–149CrossRef
Zurück zum Zitat Mahjouri N, Kerachian R (2011) Revising river water quality monitoring networks using discrete entropy theory: the Jajrood River experience. Environ Monit Assess 175:291–302. doi:10.1007/s10661-010-1512-6 CrossRef Mahjouri N, Kerachian R (2011) Revising river water quality monitoring networks using discrete entropy theory: the Jajrood River experience. Environ Monit Assess 175:291–302. doi:10.​1007/​s10661-010-1512-6 CrossRef
Zurück zum Zitat Masoumi F, Kerachian R (2008) Assessment of the groundwater salinity monitoring network of the Tehran region: application of the discrete Entropy theory. Water Sci Technol 58(4):765–771. doi:10.2166/wst.2008.674 CrossRef Masoumi F, Kerachian R (2008) Assessment of the groundwater salinity monitoring network of the Tehran region: application of the discrete Entropy theory. Water Sci Technol 58(4):765–771. doi:10.​2166/​wst.​2008.​674 CrossRef
Zurück zum Zitat Mazlum N, Ozed A, Mazlum S (1999) Interpretation of water quality data by principal components analysis. J Eng Env Sci 23:19–26 Mazlum N, Ozed A, Mazlum S (1999) Interpretation of water quality data by principal components analysis. J Eng Env Sci 23:19–26
Zurück zum Zitat Mogheir Y, Singh VP (2002) Application of information theory to groundwater quality monitoring networks. Water Resour Manage 16:37–49CrossRef Mogheir Y, Singh VP (2002) Application of information theory to groundwater quality monitoring networks. Water Resour Manage 16:37–49CrossRef
Zurück zum Zitat Mogheir Y, Singh VP (2003) Specification of information needs for groundwater management planning in developing country. Groundw Hydrol (Balema Publisher, Tokyo) 2:3–20 Mogheir Y, Singh VP (2003) Specification of information needs for groundwater management planning in developing country. Groundw Hydrol (Balema Publisher, Tokyo) 2:3–20
Zurück zum Zitat Mogheir Y, de Lima JLMP, Singh VP (2004) Characterizing the spatial variability of groundwater quality using the entropy theory: I, synthetic data. J Hydrol Process 18:2165–2179CrossRef Mogheir Y, de Lima JLMP, Singh VP (2004) Characterizing the spatial variability of groundwater quality using the entropy theory: I, synthetic data. J Hydrol Process 18:2165–2179CrossRef
Zurück zum Zitat Mogheir Y, de Lima JLMP, Singh VP (2009) Entropy and multi-objective based approach for groundwater quality monitoring network assessment and redesign. Water Resour Manage 23(8):1603–1620CrossRef Mogheir Y, de Lima JLMP, Singh VP (2009) Entropy and multi-objective based approach for groundwater quality monitoring network assessment and redesign. Water Resour Manage 23(8):1603–1620CrossRef
Zurück zum Zitat Mondal NC, Singh VP (2010) Entropy-based approach for estimation of natural recharge in Kodaganar River basin, Tamil Nadu. India Curr Sci 99:1560–1569 Mondal NC, Singh VP (2010) Entropy-based approach for estimation of natural recharge in Kodaganar River basin, Tamil Nadu. India Curr Sci 99:1560–1569
Zurück zum Zitat Mondal NC, Singh VP (2012) Evaluation of groundwater monitoring network of Kodaganar River basin from Southern India using entropy. Environ Earth Sci 66:1183–1193CrossRef Mondal NC, Singh VP (2012) Evaluation of groundwater monitoring network of Kodaganar River basin from Southern India using entropy. Environ Earth Sci 66:1183–1193CrossRef
Zurück zum Zitat Munoz-Carpena R, Ritter A, Li YC (2005) Dynamic factor analysis of groundwater quality trends in an agricultural area adjacent to Everglades National Park. J Contam Hydrol 80:49–70CrossRef Munoz-Carpena R, Ritter A, Li YC (2005) Dynamic factor analysis of groundwater quality trends in an agricultural area adjacent to Everglades National Park. J Contam Hydrol 80:49–70CrossRef
Zurück zum Zitat Mutihac R, Van Hulle MM (2004) Comparison of principal component analysis and independent component analysis for blind source separation. Romanian Rep Phys 56:20–32 Mutihac R, Van Hulle MM (2004) Comparison of principal component analysis and independent component analysis for blind source separation. Romanian Rep Phys 56:20–32
Zurück zum Zitat Ouyang Y (2005) Evaluation of river water quality monitoring stations by principal component analysis. Water Res 39:2621–2635CrossRef Ouyang Y (2005) Evaluation of river water quality monitoring stations by principal component analysis. Water Res 39:2621–2635CrossRef
Zurück zum Zitat Parinet B, Lhote A, Legube B (2004) Principal component analysis: an appropriate tool for water quality evaluation and management: application to a tropical lake system. J Echol Modell 178:295–311CrossRef Parinet B, Lhote A, Legube B (2004) Principal component analysis: an appropriate tool for water quality evaluation and management: application to a tropical lake system. J Echol Modell 178:295–311CrossRef
Zurück zum Zitat Ritter A, Munoz-Carpena R (2006) Dynamic factor modeling of ground and surface water levels in an agricultural area adjacent to Everglades National Park. J Hydrol 317:340–354CrossRef Ritter A, Munoz-Carpena R (2006) Dynamic factor modeling of ground and surface water levels in an agricultural area adjacent to Everglades National Park. J Hydrol 317:340–354CrossRef
Zurück zum Zitat Shannon CE, Weaver W (1949) The mathematical theory of communication. The University of Illinois Press, Illinois Shannon CE, Weaver W (1949) The mathematical theory of communication. The University of Illinois Press, Illinois
Zurück zum Zitat Wan J, Bu H, Zhang Y, Meng W (2012) Classification of rivers based on water quality assessment using factor analysis in Taizi River basin, northeast China. Environ Earth Sci. doi:10.1007/s12665-012-1976-5 Wan J, Bu H, Zhang Y, Meng W (2012) Classification of rivers based on water quality assessment using factor analysis in Taizi River basin, northeast China. Environ Earth Sci. doi:10.​1007/​s12665-012-1976-5
Zurück zum Zitat Zhao G, Gao J, Tian P, Tian K, Ni G (2011) Spatial–temporal characteristics of surface water quality in the Taihu Basin, China. Environ Earth Sci 64:809–819CrossRef Zhao G, Gao J, Tian P, Tian K, Ni G (2011) Spatial–temporal characteristics of surface water quality in the Taihu Basin, China. Environ Earth Sci 64:809–819CrossRef
Zurück zum Zitat Zuur AF, Pierce GJ (2004) Common trends in northeast Atlantic squid time series. Sea Res 52:57–72CrossRef Zuur AF, Pierce GJ (2004) Common trends in northeast Atlantic squid time series. Sea Res 52:57–72CrossRef
Zurück zum Zitat Zuur AF, Fryer RJ, Jolliffe IT, Dekker R, Beukema JJ (2003a) Estimating common trends in multivariate time series using dynamic factor analysis. Envirometrics 14:665–685CrossRef Zuur AF, Fryer RJ, Jolliffe IT, Dekker R, Beukema JJ (2003a) Estimating common trends in multivariate time series using dynamic factor analysis. Envirometrics 14:665–685CrossRef
Zurück zum Zitat Zuur AF, Tuck ID, Bailey N (2003b) Dynamic factor analysis to estimate common trends in fisheries time series. Fish Aquat Sci 60:542–552CrossRef Zuur AF, Tuck ID, Bailey N (2003b) Dynamic factor analysis to estimate common trends in fisheries time series. Fish Aquat Sci 60:542–552CrossRef
Metadaten
Titel
Evaluating sampling locations in river water quality monitoring networks: application of dynamic factor analysis and discrete entropy theory
verfasst von
Milad Memarzadeh
Najmeh Mahjouri
Reza Kerachian
Publikationsdatum
01.11.2013
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 6/2013
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-013-2299-x

Weitere Artikel der Ausgabe 6/2013

Environmental Earth Sciences 6/2013 Zur Ausgabe