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Erschienen in: Environmental Earth Sciences 12/2014

01.12.2014 | Thematic Issue

An integrated approach to conceptualise hydrological and socio-economic interaction for supporting management decisions of coupled groundwater–agricultural systems

verfasst von: Yohannes Hagos Subagadis, Jens Grundmann, Niels Schütze, Gerd H. Schmitz

Erschienen in: Environmental Earth Sciences | Ausgabe 12/2014

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Abstract

The management of complex interacting hydrosystems is challenging if in addition to the physical processes also socio-economic and environmental aspects have to be considered. This causes conflicts of interests among various water actors with mostly contradicting objectives and uncertainties about the consequences of potential management interventions. The objective of this paper is to present a methodological framework to support decision making under uncertainties for the management of complex hydrosystems. The proposed framework conceptualises hydrological and socio-economic interactions by constructing a Bayesian network (BN)-based decision support tool for a typical management problem of agricultural coastal regions. Thereby, the paper demonstrates the value of combining two different commonly used integrated modelling approaches. Coupled domain models are applied to simulate the nonlinearities and feedbacks of a strongly interacting groundwater–agriculture hydrosystem. Afterwards, a BN is used to integrate their results together with empirical knowledge and expert opinions regarding potential management interventions. A prototype application is performed for a coastal arid region, which is affected by saltwater intrusion into a coastal aquifer due to excessive groundwater extraction for irrigated agriculture. It addresses the issues of contradicting management objectives such as sustainable aquifer management vs. profitable agricultural production and the problem of finding appropriate management interventions or policies. Several policy combinations have been analysed regarding their efficiency within different management scenarios in a probabilistic way, which enables decision makers to assess the risks associated with implementing alternative management strategies. In addition, efficient metrics for evaluating performance and uncertainty of the developed task-specific BN are used which underline the reliability of the results.

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Literatur
Zurück zum Zitat Aguilera PA, Fernández A, Fernández R, Rumí R, Salmerón A (2011) Bayesian networks in environmental modeling. Environ Model Softw 26(12):1376–1388CrossRef Aguilera PA, Fernández A, Fernández R, Rumí R, Salmerón A (2011) Bayesian networks in environmental modeling. Environ Model Softw 26(12):1376–1388CrossRef
Zurück zum Zitat Al-Shaqsi (2004) The socio economic and cultural aspects in the implementation of water demand management, a case study in the Sultanate of Oman. PhD thesis, Department of Geography, University of Nottingham, Nottingham Al-Shaqsi (2004) The socio economic and cultural aspects in the implementation of water demand management, a case study in the Sultanate of Oman. PhD thesis, Department of Geography, University of Nottingham, Nottingham
Zurück zum Zitat Barton DN, Saloranta T, Moe SJ, Eggestad HO, Kuikka S (2008) Bayesian belief networks as a meta-modelling tool in integrated river basin management Pros and cons in evaluating nutrient abatement decisions under uncertainty in a Norwegian river basin. Ecol Econ 66(1):91–104CrossRef Barton DN, Saloranta T, Moe SJ, Eggestad HO, Kuikka S (2008) Bayesian belief networks as a meta-modelling tool in integrated river basin management Pros and cons in evaluating nutrient abatement decisions under uncertainty in a Norwegian river basin. Ecol Econ 66(1):91–104CrossRef
Zurück zum Zitat Barton DN, Kuikka S, Varis O, Uusitalo L, Henriksen HJ, Borsuk M, de la Hera A, Farmani R, Johnson S, Linnell JDC (2012) Bayesian networks in environmental and resource management. Integr Environ Assess Manage 8(3):418–429CrossRef Barton DN, Kuikka S, Varis O, Uusitalo L, Henriksen HJ, Borsuk M, de la Hera A, Farmani R, Johnson S, Linnell JDC (2012) Bayesian networks in environmental and resource management. Integr Environ Assess Manage 8(3):418–429CrossRef
Zurück zum Zitat Bromley J, Jackson NA, Clymer OJ, Giacomello AM, Jensen FV (2005) The use of Hugin® to develop Bayesian networks as an aid to integrated water resource planning. Environ Model Softw 20(2):231–242CrossRef Bromley J, Jackson NA, Clymer OJ, Giacomello AM, Jensen FV (2005) The use of Hugin® to develop Bayesian networks as an aid to integrated water resource planning. Environ Model Softw 20(2):231–242CrossRef
Zurück zum Zitat Cain J (2001) Planning improvements in natural resource management. Guidelines for using Bayesian networks to support the planning and management of development programmes in the water sector and beyond. Centre for Ecology and Hydrology, Wallingford Cain J (2001) Planning improvements in natural resource management. Guidelines for using Bayesian networks to support the planning and management of development programmes in the water sector and beyond. Centre for Ecology and Hydrology, Wallingford
Zurück zum Zitat Carmona G, Varela-Ortega C, Bromley J (2011) The use of participatory object-oriented bayesian networks and agro-economic models for groundwater management in Spain. Water Res Manage 25(5):1509–1524CrossRef Carmona G, Varela-Ortega C, Bromley J (2011) The use of participatory object-oriented bayesian networks and agro-economic models for groundwater management in Spain. Water Res Manage 25(5):1509–1524CrossRef
Zurück zum Zitat Castelletti A, Soncini-Sessa R (2007) Bayesian networks and participatory modelling in water resource management. Environ Model Softw 22(8):1075–1088CrossRef Castelletti A, Soncini-Sessa R (2007) Bayesian networks and participatory modelling in water resource management. Environ Model Softw 22(8):1075–1088CrossRef
Zurück zum Zitat Chaudhari PM, Dharaskar RV, Thakare VM (2010) Computing the most significant solution from Pareto front obtained in multi-objective evolutionary. Int J Adv Comput Sci Appl 1(4):63–68 Chaudhari PM, Dharaskar RV, Thakare VM (2010) Computing the most significant solution from Pareto front obtained in multi-objective evolutionary. Int J Adv Comput Sci Appl 1(4):63–68
Zurück zum Zitat Chiu SL (1994) Fuzzy model identification based on cluster estimation. J Intell Fuzzy Syst 2:267–278CrossRef Chiu SL (1994) Fuzzy model identification based on cluster estimation. J Intell Fuzzy Syst 2:267–278CrossRef
Zurück zum Zitat Craswell E, Bonnell M, Bossio D, Demuth S, Giesen N, Pahl-Wostl C (2007) Transitions towards adaptive management of water facing climate and global change. Integrated assessment of water resources and global change. Springer, Netherlands, pp 49–62 Craswell E, Bonnell M, Bossio D, Demuth S, Giesen N, Pahl-Wostl C (2007) Transitions towards adaptive management of water facing climate and global change. Integrated assessment of water resources and global change. Springer, Netherlands, pp 49–62
Zurück zum Zitat Giordano R, D’Agostino D, Apolloni C, Lamaddalena N, Vurro M (2013) Bayesian belief network to support conflict analysis for groundwater protection: the case of the Apulia region. J Environ Manage 115:136–146CrossRef Giordano R, D’Agostino D, Apolloni C, Lamaddalena N, Vurro M (2013) Bayesian belief network to support conflict analysis for groundwater protection: the case of the Apulia region. J Environ Manage 115:136–146CrossRef
Zurück zum Zitat Grundmann J, Schütze N, Schmitz G, Al-Shaqsi S (2012) Towards an integrated arid zone water management using simulation-based optimisation. Environ Earth Sci 65(5):1381–1394CrossRef Grundmann J, Schütze N, Schmitz G, Al-Shaqsi S (2012) Towards an integrated arid zone water management using simulation-based optimisation. Environ Earth Sci 65(5):1381–1394CrossRef
Zurück zum Zitat Grundmann J, Schütze N, Lennartz F (2013) Sustainable management of a coupled groundwater–agriculture hydrosystem using multi-criteria simulation based optimisation. Water Sci Technol 67(3):689–698CrossRef Grundmann J, Schütze N, Lennartz F (2013) Sustainable management of a coupled groundwater–agriculture hydrosystem using multi-criteria simulation based optimisation. Water Sci Technol 67(3):689–698CrossRef
Zurück zum Zitat Henriksen HJ, Rasmussen P, Brandt G, von Bülow D, Jensen FV (2007) Public participation modelling using Bayesian networks in management of groundwater contamination. Environ Model Softw 22(8):1101–1113CrossRef Henriksen HJ, Rasmussen P, Brandt G, von Bülow D, Jensen FV (2007) Public participation modelling using Bayesian networks in management of groundwater contamination. Environ Model Softw 22(8):1101–1113CrossRef
Zurück zum Zitat Hering JG, Ingold KM (2012) Water resources management: what should be integrated? Science 336(6086):1234–1235CrossRef Hering JG, Ingold KM (2012) Water resources management: what should be integrated? Science 336(6086):1234–1235CrossRef
Zurück zum Zitat Hill MO (1973) Diversity and evenness: a unifying notation and its consequences. Ecology 54(2):427–432CrossRef Hill MO (1973) Diversity and evenness: a unifying notation and its consequences. Ecology 54(2):427–432CrossRef
Zurück zum Zitat Hong B, Limburg KE, Hall MH, Mountrakis G, Groffman PM, Hyde K, Luo L, Kelly VR, Myers SJ (2012) An integrated monitoring/modeling framework for assessing human–nature interactions in urbanizing watersheds: Wappinger and Onondaga creek watersheds, New York, USA. Environ Model Softw 32:1–15CrossRef Hong B, Limburg KE, Hall MH, Mountrakis G, Groffman PM, Hyde K, Luo L, Kelly VR, Myers SJ (2012) An integrated monitoring/modeling framework for assessing human–nature interactions in urbanizing watersheds: Wappinger and Onondaga creek watersheds, New York, USA. Environ Model Softw 32:1–15CrossRef
Zurück zum Zitat Jensen FV, Nielsen TD (2007) Bayesian networks and decision graphs. Springer, Berlin, p 448CrossRef Jensen FV, Nielsen TD (2007) Bayesian networks and decision graphs. Springer, Berlin, p 448CrossRef
Zurück zum Zitat Jiao W, Xu Z (2013) A distributed runoff model for the mountainous region of the Heihe river basin (China) based on the spatial modeling environment (SME) I: model structure and equations. Environ Earth Sci 68(3):881–888CrossRef Jiao W, Xu Z (2013) A distributed runoff model for the mountainous region of the Heihe river basin (China) based on the spatial modeling environment (SME) I: model structure and equations. Environ Earth Sci 68(3):881–888CrossRef
Zurück zum Zitat Kacimov AR, Sherif MM, Perret JS, Al-Mushikhi A (2009) Control of sea-water intrusion by salt-water pumping: coast of Oman. Hydrogeol J 17(3):541–558CrossRef Kacimov AR, Sherif MM, Perret JS, Al-Mushikhi A (2009) Control of sea-water intrusion by salt-water pumping: coast of Oman. Hydrogeol J 17(3):541–558CrossRef
Zurück zum Zitat Kalbacher T, Delfs JO, Shao H, Wang W, Walther M, Samaniego L, Schneider C, Kumar R, Musolff A, Centler F, Sun F, Hildebrandt A, Liedl R, Borchardt D, Krebs P, Kolditz O (2012) The IWAS-ToolBox: software coupling for an integrated water resources management. Environ Earth Sci 65(5):1367–1380CrossRef Kalbacher T, Delfs JO, Shao H, Wang W, Walther M, Samaniego L, Schneider C, Kumar R, Musolff A, Centler F, Sun F, Hildebrandt A, Liedl R, Borchardt D, Krebs P, Kolditz O (2012) The IWAS-ToolBox: software coupling for an integrated water resources management. Environ Earth Sci 65(5):1367–1380CrossRef
Zurück zum Zitat Kalbus E, Kalbacher T, Kolditz O, Krüger E, Seegert Jr, Röstel G, Teutsch G, Borchardt D, Krebs P (2012) Integrated water resources management under different hydrological, climatic and socio-economic conditions. Environ Earth Sci 65(5):1363–1366CrossRef Kalbus E, Kalbacher T, Kolditz O, Krüger E, Seegert Jr, Röstel G, Teutsch G, Borchardt D, Krebs P (2012) Integrated water resources management under different hydrological, climatic and socio-economic conditions. Environ Earth Sci 65(5):1363–1366CrossRef
Zurück zum Zitat Keating BA, Carberry PS, Hammer GL, Probert ME, Robertson MJ, Holzworth D, Huth NI, Hargreaves JNG, Meinke H, Hochman Z, McLean G, Verburg K, Snow V, Dimes JP, Silburn M, Wang E, Brown S, Bristow KL, Asseng S, Chapman S et al (2003) An overview of APSIM, a model designed for farming systems simulation. Eur J Agron 18(3–4):267–288CrossRef Keating BA, Carberry PS, Hammer GL, Probert ME, Robertson MJ, Holzworth D, Huth NI, Hargreaves JNG, Meinke H, Hochman Z, McLean G, Verburg K, Snow V, Dimes JP, Silburn M, Wang E, Brown S, Bristow KL, Asseng S, Chapman S et al (2003) An overview of APSIM, a model designed for farming systems simulation. Eur J Agron 18(3–4):267–288CrossRef
Zurück zum Zitat Kelly RA, Jakeman AJ, Barreteau O, Borsuk ME, ElSawah S, Hamilton SH, Henriksen HJr, Kuikka S, Maier HR, Rizzoli AE, van Delden H, Voinov AA (2013) Selecting among five common modelling approaches for integrated environmental assessment and management. Environ Model Softw 47:159–181CrossRef Kelly RA, Jakeman AJ, Barreteau O, Borsuk ME, ElSawah S, Hamilton SH, Henriksen HJr, Kuikka S, Maier HR, Rizzoli AE, van Delden H, Voinov AA (2013) Selecting among five common modelling approaches for integrated environmental assessment and management. Environ Model Softw 47:159–181CrossRef
Zurück zum Zitat Kolditz O, Delfs JO, Bürger CM, Beinhorn M, Park C-H (2008) Numerical analysis of coupled hydrosystems based on an object-oriented compartment approach. J Hydroinf 10(3):227–244. doi:10.2166/hydro.2008.003 CrossRef Kolditz O, Delfs JO, Bürger CM, Beinhorn M, Park C-H (2008) Numerical analysis of coupled hydrosystems based on an object-oriented compartment approach. J Hydroinf 10(3):227–244. doi:10.​2166/​hydro.​2008.​003 CrossRef
Zurück zum Zitat Kragt ME, Robson BJ, Macleod CJA (2013) Modellers’ roles in structuring integrative research projects. Environ Model Softw 39:322–330CrossRef Kragt ME, Robson BJ, Macleod CJA (2013) Modellers’ roles in structuring integrative research projects. Environ Model Softw 39:322–330CrossRef
Zurück zum Zitat Liu Y, Gupta H, Springer E, Wagener T (2008) Linking science with environmental decision making: experiences from an integrated modeling approach to supporting sustainable water resources management. Environ Model Softw 23(7):846–858CrossRef Liu Y, Gupta H, Springer E, Wagener T (2008) Linking science with environmental decision making: experiences from an integrated modeling approach to supporting sustainable water resources management. Environ Model Softw 23(7):846–858CrossRef
Zurück zum Zitat Loucks DP, van Beek E (2005) Water resources systems planning and management: an introduction to methods, models and applications. UNESCO, Paris Loucks DP, van Beek E (2005) Water resources systems planning and management: an introduction to methods, models and applications. UNESCO, Paris
Zurück zum Zitat Marcot BG (2012) Metrics for evaluating performance and uncertainty of Bayesian network models. Ecol Model 230:50–62CrossRef Marcot BG (2012) Metrics for evaluating performance and uncertainty of Bayesian network models. Ecol Model 230:50–62CrossRef
Zurück zum Zitat Marcot BG (2006) Characterizing species at risk I: modeling rare species under the Northwest forest plan. Ecol Soc 11(2):10 Marcot BG (2006) Characterizing species at risk I: modeling rare species under the Northwest forest plan. Ecol Soc 11(2):10
Zurück zum Zitat Marke T, Strasser U, Kraller G, Warscher M, Kunstmann H, Franz H, Vogel M (2013) The Berchtesgaden national park (Bavaria, Germany): a platform for interdisciplinary catchment research. Environ Earth Sci 69(2):679–694CrossRef Marke T, Strasser U, Kraller G, Warscher M, Kunstmann H, Franz H, Vogel M (2013) The Berchtesgaden national park (Bavaria, Germany): a platform for interdisciplinary catchment research. Environ Earth Sci 69(2):679–694CrossRef
Zurück zum Zitat Matthies M, Giupponi C, Ostendorf B (2007) Environmental decision support systems: current issues, methods and tools. Environ Model Softw 22(2):123–127CrossRef Matthies M, Giupponi C, Ostendorf B (2007) Environmental decision support systems: current issues, methods and tools. Environ Model Softw 22(2):123–127CrossRef
Zurück zum Zitat Molina JL, Bromley J, García-Aróstegui JL, Sullivan C, Benavente J (2010) Integrated water resources management of overexploited hydrogeological systems using object-oriented Bayesian networks. Environ Model Softw 25(4):383–397CrossRef Molina JL, Bromley J, García-Aróstegui JL, Sullivan C, Benavente J (2010) Integrated water resources management of overexploited hydrogeological systems using object-oriented Bayesian networks. Environ Model Softw 25(4):383–397CrossRef
Zurück zum Zitat MRMWR 1998 Ministry of Regional Municipalities and Water Resources (MRMWR) (1998) Water resources master plan for Oman. Sultanate of Oman, Oman MRMWR 1998 Ministry of Regional Municipalities and Water Resources (MRMWR) (1998) Water resources master plan for Oman. Sultanate of Oman, Oman
Zurück zum Zitat Pearl J (1988) Probabilistic reasoning in intelligent systems: networks of plausible inference. Morgan Kaufmann Publishers Inc, Waltham Pearl J (1988) Probabilistic reasoning in intelligent systems: networks of plausible inference. Morgan Kaufmann Publishers Inc, Waltham
Zurück zum Zitat Pérez-Miñana E, Krause PJ, Thornton J (2012) Bayesian networks for the management of greenhouse gas emissions in the British agricultural sector. Environ Model Softw 35:132–148CrossRef Pérez-Miñana E, Krause PJ, Thornton J (2012) Bayesian networks for the management of greenhouse gas emissions in the British agricultural sector. Environ Model Softw 35:132–148CrossRef
Zurück zum Zitat Rakhmatullaev S, Huneau F, Kazbekov J, Le Coustumer P, Jumanov J, El Oifi B, Motelica-Heino M, Hrkal Z (2010) Groundwater resources use and management in the Amu Darya River Basin (Central Asia). Environ Earth Sci 59(6):1183–1193CrossRef Rakhmatullaev S, Huneau F, Kazbekov J, Le Coustumer P, Jumanov J, El Oifi B, Motelica-Heino M, Hrkal Z (2010) Groundwater resources use and management in the Amu Darya River Basin (Central Asia). Environ Earth Sci 59(6):1183–1193CrossRef
Zurück zum Zitat Reddy MJ, Kumar DN (2007) Multi-objective particle swarm optimization for generating optimal trade-offs in reservoir operation. Hydrol Process 21:2897–2909 Reddy MJ, Kumar DN (2007) Multi-objective particle swarm optimization for generating optimal trade-offs in reservoir operation. Hydrol Process 21:2897–2909
Zurück zum Zitat Schütze N, Schmitz G (2010) OCCASION: new planning tool for optimal climate change adaption strategies in irrigation. J Irrig Drain Eng 136(12):836–846CrossRef Schütze N, Schmitz G (2010) OCCASION: new planning tool for optimal climate change adaption strategies in irrigation. J Irrig Drain Eng 136(12):836–846CrossRef
Zurück zum Zitat Schütze N, de Paly M, Shamir U (2012a) Novel simulation-based algorithms for optimal open-loop and closed-loop scheduling of deficit irrigation systems. J Hydroinfo 14(1):136–151CrossRef Schütze N, de Paly M, Shamir U (2012a) Novel simulation-based algorithms for optimal open-loop and closed-loop scheduling of deficit irrigation systems. J Hydroinfo 14(1):136–151CrossRef
Zurück zum Zitat Schütze N, Kloss S, Lennartz F, Al-Bakri A, Schmitz G (2012b) Optimal planning and operation of irrigation systems under water resource constraints in Oman considering climatic uncertainty. Environ Earth Sci 65(5):1511–1521CrossRef Schütze N, Kloss S, Lennartz F, Al-Bakri A, Schmitz G (2012b) Optimal planning and operation of irrigation systems under water resource constraints in Oman considering climatic uncertainty. Environ Earth Sci 65(5):1511–1521CrossRef
Zurück zum Zitat Serrat-Capdevila A, Valdes JB, Gupta HV (2011) Decision support systems in water resources planning and management: stakeholder participation and the sustainable path to science-based decision making. In: Jao C (ed) Efficient decision support systems––practice and challenges from current to future. InTech, India Serrat-Capdevila A, Valdes JB, Gupta HV (2011) Decision support systems in water resources planning and management: stakeholder participation and the sustainable path to science-based decision making. In: Jao C (ed) Efficient decision support systems––practice and challenges from current to future. InTech, India
Zurück zum Zitat Steppuhn H, Genuchten MT, van Grieve CM (2005) Root-zone salinity: II. Indices for tolerance in agricultural crops. Crop Sci 45(1):221–232CrossRef Steppuhn H, Genuchten MT, van Grieve CM (2005) Root-zone salinity: II. Indices for tolerance in agricultural crops. Crop Sci 45(1):221–232CrossRef
Zurück zum Zitat Ticehurst JL, Newham LTH, Rissik D, Letcher RA, Jakeman AJ (2007) A Bayesian network approach for assessing the sustainability of coastal lakes in New South Wales, Australia. Environ Model Softw 22(8):1129–1139CrossRef Ticehurst JL, Newham LTH, Rissik D, Letcher RA, Jakeman AJ (2007) A Bayesian network approach for assessing the sustainability of coastal lakes in New South Wales, Australia. Environ Model Softw 22(8):1129–1139CrossRef
Zurück zum Zitat Ticehurst JL, Curtis A, Merritt WS (2011) Using Bayesian networks to complement conventional analyses to explore landholder management of native vegetation. Environ Model Softw 26(1):52–65CrossRef Ticehurst JL, Curtis A, Merritt WS (2011) Using Bayesian networks to complement conventional analyses to explore landholder management of native vegetation. Environ Model Softw 26(1):52–65CrossRef
Zurück zum Zitat Vrugt JA, Robinson BA, Hyman JM (2009) Self-adaptive multimethod search for global optimization in real-parameter spaces. Evol Comput IEEE Trans 13(2):243–259CrossRef Vrugt JA, Robinson BA, Hyman JM (2009) Self-adaptive multimethod search for global optimization in real-parameter spaces. Evol Comput IEEE Trans 13(2):243–259CrossRef
Zurück zum Zitat Walther M, Delfs JO, Grundmann J, Kolditz O, Liedl R (2012) Saltwater intrusion modeling: verification and application to an agricultural coastal arid region in Oman. J Comput Appl Math 236(18):4798–4809CrossRef Walther M, Delfs JO, Grundmann J, Kolditz O, Liedl R (2012) Saltwater intrusion modeling: verification and application to an agricultural coastal arid region in Oman. J Comput Appl Math 236(18):4798–4809CrossRef
Zurück zum Zitat Wang H (2006) Using sensitivity analysis to validate Bayesian networks for airplane subsystem diagnosis, In: Aerospace Conference, 2006 IEEE Wang H (2006) Using sensitivity analysis to validate Bayesian networks for airplane subsystem diagnosis, In: Aerospace Conference, 2006 IEEE
Zurück zum Zitat Yager R, Filev D (1994) Generation of fuzzy rules by mountain clustering. J Intell Fuzzy Syst 2(3):209–219 Yager R, Filev D (1994) Generation of fuzzy rules by mountain clustering. J Intell Fuzzy Syst 2(3):209–219
Zurück zum Zitat Zhang R, Duan Z, Tan M, Chen X (2012) The assessment of water stress with the water poverty index in the Shiyang River Basin in China. Environ Earth Sci 67(7):2155–2160CrossRef Zhang R, Duan Z, Tan M, Chen X (2012) The assessment of water stress with the water poverty index in the Shiyang River Basin in China. Environ Earth Sci 67(7):2155–2160CrossRef
Metadaten
Titel
An integrated approach to conceptualise hydrological and socio-economic interaction for supporting management decisions of coupled groundwater–agricultural systems
verfasst von
Yohannes Hagos Subagadis
Jens Grundmann
Niels Schütze
Gerd H. Schmitz
Publikationsdatum
01.12.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 12/2014
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-014-3238-1

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