Skip to main content
Erschienen in: Clean Technologies and Environmental Policy 1/2011

01.02.2011 | Original Paper

Managing uncertainty in multiple-criteria decision making related to sustainability assessment

verfasst von: Gianluca Dorini, Zoran Kapelan, Adisa Azapagic

Erschienen in: Clean Technologies and Environmental Policy | Ausgabe 1/2011

Einloggen

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

search-config
loading …

Abstract

In real life, decisions are usually made by comparing different options with respect to several, often conflicting criteria. This requires subjective judgements on the importance of different criteria by DMs and increases uncertainty in decision making. This article demonstrates how uncertainty can be handled in multi-criteria decision situations using Compromise Programming, one of the Multi-criteria Decision Analysis (MCDA) techniques. Uncertainty is characterised using a probabilistic approach and propagated using a Monte Carlo simulation technique. The methodological approach is illustrated on a case study which compares the sustainability of two options for electricity generation: coal versus biomass. Different models have been used to quantify their sustainability performance for a number of economic, environmental and social criteria. Three cases are considered with respect to uncertainty: (1) no uncertainty, (2) uncertainty in data/models and (3) uncertainty in models and decision-makers’ preferences. The results shows how characterising and propagating uncertainty can help increase the effectiveness of multi-criteria decision making processes and lead to more informed decision.

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 Barron H, Schmidt P (1988) Sensitivity analysis of additive multi-attribute value models. Oper Res 36(1):122–127CrossRef Barron H, Schmidt P (1988) Sensitivity analysis of additive multi-attribute value models. Oper Res 36(1):122–127CrossRef
Zurück zum Zitat Belton V, Stewart TJ (2002) Multiple criteria decision analysis: an integrated approach. Kluwer Academic Publisher, Dordrecht Belton V, Stewart TJ (2002) Multiple criteria decision analysis: an integrated approach. Kluwer Academic Publisher, Dordrecht
Zurück zum Zitat Brans JP, Vincke PH (1985) A preference ranking organisation method: the PROMETHEE method for multiple criteria decision making. Manage Sci 31(6):647–656CrossRef Brans JP, Vincke PH (1985) A preference ranking organisation method: the PROMETHEE method for multiple criteria decision making. Manage Sci 31(6):647–656CrossRef
Zurück zum Zitat Critchfield GC, Willard KE (1986) Probabilistic analysis of decision trees using Monte Carlo simulation. Med Decis Making 6(1):85–92CrossRef Critchfield GC, Willard KE (1986) Probabilistic analysis of decision trees using Monte Carlo simulation. Med Decis Making 6(1):85–92CrossRef
Zurück zum Zitat Felli JC, Hazen GB (1998) Sensitivity analysis and the expected value of perfect information. Med Decis Making 18(1):95–109CrossRef Felli JC, Hazen GB (1998) Sensitivity analysis and the expected value of perfect information. Med Decis Making 18(1):95–109CrossRef
Zurück zum Zitat Gal T, Stewart TJ, Hanne T (eds) (1999) Multicriteria Decision Making: Advances in MCDM Models, Algorithms, Theory, and Applications, Kluwer Gal T, Stewart TJ, Hanne T (eds) (1999) Multicriteria Decision Making: Advances in MCDM Models, Algorithms, Theory, and Applications, Kluwer
Zurück zum Zitat Halfon E, Reggiani MG (1986) On ranking chemicals for environmental hazard. Environ Sci Technol 20:1173–1179CrossRef Halfon E, Reggiani MG (1986) On ranking chemicals for environmental hazard. Environ Sci Technol 20:1173–1179CrossRef
Zurück zum Zitat Hwang CL, Yoon KS (1981) Multiple attribute decision making: methods and applications. Springer, Berlin Hwang CL, Yoon KS (1981) Multiple attribute decision making: methods and applications. Springer, Berlin
Zurück zum Zitat Hyde KM, Maier HR, Colby CB (2004) Reliability-based approach to multicriteria decision analysis for water resources. J Water Resour Plan Manage 130(6):429–438CrossRef Hyde KM, Maier HR, Colby CB (2004) Reliability-based approach to multicriteria decision analysis for water resources. J Water Resour Plan Manage 130(6):429–438CrossRef
Zurück zum Zitat Janssen R (1996) Multiobjective decision support for environmental management. Kluwer, Dordrecht, The Netherlands Janssen R (1996) Multiobjective decision support for environmental management. Kluwer, Dordrecht, The Netherlands
Zurück zum Zitat Mousseau V, Figueira J, Dias L, Gomes da Silva C, Climaco J (2003) Resolving inconsistencies among constraints on the parameters of an MCDA model. Eur J Oper Res 147(1):72–93CrossRef Mousseau V, Figueira J, Dias L, Gomes da Silva C, Climaco J (2003) Resolving inconsistencies among constraints on the parameters of an MCDA model. Eur J Oper Res 147(1):72–93CrossRef
Zurück zum Zitat Pettit C, Azapagic A, Jefferis S (2005) A framework for sustainable management of urban pollution. Eng Sustain 158(ES3):163–169 Pettit C, Azapagic A, Jefferis S (2005) A framework for sustainable management of urban pollution. Eng Sustain 158(ES3):163–169
Zurück zum Zitat Pettit C, Azapagic A, Chalabi Z, Kapelan K, Dorini G (2007) PUrE Risk Workshop Summary Report. Half-day Workshop on: Risk and Uncertainty in Decision Making (held Monday 9th July 2007, Manchester). Joint Report prepared by The University of Manchester, Exeter University and the London School of Hygiene and Tropical Medicine. September 2007 Pettit C, Azapagic A, Chalabi Z, Kapelan K, Dorini G (2007) PUrE Risk Workshop Summary Report. Half-day Workshop on: Risk and Uncertainty in Decision Making (held Monday 9th July 2007, Manchester). Joint Report prepared by The University of Manchester, Exeter University and the London School of Hygiene and Tropical Medicine. September 2007
Zurück zum Zitat Ringuest JL (1997) Lp-metric sensitivity analysis for single and multi-attribute decision analysis. Eur J Oper Res 98:563–570CrossRef Ringuest JL (1997) Lp-metric sensitivity analysis for single and multi-attribute decision analysis. Eur J Oper Res 98:563–570CrossRef
Zurück zum Zitat Roy B (1968) Classement et choix en presence de points devue multiples (la methode ELECTRE). Revue d’Informatique et de recherché opérationelle 6(8):57–75 Roy B (1968) Classement et choix en presence de points devue multiples (la methode ELECTRE). Revue d’Informatique et de recherché opérationelle 6(8):57–75
Zurück zum Zitat Saaty TL (1980) The analytic hierarchy process. McGraw Hill, New York Saaty TL (1980) The analytic hierarchy process. McGraw Hill, New York
Zurück zum Zitat Triantaphyllou E, Sanchez A (1997) A sensitivity analysis approach for some deterministic multi-criteria decision-making methods. Decis Sci 28(1):151–194CrossRef Triantaphyllou E, Sanchez A (1997) A sensitivity analysis approach for some deterministic multi-criteria decision-making methods. Decis Sci 28(1):151–194CrossRef
Zurück zum Zitat UKCIP (2003) Climate adaption: risk, uncertainty and decision making. UKCIP, Oxford UKCIP (2003) Climate adaption: risk, uncertainty and decision making. UKCIP, Oxford
Zurück zum Zitat Wille R (1982) Restructuring lattice theory: an approach based on hierarchies of concepts. In: Rival I (ed) Ordered set. Reidel, Dordrecht–Boston, pp 445–470 Wille R (1982) Restructuring lattice theory: an approach based on hierarchies of concepts. In: Rival I (ed) Ordered set. Reidel, Dordrecht–Boston, pp 445–470
Zurück zum Zitat Zeleny M (1973) Compromise programming. In: Cochrane J, Zeleny M (eds) Multiple criteria decision making. University of South Carolina Press, Columbia, pp 373–391 Zeleny M (1973) Compromise programming. In: Cochrane J, Zeleny M (eds) Multiple criteria decision making. University of South Carolina Press, Columbia, pp 373–391
Metadaten
Titel
Managing uncertainty in multiple-criteria decision making related to sustainability assessment
verfasst von
Gianluca Dorini
Zoran Kapelan
Adisa Azapagic
Publikationsdatum
01.02.2011
Verlag
Springer-Verlag
Erschienen in
Clean Technologies and Environmental Policy / Ausgabe 1/2011
Print ISSN: 1618-954X
Elektronische ISSN: 1618-9558
DOI
https://doi.org/10.1007/s10098-010-0291-7

Weitere Artikel der Ausgabe 1/2011

Clean Technologies and Environmental Policy 1/2011 Zur Ausgabe

Webwatch

Webwatch