Skip to main content
Erschienen in: Clean Technologies and Environmental Policy 1/2008

01.02.2008 | Original Paper

Application of rough sets for environmental decision support in industry

verfasst von: Kathleen B. Aviso, Raymond R. Tan, Alvin B. Culaba

Erschienen in: Clean Technologies and Environmental Policy | Ausgabe 1/2008

Einloggen

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

search-config
loading …

Abstract

Practical environmental decision-making in industry is a complex task that often entails a subtle interplay between alternatives and criteria. Quantitative tools are used to aid decision-makers to arrive at rational conclusions. However, conventional decision aids are often limited by the need to define a priori weights for the criteria being considered; identifying the correct weights to use is not a trivial task and has been the subject of considerable research. An alternative approach based on rough set methodology is described in this work. The procedure develops an empirical, rule-based model from example responses derived from an expert panel. The model can then be used for decision-making in cases resembling the example used previously. Rough set theory also provides numerical measures of the reliability of the rule-based model developed. The approach is illustrated with two case studies, the first involving comparison of alternative energy sources, and the second involving the ranking of pollution prevention strategies in manufacturing.

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 Aloysius J (2006) User Acceptance of multi-criteria decision support systems: the impact of preference elicitation techniques. Eur J Oper Res 169:273–285MATHCrossRefMathSciNet Aloysius J (2006) User Acceptance of multi-criteria decision support systems: the impact of preference elicitation techniques. Eur J Oper Res 169:273–285MATHCrossRefMathSciNet
Zurück zum Zitat Aviso K, Tan R, Culaba A (2006) A multi-criteria rough set based methodology for life cycle impact assessment. J Philipp Inst Ind Eng 3(1):1–12 Aviso K, Tan R, Culaba A (2006) A multi-criteria rough set based methodology for life cycle impact assessment. J Philipp Inst Ind Eng 3(1):1–12
Zurück zum Zitat Azapagic A, Clift R (1999) Life cycle assessment and multiobjective optimization. J Cleaner Prod 7:135–143CrossRef Azapagic A, Clift R (1999) Life cycle assessment and multiobjective optimization. J Cleaner Prod 7:135–143CrossRef
Zurück zum Zitat Beynon M, Driffield N (2005) An illustration of variable precision rough sets model: an analysis of findings of the UK monopolies and mergers commission. Comput Oper Res 32(7):1739–1759MATHCrossRef Beynon M, Driffield N (2005) An illustration of variable precision rough sets model: an analysis of findings of the UK monopolies and mergers commission. Comput Oper Res 32(7):1739–1759MATHCrossRef
Zurück zum Zitat Culaba A, Purvis M (1999) A methodology for the life cycle and sustainability analysis of manufacturing processes. J Cleaner Prod 7:435–445CrossRef Culaba A, Purvis M (1999) A methodology for the life cycle and sustainability analysis of manufacturing processes. J Cleaner Prod 7:435–445CrossRef
Zurück zum Zitat Daniel S et al (2004) Aggregating and evaluating the results of different environmental impact assessment methods. Ecol Indic 4:125–138CrossRef Daniel S et al (2004) Aggregating and evaluating the results of different environmental impact assessment methods. Ecol Indic 4:125–138CrossRef
Zurück zum Zitat Geldermann J, Spengler T, Rentz O (2000) Fuzzy outranking for environmental assessment. Case study: iron and steel making industry. Fuzzy Sets Syst 115:45–65MATHCrossRef Geldermann J, Spengler T, Rentz O (2000) Fuzzy outranking for environmental assessment. Case study: iron and steel making industry. Fuzzy Sets Syst 115:45–65MATHCrossRef
Zurück zum Zitat González B, Adenso-Diaz B, González-Torre P (2002) A fuzzy logic approach for the impact assessment in LCA. Resour Conserv Recycl 37:61–79CrossRef González B, Adenso-Diaz B, González-Torre P (2002) A fuzzy logic approach for the impact assessment in LCA. Resour Conserv Recycl 37:61–79CrossRef
Zurück zum Zitat Greco S, Matarazzo B, Slowinski R (1999) Theory and methodology: rough approximation of a preference relation by dominance relations. Eur J Oper Res 117:63–83MATHCrossRef Greco S, Matarazzo B, Slowinski R (1999) Theory and methodology: rough approximation of a preference relation by dominance relations. Eur J Oper Res 117:63–83MATHCrossRef
Zurück zum Zitat Greco S, Matarazzo B, Slowinski R (2001) Invited review: rough sets for multicriteria decision analysis. Eur J Oper Res 129:1–47MATHCrossRefMathSciNet Greco S, Matarazzo B, Slowinski R (2001) Invited review: rough sets for multicriteria decision analysis. Eur J Oper Res 129:1–47MATHCrossRefMathSciNet
Zurück zum Zitat Greco S, Matarazzo B, Slowinski R (2002) Rough sets methodology for sorting problems in presence of multiple attributes and criteria. Eur J Oper Res 138:247–259MATHCrossRefMathSciNet Greco S, Matarazzo B, Slowinski R (2002) Rough sets methodology for sorting problems in presence of multiple attributes and criteria. Eur J Oper Res 138:247–259MATHCrossRefMathSciNet
Zurück zum Zitat Henson R, Culaba A (2004) A diagnostic model for green productivity assessment of manufacturing processes. Int J LCA 9(6):379–386 Henson R, Culaba A (2004) A diagnostic model for green productivity assessment of manufacturing processes. Int J LCA 9(6):379–386
Zurück zum Zitat Henson R, Culaba A, Mendoza G (2002) Evaluating environmental performance of pulp and paper manufacturing using the analytic hierarchy process and life cycle assessment. J Ind Ecol 6(1):15–28CrossRef Henson R, Culaba A, Mendoza G (2002) Evaluating environmental performance of pulp and paper manufacturing using the analytic hierarchy process and life cycle assessment. J Ind Ecol 6(1):15–28CrossRef
Zurück zum Zitat Huang J, Ang B, Poh K (1995) Decision analysis in energy and environmental modeling. Energy 20:843–855CrossRef Huang J, Ang B, Poh K (1995) Decision analysis in energy and environmental modeling. Energy 20:843–855CrossRef
Zurück zum Zitat Lo SC, Ma HW, Lo SL (2005) Quantifying and reducing uncertainty in life cycle assessment using the Bayesian Monte Carlo Method. Sci Total Environ 340:25–33 Lo SC, Ma HW, Lo SL (2005) Quantifying and reducing uncertainty in life cycle assessment using the Bayesian Monte Carlo Method. Sci Total Environ 340:25–33
Zurück zum Zitat Luger G, Stubblefield W (1989) Artificial intelligence and the design of expert systems. Benjamin/Cummings Publishing Company Inc., CaliforniaMATH Luger G, Stubblefield W (1989) Artificial intelligence and the design of expert systems. Benjamin/Cummings Publishing Company Inc., CaliforniaMATH
Zurück zum Zitat Mann M, Spath P (1997) Life cycle assessment of a biomass gasification combined-cycle system. National Renewable Energy Laboratory (NREL), Colorado Mann M, Spath P (1997) Life cycle assessment of a biomass gasification combined-cycle system. National Renewable Energy Laboratory (NREL), Colorado
Zurück zum Zitat Mann M, Spath P (2001) A life cycle assessment of biomass cofiring in a coal-fired power plant. Clean Prod Processes 3:81–91CrossRef Mann M, Spath P (2001) A life cycle assessment of biomass cofiring in a coal-fired power plant. Clean Prod Processes 3:81–91CrossRef
Zurück zum Zitat Pawlak Z (1997) Rough set approach to knowledge-based decision support. Eur J Oper Res 99:48–57MATHCrossRef Pawlak Z (1997) Rough set approach to knowledge-based decision support. Eur J Oper Res 99:48–57MATHCrossRef
Zurück zum Zitat Renaud J, Thibault J, Lanouette R, Kiss LN, Zaras K, Fonteix C (2007) Comparison of two multicriteria decision aid methods: net flow and rough set methods in a high yield pulping process. Eur J Oper Res 177(3):1418–1432MATHCrossRef Renaud J, Thibault J, Lanouette R, Kiss LN, Zaras K, Fonteix C (2007) Comparison of two multicriteria decision aid methods: net flow and rough set methods in a high yield pulping process. Eur J Oper Res 177(3):1418–1432MATHCrossRef
Zurück zum Zitat Rich E, Knight K (1991) Artificial intelligence. Tata McGraw-Hill Publishing Company Limited, New Delhi Rich E, Knight K (1991) Artificial intelligence. Tata McGraw-Hill Publishing Company Limited, New Delhi
Zurück zum Zitat Seppälä J, Basson L, Norris G (2001) Decision analysis framework for life cycle impact assessment. J Ind Ecol 5(4):45–68CrossRef Seppälä J, Basson L, Norris G (2001) Decision analysis framework for life cycle impact assessment. J Ind Ecol 5(4):45–68CrossRef
Zurück zum Zitat Shih LH, Chang YS, Lin YT (2006) Intelligent evaluation approach for electronic product recycling via case-based reasoning. Adv Eng Inf 20:137–145CrossRef Shih LH, Chang YS, Lin YT (2006) Intelligent evaluation approach for electronic product recycling via case-based reasoning. Adv Eng Inf 20:137–145CrossRef
Zurück zum Zitat Sousa I, Eisenhard J, Wallace D (2000) Approximate life-cycle assessment of product concepts using learning systems. J Ind Ecol 4(4):61–81CrossRef Sousa I, Eisenhard J, Wallace D (2000) Approximate life-cycle assessment of product concepts using learning systems. J Ind Ecol 4(4):61–81CrossRef
Zurück zum Zitat Spath P, Mann M (2000) Life cycle assessment of a natural gas combined cycle power generation system. National Renewable Energy Laboratory (NREL), Colorado (see also: http://www.doe.gov/bridge) Spath P, Mann M (2000) Life cycle assessment of a natural gas combined cycle power generation system. National Renewable Energy Laboratory (NREL), Colorado (see also: http://​www.​doe.​gov/​bridge)
Zurück zum Zitat Tan R (2005) Rule-based life cycle impact assessment using modified rough set induction methodology. Environ Model Softw 20:509–513CrossRef Tan R (2005) Rule-based life cycle impact assessment using modified rough set induction methodology. Environ Model Softw 20:509–513CrossRef
Zurück zum Zitat Tan R, Culaba A (2005) A fuzzy decision support model for the selection of environment-friendly fuels for road vehicles. J East Asia Soc Transp Stud 6:3264–3275 Tan R, Culaba A (2005) A fuzzy decision support model for the selection of environment-friendly fuels for road vehicles. J East Asia Soc Transp Stud 6:3264–3275
Zurück zum Zitat Tan R, Culaba A, Purvis M (2004) POLCAGE 1.0—a possibilistic life-cycle assessment model for evaluating alternative transportation fuels. Environ Modell Softw 19:907–918CrossRef Tan R, Culaba A, Purvis M (2004) POLCAGE 1.0—a possibilistic life-cycle assessment model for evaluating alternative transportation fuels. Environ Modell Softw 19:907–918CrossRef
Zurück zum Zitat Tay F, Shen L (2002) Economic and financial prediction using rough sets model. Eur J Oper Res 141:641–659MATHCrossRef Tay F, Shen L (2002) Economic and financial prediction using rough sets model. Eur J Oper Res 141:641–659MATHCrossRef
Zurück zum Zitat Thibault J, Taylor D, Yanofsky C, Lanouette R, Fonteix C, Zaras K (2003) Multicriteria optimization of a high yield pulping process with rough sets. Chem Eng Sci 58:203–213CrossRef Thibault J, Taylor D, Yanofsky C, Lanouette R, Fonteix C, Zaras K (2003) Multicriteria optimization of a high yield pulping process with rough sets. Chem Eng Sci 58:203–213CrossRef
Zurück zum Zitat Tseng TL, Huang CC (2007) Rough set-based approach to feature selection in customer relationship management. The International Journal of Management Science, Omega 35(4):365–383 Tseng TL, Huang CC (2007) Rough set-based approach to feature selection in customer relationship management. The International Journal of Management Science, Omega 35(4):365–383
Zurück zum Zitat Vestas Wind Systems (2005) Life cycle assessment of offshore and onshore sited wind power plants based on Vestas V90—3.0 MW turbines. Vestas Wind Systems, Denmark (see also: http://www.vestas.com) Vestas Wind Systems (2005) Life cycle assessment of offshore and onshore sited wind power plants based on Vestas V90—3.0 MW turbines. Vestas Wind Systems, Denmark (see also: http://​www.​vestas.​com)
Zurück zum Zitat Walczak B, Massart DL (1999) Tutorial: rough sets theory. Chemom Intell Lab Syst 47:1–16CrossRef Walczak B, Massart DL (1999) Tutorial: rough sets theory. Chemom Intell Lab Syst 47:1–16CrossRef
Zurück zum Zitat Wang QH, Li JR (2004) A rough set-based fault ranking prototype system for fault diagnosis. Eng Appl Artif Intell 17:909–917CrossRef Wang QH, Li JR (2004) A rough set-based fault ranking prototype system for fault diagnosis. Eng Appl Artif Intell 17:909–917CrossRef
Zurück zum Zitat Zhou P, Ang B, Poh K (2006) Review: decision analysis in energy and environmental modeling: an update. Energy 31(14):2604–2622CrossRef Zhou P, Ang B, Poh K (2006) Review: decision analysis in energy and environmental modeling: an update. Energy 31(14):2604–2622CrossRef
Zurück zum Zitat Zhu J, Deshmukh A (2003) Application of Bayesian decision networks to life cycle engineering in green design and manufacturing. Eng Appl Artif Intell 16:91–103CrossRef Zhu J, Deshmukh A (2003) Application of Bayesian decision networks to life cycle engineering in green design and manufacturing. Eng Appl Artif Intell 16:91–103CrossRef
Metadaten
Titel
Application of rough sets for environmental decision support in industry
verfasst von
Kathleen B. Aviso
Raymond R. Tan
Alvin B. Culaba
Publikationsdatum
01.02.2008
Verlag
Springer-Verlag
Erschienen in
Clean Technologies and Environmental Policy / Ausgabe 1/2008
Print ISSN: 1618-954X
Elektronische ISSN: 1618-9558
DOI
https://doi.org/10.1007/s10098-007-0126-3

Weitere Artikel der Ausgabe 1/2008

Clean Technologies and Environmental Policy 1/2008 Zur Ausgabe