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Published in: Clean Technologies and Environmental Policy 4/2013

01-08-2013 | Original Paper

A methodology for augmenting sparse pairwise comparison matrices in AHP: applications to energy systems

Authors: Raymond R. Tan, Michael Angelo B. Promentilla

Published in: Clean Technologies and Environmental Policy | Issue 4/2013

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Abstract

Multiple-attribute decision making (MADM) techniques can be used to provide a systematic approach to selection problems in energy engineering and management. They may be used for selecting the best technologies or policies based on environmental, technical, and socio-economic criteria. Among the many available MADM techniques, the analytic hierarchy process (AHP) has become one of the most widely used due to its effective hierarchical decomposition of complex problems. However, AHP may be tedious due to the large number of pairwise comparisons needed in large problems. Furthermore, in many cases, relevant information may also be available for determining criteria weights based on past decisions that have proven satisfactory in retrospect. Thus, we propose a simple methodology for augmenting sparse pairwise comparisons in AHP through a non-linear programming model that extracts a set of consistent weights from a priori ranking of a subset of alternatives. Two case studies on the ranking of bioethanol feedstocks and of CO2 storage sites are then shown to illustrate this technique.

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Literature
go back to reference Agrawal R, Sikdar SK (2012) Energy, environment and sustainability challenges and opportunities for chemical engineers. Curr Opin Chem Eng 1:201–203CrossRef Agrawal R, Sikdar SK (2012) Energy, environment and sustainability challenges and opportunities for chemical engineers. Curr Opin Chem Eng 1:201–203CrossRef
go back to reference Ang MP (2006) Assessment of sugarcane and other agricultural crops and bioethanol feedstock in the Philipppines. M. Eng. Final Report, De La Salle University, Manila Ang MP (2006) Assessment of sugarcane and other agricultural crops and bioethanol feedstock in the Philipppines. M. Eng. Final Report, De La Salle University, Manila
go back to reference Asian Development Bank (2012) Prospect of CCS in Southeast Asia. ADB draft report. Manila Asian Development Bank (2012) Prospect of CCS in Southeast Asia. ADB draft report. Manila
go back to reference Aviso KB, Tan RR, Culaba AB (2008) Application of rough sets for environmental decision support in industry. Clean Technol Environ Policy 10:53–66CrossRef Aviso KB, Tan RR, Culaba AB (2008) Application of rough sets for environmental decision support in industry. Clean Technol Environ Policy 10:53–66CrossRef
go back to reference Buccholz T, Rametsteiner E, Volk TA, Luzadis VA (2009) Multi criteria analysis for bioenergy systems assessments. Energy Policy 37:484–495CrossRef Buccholz T, Rametsteiner E, Volk TA, Luzadis VA (2009) Multi criteria analysis for bioenergy systems assessments. Energy Policy 37:484–495CrossRef
go back to reference Carmone FJ, Kara A, Zanakis SH (1997) A Monte Carlo investigation of incomplete pairwise comparison matrices in AHP. Eur J Oper Res 102:538–553CrossRef Carmone FJ, Kara A, Zanakis SH (1997) A Monte Carlo investigation of incomplete pairwise comparison matrices in AHP. Eur J Oper Res 102:538–553CrossRef
go back to reference Chandran B, Golden B, Wasil E (2005) Linear programming models for estimating weights in the analytic hierarchy process. Comput Oper Res 32:2235–2254CrossRef Chandran B, Golden B, Wasil E (2005) Linear programming models for estimating weights in the analytic hierarchy process. Comput Oper Res 32:2235–2254CrossRef
go back to reference Cruz JB, Barilea IU, Tan RR, Culaba AB (2011) Dynamic behavior of nascent bioenergy supply chains competing for shared resources. J Jpn Inst Energy 90:1057–1064CrossRef Cruz JB, Barilea IU, Tan RR, Culaba AB (2011) Dynamic behavior of nascent bioenergy supply chains competing for shared resources. J Jpn Inst Energy 90:1057–1064CrossRef
go back to reference Cucek L, Klemes JJ, Kravanja Z (2011) Overview of footprints and relations between carbon and nitrogen footprints. Chem Eng Trans 25:923–928 Cucek L, Klemes JJ, Kravanja Z (2011) Overview of footprints and relations between carbon and nitrogen footprints. Chem Eng Trans 25:923–928
go back to reference Cucek L, Klemes JJ, Kravanja Z (2012) A review of footprint analysis tools for monitoring impacts on sustainability. J Clean Prod 34:9–20CrossRef Cucek L, Klemes JJ, Kravanja Z (2012) A review of footprint analysis tools for monitoring impacts on sustainability. J Clean Prod 34:9–20CrossRef
go back to reference Davison J, Freund P, Smith A (2001) Putting carbon back into the ground. International Energy Agency Greenhouse Gas R&D Programme, Cheltenham Davison J, Freund P, Smith A (2001) Putting carbon back into the ground. International Energy Agency Greenhouse Gas R&D Programme, Cheltenham
go back to reference Fedrizzi M, Giove S (2007) Incomplete pairwise comparison and consistency optimization. Eur J Oper Res 183:303–313CrossRef Fedrizzi M, Giove S (2007) Incomplete pairwise comparison and consistency optimization. Eur J Oper Res 183:303–313CrossRef
go back to reference Gau C-Y, Schrage LE (2004) Implementation and testing of a branch-and-bound based method for deterministic global optimization: operations research applications. In: Floudas CA, Pardalos PM (eds) Frontiers in global optimization. Kluwer, Dordrecht, pp 145–164CrossRef Gau C-Y, Schrage LE (2004) Implementation and testing of a branch-and-bound based method for deterministic global optimization: operations research applications. In: Floudas CA, Pardalos PM (eds) Frontiers in global optimization. Kluwer, Dordrecht, pp 145–164CrossRef
go back to reference Gerbens-Leenes W, Hoekstra AY, van der Meer TH (2009) The water footprint of bioenergy. Proc Natl Acad Sci USA 106:10219–10223CrossRef Gerbens-Leenes W, Hoekstra AY, van der Meer TH (2009) The water footprint of bioenergy. Proc Natl Acad Sci USA 106:10219–10223CrossRef
go back to reference Ghafghazi S, Sowlati T, Sokhansanj S, Melin S (2010) A multicriteria approach to evaluate district heating system options. Appl Energy 84:1134–1140CrossRef Ghafghazi S, Sowlati T, Sokhansanj S, Melin S (2010) A multicriteria approach to evaluate district heating system options. Appl Energy 84:1134–1140CrossRef
go back to reference Gnansounou E (2011) Assessing the sustainability of biofuels: a logic-based model. Energy 36:2089–2096CrossRef Gnansounou E (2011) Assessing the sustainability of biofuels: a logic-based model. Energy 36:2089–2096CrossRef
go back to reference Harker PT (1987) Incomplete pairwise comparisons in the analytic hierarchy process. Math Model 9:837–848CrossRef Harker PT (1987) Incomplete pairwise comparisons in the analytic hierarchy process. Math Model 9:837–848CrossRef
go back to reference Hsu C-W, Chen LT, Hu AH, Chang YM (2012) Site selection for carbon dioxide geological storage using analytic network process. Sep Purif Technol 94:146–153CrossRef Hsu C-W, Chen LT, Hu AH, Chang YM (2012) Site selection for carbon dioxide geological storage using analytic network process. Sep Purif Technol 94:146–153CrossRef
go back to reference Hu Y-C, Tsai J-F (2006) Backpropagation multi-layer perceptron for incomplete pairwise comparison matrices in analytic hierarchy process. Appl Math Comput 180:53–62CrossRef Hu Y-C, Tsai J-F (2006) Backpropagation multi-layer perceptron for incomplete pairwise comparison matrices in analytic hierarchy process. Appl Math Comput 180:53–62CrossRef
go back to reference Ishizaka A, Labib A (2011) Review of the main developments in the analytic hierarchy process. Expert Syst Appl 38:14336–14345CrossRef Ishizaka A, Labib A (2011) Review of the main developments in the analytic hierarchy process. Expert Syst Appl 38:14336–14345CrossRef
go back to reference Lee J-Y, Chen C-L (2012) Comments on ‘a continuous-time optimization model for source-sink matching in carbon capture and storage systems’. Ind Eng Chem Res 51:11590–11591CrossRef Lee J-Y, Chen C-L (2012) Comments on ‘a continuous-time optimization model for source-sink matching in carbon capture and storage systems’. Ind Eng Chem Res 51:11590–11591CrossRef
go back to reference Loken E (2007) Use of multicriteria decision analysis methods for energy planning problems. Renew Sustain Energy Rev 11:1584–1595CrossRef Loken E (2007) Use of multicriteria decision analysis methods for energy planning problems. Renew Sustain Energy Rev 11:1584–1595CrossRef
go back to reference Nguyen MH (1984) Suitability of sweet sorghum for alcohol in the pacific. Energy Agric 3:345–350CrossRef Nguyen MH (1984) Suitability of sweet sorghum for alcohol in the pacific. Energy Agric 3:345–350CrossRef
go back to reference Pohekar SD, Ramachandran M (2004) Application of multi-criteria decision making to sustainable energy planning—a review. Renew Sustain Energy Rev 81:365–381CrossRef Pohekar SD, Ramachandran M (2004) Application of multi-criteria decision making to sustainable energy planning—a review. Renew Sustain Energy Rev 81:365–381CrossRef
go back to reference Recchia L, Cini E, Corsi S (2010) Multicriteria analysis to evaluate the energetic reuse of riparian vegetation. Appl Energy 87:310–319CrossRef Recchia L, Cini E, Corsi S (2010) Multicriteria analysis to evaluate the energetic reuse of riparian vegetation. Appl Energy 87:310–319CrossRef
go back to reference Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, Inc, New York, p 287 Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, Inc, New York, p 287
go back to reference San Cristobal JR (2011) Multi-criteria decision-making in the selection of a renewable energy project in Spain: the Vikor method. Renew Energy 36:498–502CrossRef San Cristobal JR (2011) Multi-criteria decision-making in the selection of a renewable energy project in Spain: the Vikor method. Renew Energy 36:498–502CrossRef
go back to reference Schrage L (2006) Optimization modeling with LINGO, 6th edn. Lindo Systems Inc, Chicago Schrage L (2006) Optimization modeling with LINGO, 6th edn. Lindo Systems Inc, Chicago
go back to reference Sikdar SK (2003) Sustainable development and sustainability metrics. AIChE J 49:1928–1932CrossRef Sikdar SK (2003) Sustainable development and sustainability metrics. AIChE J 49:1928–1932CrossRef
go back to reference Sikdar SK (2009) On aggregating multiple indicators into a single index. Clean Technol Environ Policy 11:157–161CrossRef Sikdar SK (2009) On aggregating multiple indicators into a single index. Clean Technol Environ Policy 11:157–161CrossRef
go back to reference Sikdar SK, Sengupta D, Harten P (2012) More on aggregating multiple indicators into a single index for sustainability analyses. Clean Technol Environ Policy 14:765–773CrossRef Sikdar SK, Sengupta D, Harten P (2012) More on aggregating multiple indicators into a single index for sustainability analyses. Clean Technol Environ Policy 14:765–773CrossRef
go back to reference Tan RR (2005) Rule-based environmental life cycle assessment using modified rough set induction methodology. Environ Model Softw 20:509–513CrossRef Tan RR (2005) Rule-based environmental life cycle assessment using modified rough set induction methodology. Environ Model Softw 20:509–513CrossRef
go back to reference Tan RR (2011) A general source-sink model with inoperability constraints for robust energy sector planning. Appl Energy 88:3759–3764CrossRef Tan RR (2011) A general source-sink model with inoperability constraints for robust energy sector planning. Appl Energy 88:3759–3764CrossRef
go back to reference Tan RR, Foo DCY, Aviso KB, Ng DKS (2009) The use of graphical pinch analysis for visualizing water footprint constraints in biofuel production. Appl Energy 86:605–609CrossRef Tan RR, Foo DCY, Aviso KB, Ng DKS (2009) The use of graphical pinch analysis for visualizing water footprint constraints in biofuel production. Appl Energy 86:605–609CrossRef
go back to reference Tan RR, Aviso KB, Barilea IU, Culaba AB, Cruz JB (2012a) A fuzzy multi-regional input–output optimization model for biomass production and trade under resource and footprint constraints. Appl Energy 90:154–160CrossRef Tan RR, Aviso KB, Barilea IU, Culaba AB, Cruz JB (2012a) A fuzzy multi-regional input–output optimization model for biomass production and trade under resource and footprint constraints. Appl Energy 90:154–160CrossRef
go back to reference Tan RR, Aviso KB, Bandyopadhyay S, Ng DKS (2012b) Optimal source-sink matching in carbon capture and storage systems with time, injection rate and capacity constraints. Environ Prog Sustain Energy. doi:10.1002/ep.11630 Tan RR, Aviso KB, Bandyopadhyay S, Ng DKS (2012b) Optimal source-sink matching in carbon capture and storage systems with time, injection rate and capacity constraints. Environ Prog Sustain Energy. doi:10.​1002/​ep.​11630
go back to reference Tan RR, Aviso KB, Bandyopadhyay S, Ng DKS (2012c) A continuous-time optimization model for source-sink matching in carbon capture and storage systems. Ind Eng Chem Res 51:10015–10020CrossRef Tan RR, Aviso KB, Bandyopadhyay S, Ng DKS (2012c) A continuous-time optimization model for source-sink matching in carbon capture and storage systems. Ind Eng Chem Res 51:10015–10020CrossRef
go back to reference Vaidya OS, Kumar S (2006) Analytic hierarch process: an overview of applications. Eur J Oper Res 169:1–29CrossRef Vaidya OS, Kumar S (2006) Analytic hierarch process: an overview of applications. Eur J Oper Res 169:1–29CrossRef
go back to reference Vargas LD (1990) An overview of the analytic hierarchy process and its applications. Eur J Oper Res 48:2–8CrossRef Vargas LD (1990) An overview of the analytic hierarchy process and its applications. Eur J Oper Res 48:2–8CrossRef
go back to reference Zhou P, Ang BW, Poh KL (2006) Decision analysis in energy and environmental modeling: an update. Energy 31:2604–2622CrossRef Zhou P, Ang BW, Poh KL (2006) Decision analysis in energy and environmental modeling: an update. Energy 31:2604–2622CrossRef
go back to reference Zhou L, Tokos H, Krajnc D, Yang Y (2012) Sustainability performance evaluation in industry by composite sustainability index. Clean Technol Environ Policy 14:789–803CrossRef Zhou L, Tokos H, Krajnc D, Yang Y (2012) Sustainability performance evaluation in industry by composite sustainability index. Clean Technol Environ Policy 14:789–803CrossRef
Metadata
Title
A methodology for augmenting sparse pairwise comparison matrices in AHP: applications to energy systems
Authors
Raymond R. Tan
Michael Angelo B. Promentilla
Publication date
01-08-2013
Publisher
Springer Berlin Heidelberg
Published in
Clean Technologies and Environmental Policy / Issue 4/2013
Print ISSN: 1618-954X
Electronic ISSN: 1618-9558
DOI
https://doi.org/10.1007/s10098-012-0555-5

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