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180                   9. Life cycle decision support framework: Method and case study

                 9.2.4 Aggregation
                   Aggregation is the final step of MCDM to determine the rank or the selection result of the
                 decision-making problem. In this step, a model is applied to integrate the criteria data with
                 criteria weights to generate a clear result of priority of alternatives. To study the development
                 trend of aggregation methods used in studies combining MCDM and LSCA, the ranking or
                 aggregating methods are summarized in Table 9.2.
                   From Table 9.2, the technique for order preference by similarity to an ideal solution
                 (TOPSIS) method (Yoon and Hwang, 1995) and its interval version are the most acceptable
                 and popularly used in the case studies. Similar to the development of weighting methods,
                 some studies have extended MCDM to be applied in interval number, fuzzy number, rough
                 number, and other types of number to take uncertainties into consideration.


                 TABLE 9.2 Aggregating methods used in sustainability assessment.

                 Method              Reference
                 Crisp number
                 WSM/SMART/SAW       Castillo and Pitfield (2010), Jeon et al. (2010), Simonga ´ti (2010), Akadiri et al. (2013),
                                     Palevi  cius et al. (2013), Akhtar et al. (2015), Klein and Whalley (2015), Marzouk and
                                     Elmesteckawi (2015), Ozcan-Deniz and Zhu (2015), Mitropoulos and Prevedouros
                                     (2016), Osorio-Tejada et al. (2017), Rashidi et al. (2017), Ren et al. (2017a), Opher et al.
                                     (2018b), Roinioti and Koroneos (2019)
                                                      ˇ
                 TOPSIS              Palevi  cius et al. (2013), Sioz ˇinyt_ e et al. (2014), Validi et al. (2014), Formisano and
                                     Mazzolani (2015), Terracciano et al. (2015), Govindan et al. (2016), Balez ˇentis and
                                                                                          ˇ
                                     Streimikiene (2017), Gao et al. (2017), Rashid et al. (2017), Ren et al. (2017a), Skobalj et al.
                                     (2017), Jia et al. (2018), Tahmasebi Birgani and Yazdandoost (2018), Tang et al. (2018),
                                     Yazdani et al. (2018)
                                                      ˇ
                 GRA                 Manzardo et al. (2012), Sioz ˇinyt_ e et al. (2014), Zhao and Li (2016)
                 VIKOR               Vu  cijak et al. (2013), Hsu et al. (2014), Formisano and Mazzolani (2015), Kuo et al. (2015),
                                     Ren et al. (2015), Zhao and Li (2016), B€ uy€ uk€ ozkan and Karabulut (2017), Luthra et al.
                                     (2017a), Huang et al. (2018), Zheng et al. (2019)
                 ELECTRE I/IV/IS/II/  Bojkovi  c et al. (2010), Khalili and Duecker (2013), Barata et al. (2014), Formisano and
                 III/IV/TRI          Mazzolani (2015)
                 PROMETHEE I/II      Safaei Mohamadabadi et al. (2009), Tsoutsos et al. (2009), Simonga ´ti (2010), Hayashi et al.
                                     (2016), Ren et al. (2016), Gao et al. (2017), Alhumaid et al. (2018), Mahbub et al. (2018),
                                     Zhang et al. (2018)
                 WASPAS              Zhang et al. (2015), Balez ˇentis and Streimikiene (2017)
                 COPRAS              Palevi  cius et al. (2013), Zhang et al. (2015), B€ uy€ uk€ ozkan and Karabulut (2017)
                 ARAS                Balez ˇentis and Streimikiene (2017)
                 MABAC               Debnath et al. (2017), Wang et al. (2019)
                 MAIRCA              Pamucar et al. (2018)
                 MIVES               San-Jos  e Lombera and Cuadrado Rojo (2010), Del Can ˜o et al. (2012), Pons and De La
                                     Fuente (2013), Amin Hosseini et al. (2016), De La Fuente et al. (2016), Pujadas et al. (2017)
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