Table A1

A synthesis of the reviewed scientific articles.

Research title Methods Level of application Scope of application
1 The Contribution of MCDM to SUMP: The Case of Spanish Cities during 2006-2021 SIMUS, WSM Experiment Urban planning (sustainable urban mobility)
2 Evaluating health-care waste treatment technologies using a hybrid multi-criteria decision making model DEMATEL, fuzzy MULTIMOORA Experiment Environment
3 Multi criteria decision analysis to develop an optimized municipal solid waste management scenario: a case study in Ulaanbaatar, Mongolia TOPSIS Evaluation (scenario analysis) Environment
4 A MCDM framework for site selection of island photovoltaic charging station based on new criteria identification and a hybrid fuzzy approach fuzzy AHP, ENTROPY, fuzzy VIKOR Evaluation (sensitivity analysis) Energy
5 General model of Photovoltaic (PV) integration into existing public high-rise residential buildings in Singapore – Challenges and benefits VIKOR Evaluation (sensitivity analysis) Energy
6 Evaluation of decision-support tools for coastal flood and erosion control: A multicriteria perspective AHP, TOPSIS, PROMETHEE, ELECTRE, VIKOR, MAUT, TODAIM Experiment Civil engineering and infrastructure
7 Comparative analysis of multi-criteria models for decision-making in the process of building adaptation MCDA Concept Civil engineering and infrastructure
8 Developing an Iranian green building assessment tool using decision making methods and geographical information system: Case study in Mashhad city AHP, ENTROPY Experiment Civil engineering and infrastructure
9 Prevention/mitigation of natural disasters in urban areas MCDM Concept Civil engineering and infrastructure
10 Low-carbon emission development in Asia: energy sector, waste management and environmental management system MCDM Concept Energy, environment
11 Urban quality in the city of the future: A bibliometric multicriteria assessment model AHP Model Urban planning (assessment of urban quality)
12 Waste to energy bio-digester selection and design model for the organic fraction of municipal solid waste MCDA Experiment Environment
13 A review of multi criteria decision making (MCDM) towards sustainable renewable energy development MCDM Concept Energy
14 Comparative analysis of MCDM methods for ranking renewable energy sources in Taiwan ENTROPY SHANNON, WSM, VIKOR, TOPSIS, ELECTRE Evaluation (sensitivity analysis) Energy
15 Green decoration materials selection under interior environment characteristics: A grey-correlation based hybrid MCDM method AHP, GC-TOPSIS Evaluation (sensitivity analysis) Civil engineering and infrastructure
16 Prioritization of renewable energy alternatives by using an integrated fuzzy MCDM model: A real case application for Turkey fuzzy AHP, fuzzy TOPSIS Evaluation (sensitivity analysis) Energy
17 Development of the location suitability index for wave energy production by ANN and MCDM techniques MCDM, ANN Experiment Energy
18 Sustainability evaluation of Concentrated Solar Power (CSP) projects under Clean Development Mechanism (CDM) by using Multi Criteria Decision Method (MCDM) MCDM, MAUT Evaluation (scenario analysis) Energy
19 Geolocation of photovoltaic farms using Geographic Information Systems (GIS) with Multiple-criteria decision-making (MCDM) methods: Case of the Ecuadorian energy regulation GIS, MCDM Evaluation (correlation analysis, absolute error) Energy
20 MCDM-based flood risk assessment of metro systems in smart city development: A review MCDM, GIS Experiment Environment
21 Multi actor multi criteria analysis (MAMCA) as a tool to build indicators and localize sustainable development goal 11 in Brazilian municipalities MAMCA Experiment Urban planning (SDGs 11)
22 Machine learning-based digital district heating/cooling with renewable integrations and advanced low-carbon transition MCDM, ML Model Energy
23 An MCDM-GIS based site suitability analysis for solar power plant integration in Cameroon: Solar hybridization to optimize green electricity and hydrogen production AHP, GIS Evaluation Energy
24 An ANP and fuzzy TOPSIS-based SWOT analysis for Turkey’s energy planning SWOT, ANP, fuzzy TOPSIS Experiment Energy
25 Analytical hierarchy process (AHP) application for reinforcement of hydropower strategy in Nepal AHP Experiment Energy
26 Sustainable material selection for construction industry – A hybrid multi criteria decision making approach MCDM Experiment Civil engineering and infrastructure
27 Integration of BIM and Value Model for Sustainability Assessment for application in bridge projects MIVES+BIM Evaluation (sensitivity analysis) Civil engineering and infrastructure
28 Neuro-fuzzy resource forecast in site suitability assessment for wind and solar energy: A mini review GIS, MCDM, ANFIS Experiment Energy
29 Evaluate the impact of COVID-19 prevention policies on supply chain aspects under uncertainty BWM, TOPSIS Experiment Operations and supply chain management
30 A combined goal programming – AHP approach supported with TOPSIS for maintenance strategy selection in hydroelectric power plants AHP, TOPSIS Experiment Energy
31 The development of a mining method selection model through a detailed assessment of multi-criteria decision methods TOPSIS, TODIM, VIKOR, GRA, PROMETHEE, OCRA, ARAS, COPRAS, SAW, CP Evaluation(sensitivity analysis, Spearman’s rank correlation coefficient, Kendall’s tau coefficient) Mining
32 Monte Carlo and Fuzzy AHP with GIS for ranking hybrid solar-wind sites for electricity and hydrogen production in Cameroon AHP, FAHP, MFAHP và GIS Evaluation (sensitivity analysis) Energy
33 Analysis, modelling and optimization during sustainable Dry and MQL turning of AISI 52100 steel using DF, GRA, EAMR, EDAS and FUCA methods GRA, EAMR, FUCA và EDAS Evaluation (Taguchi analysis) Operations and supply chain management
34 Introducing a Novel multi-criteria Ranking of Alternatives with Weights of Criterion (RAWEC) model RAWEC, LMAW (MCDM) Evaluation (sensitivity analysis) Operations and supply chain management
35 Eclectic decision for the selection of tree borne oil (TBO) as alternative fuel for internal combustion engine AHP, MOORA, PROMETHEE Evaluation (Spearman’s rank correlation coefficient) Energy
36 Analysis of insolation potential of Knjaževac Municipality (Serbia) using multi-criteria approach AHP Experiment Energy
37 Creative trans-border cooperation in the field of operations research and sustainable development in civil engineering MCDM Concept Civil engineering and infrastructure
38 Review of methods for sustainability appraisals in ship acquisition MCDM Concept Procurement management
39 Integrating life cycle assessment and multi criteria decision making for sustainable waste management: Key issues and recommendations for future studies MCDM, LCA Concept Environment
40 Material selection in the construction industry: a systematic literature review on multi-criteria decision making MCDM-AHP Concept Civil engineering and infrastructure
41 Literature review: Multi-criteria decision-making method application for sustainable deep-sea mining transport plans MCDM Concept Deep-sea mining.
42 Evaluating and prioritizing the healthcare waste disposal center locations using a hybrid multi-criteria decision-making method AHP, fuzzy TOPSIS, fuzzy PROMETHEE Experiment Environment
43 Optimization solar site selection by fuzzy logic model and weighted linear combination method in arid and semi-arid region: A case study Isfahan-IRAN Fuzzy logic, WLC, MCDM Experiment Energy
44 Assessment of biomass energy sources and technologies: The case of Central America Fuzzy MCDM Experiment Energy
45 The evaluation of solar farm locations applying Geographic Information System and Multi-Criteria Decision-Making methods: Case study in southern Morocco GIS, AHP Experiment Energy
46 A framework for urban pluvial flood resilient spatial planning through blue-green infrastructure AHP, ANP Model Civil engineering and infrastructure
47 A hybrid novel framework for flood disaster risk control in developing countries based on smart prediction systems and prioritized scenarios ML,DSS, TOPSIS Experiment Environment
48 Advances in thermal energy storage: Fundamentals and applications MCDM Experiment Energy
49 Building information modelling application for developing sustainable building (Multi criteria decision making approach) ANP Model Civil engineering and infrastructure
50 Assessing the critical success factors for implementing industry 4.0 in the pharmaceutical industry: Implications for supply chain sustainability in emerging economies BWM Model Operations and supply chain management
51 Sustainable development of sewage sludge-to-energy in China: Barriers identification and technologies prioritization DEMATEL Experiment Environment
52 Multi-objective decision-making methods for optimising CO2 decisions in the automotive industry MOOP Experiment Environment, energy
53 Smart Techniques Promoting Sustainability in Construction Engineering and Management MCDM, kỹ thuật thông minh Concept Civil engineering and infrastructure
54 Selection of energy performance contracting business models: A behavioral decision-making approach TODIM Evaluation (sensitivity analysis) Energy
55 An approach for evaluation of the spent nuclear fuel management strategy for Brazilian nuclear power plants based on Multi-Criteria Decision-Making methodology AHP Model Energy
56 A review of sustainable planning of Burundian energy sector in East Africa MCDM-LEAP Concept Energy
57 Preparation, characterization, and selection of nano-assisted phase change materials for thermal management and storage applications NePCM, MCDM Model Energy (SGD 7 VÀ SGD 13)
58 Technology-enhanced community forest management in tropical regions: A state of the art MCDM,SLR,CFM Experiment Environment
59 Recycling of waste lubricating oil: A review of the recycling technologies with a focus on catalytic cracking, techno-economic and life cycle assessments TEA, MCDM,LCA Concept Environment
60 Determining an optimum pattern of mixed planting from organic and non-organic crops with regard to economic and environmental indicators: A case study of cucumber in Kerman, Iran AHP,Weighted Goal Programming Experiment Operations and supply chain management
61 Renewable energy in the mining industry: Status, opportunities and challenges MCDM Model Energy
62 Application of multicriteria decision methods for electric supply planning in rural and remote areas AHP, VIKOR Experiment Energy
63 Generating a framework to facilitate decision making in renewable energy investments ANP Model Energy
64 Using Multi-Criteria Decision-Making to optimise solid waste management AHP, MAUT, TOPSIS Concept Environment
65 Green Supplier Selection Based on Green Practices Evaluated Using Fuzzy Approaches of TOPSIS and ELECTRE with a Case Study in a Chinese Internet Company fuzzy TOPSIS, fuzzy ELECTRE Evaluation (sensitivity analysis) Operations and supply chain management
66 Evaluation of research on CO2 trans-critical work recovery expander using multi attribute decision making methods fuzzy AHP, TOPSIS, PROMETHEE Concept Energy
67 An ANP and fuzzy TOPSIS-based SWOT analysis for Turkey’s energy planning SWOT, ANP, fuzzy TOPSIS Experiment Energy
68 A soft computing based-modified ELECTRE model for renewable energy policy selection with unknown information HF-M-ELECTRE (ELECTRE cải tiến) Experiment Energy
69 Urban flood simulation and prioritization of critical urban sub-catchments using SWMM model and PROMETHEE II approach PROMETHEE II, SWMM model Experiment Civil engineering and infrastructure
70 A combined goal programming – AHP approach supported with TOPSIS for maintenance strategy selection in hydroelectric power plants AHP, TOPSIS Experiment Civil engineering and infrastructure
71 Assessing organizations performance on the basis of GHRM practices using BWM and Fuzzy TOPSIS BWM, fuzzy TOPSIS Experiment Human resource management
72 Investigation of feasibility study of solar farms deployment using hybrid AHP-TOPSIS analysis: Case study of India AHP TOPSIS Experiment Energy
73 The spatiotemporal evolution pattern of urban resilience in the Yangtze River Delta urban agglomeration based on TOPSIS-PSO-ELM TOPSIS Experiment Civil engineering and infrastructure
74 Assessing and prioritizing biogas barriers to alleviate energy poverty in Pakistan: an integrated AHP and G-TOPSIS model DELPHI, AHP, G-TOPSIS Experiment Energy
75 Site selection for artificial recharge with treated wastewater with the integration of multi-criteria evaluation and ELECTRE III AHP, ELECTRE III Experiment Environment
76 A decision support approach employing the PROMETHEE method and risk factors for critical supply assessment in large-scale projects PROMETHEE II, PROMETHEE GDSS Experiment Operations and supply chain management
77 Evaluation of future sustainable electricity generation alternatives: The case of a Greek island PROMETHEE II Evaluation (sensitivity analysis) Energy
78 Prioritization of renewable energy alternatives by using an integrated fuzzy MCDM model: A real case application for Turkey fuzzy AHP, fuzzy TOPSIS Evaluation (sensitivity analysis) Energy
79 Penstock material selection in small hydropower plants using MADM methods AHP, TOPSIS Experiment Civil engineering and infrastructure
80 Assessing the Best Supplier Selection Criteria in Supply Chain Management During the COVID-19 Pandemic TBL. Fuzzy TOPSIS Experiment Operations and supply chain management
81 Evaluation on adsorption capacity of low organic matter soil for hydrophobic organic pollutant TOPSIS Model Environment
82 Role prioritization of hydrogen production technologies for promoting hydrogen economy in the current state of China fuzzy AHP, fuzzy TOPSIS Experiment Energy, production
83 Incorporation of management responses in the direction of soil erosion changes from the past to the future based on the RUSLE and DPSIR model TOPSIS Experiment Environment
84 Sustainability in Pakistan’s textile industry: analyzing barriers and strategies for green supply chain management implementation fuzzy AHP, fuzzy TOPSIS Experiment Operations and supply chain management
85 Multi-objective power supply capacity evaluation method for active distribution network in power market environment ENTROPY, TOPSIS Experiment Energy
86 Analysis of solar module alternatives for efficiency-based energy investments with hybrid 2-tuple IVIF modeling DEMATEL, TOPSIS Model Energy
87 A general framework for sustainability assessment of manufacturing processes MCDM Evaluation (sensitivity analysis) Operations and supply chain management
88 Indicator based multi-criteria decision support systems for wastewater treatment plants DSS, fuzzy AHP, TOPSIS Model Environment
89 Optimization and selection of the multi-objective conceptual design scheme for considering product assembly, manufacturing and cost TOPSIS Model Operations and supply chain management
90 An empirical analysis of the impact of the coupling coordination degree of the water-energy-food nexus on food security in China TOPSIS Experiment Water–energy–food
91 Sustainable material selection for construction industry – A hybrid multi criteria decision making approach DANP, TOPSIS Experiment Civil engineering and infrastructure
92 Social sustainability assessments in the biobased economy: Towards a systemic approach MCDM Model Biobased economy

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