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2021 | OriginalPaper | Buchkapitel

3. Evaluation and Assessment of Smart Grid Reliability Using Fuzzy Multi-criteria Decision-Making

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Abstract

Smart grid is a new paradigm that integrates traditional electricity grid and communication networks. Reliability is a critical challenge associated with smart grid and needs to be addressed. Based on comprehensive literature review and experts’ judgments, we develop a model to identify the most important criteria that have an impact on smart grid reliability from the perspective of users. The model takes into account three main criteria: “Big Data Management,” “Communication System,” and “System Functionality.” The fuzzy analytic hierarchy process is applied to analyze and prioritize these criteria based on the triangular fuzzy numbers and triangular membership function.
The results show that the “Big Data Management” main criterion has a significant impact on smart grid reliability, followed by “Communication System.” Furthermore, “Data Analytics” and “Data Visualization” were ranked as the most influential sub-criteria that influence smart grid reliability. Four various sensitivity analysis strategies have been applied to investigate the stability and robustness of results. This chapter provides meaningful implications and future research directions that are useful for many practitioners, engineers, academicians, and electricity policy makers to focus their efforts on smart grid reliability.

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Literatur
1.
Zurück zum Zitat L. Atzori, A. Iera, G. Morabito, The Internet of Things: A survey. Comput. Netw. 54, 2787–2805. 2010/10/28/ (2010)MATHCrossRef L. Atzori, A. Iera, G. Morabito, The Internet of Things: A survey. Comput. Netw. 54, 2787–2805. 2010/10/28/ (2010)MATHCrossRef
2.
Zurück zum Zitat I. Mashal, O. Alsaryrah, T.-Y. Chung, C.-Z. Yang, W.-H. Kuo, D.P. Agrawal, Choices for interaction with things on Internet and underlying issues. Ad Hoc Netw. 28(5), 68–90 (2015)CrossRef I. Mashal, O. Alsaryrah, T.-Y. Chung, C.-Z. Yang, W.-H. Kuo, D.P. Agrawal, Choices for interaction with things on Internet and underlying issues. Ad Hoc Netw. 28(5), 68–90 (2015)CrossRef
3.
Zurück zum Zitat Z.M. Fadlullah, M.M. Fouda, N. Kato, A. Takeuchi, N. Iwasaki, Y. Nozaki, Toward intelligent machine-to-machine communications in smart grid. IEEE Commun. Mag. 49, 60–65 (2011)CrossRef Z.M. Fadlullah, M.M. Fouda, N. Kato, A. Takeuchi, N. Iwasaki, Y. Nozaki, Toward intelligent machine-to-machine communications in smart grid. IEEE Commun. Mag. 49, 60–65 (2011)CrossRef
4.
Zurück zum Zitat D. Niyato, L. Xiao, P. Wang, Machine-to-machine communications for home energy management system in smart grid. IEEE Commun. Mag. 49, 53–59 (2011)CrossRef D. Niyato, L. Xiao, P. Wang, Machine-to-machine communications for home energy management system in smart grid. IEEE Commun. Mag. 49, 53–59 (2011)CrossRef
5.
Zurück zum Zitat A. Ghasempour, Internet of things in smart grid: Architecture, applications, services, key technologies, and challenges. Inventions 4, 22 (2019)CrossRef A. Ghasempour, Internet of things in smart grid: Architecture, applications, services, key technologies, and challenges. Inventions 4, 22 (2019)CrossRef
6.
Zurück zum Zitat K. Moslehi, R. Kumar, Smart grid – A reliability perspective, in 2010 Innovative Smart Grid Technologies (ISGT) (2010), pp. 1–8 K. Moslehi, R. Kumar, Smart grid – A reliability perspective, in 2010 Innovative Smart Grid Technologies (ISGT) (2010), pp. 1–8
7.
Zurück zum Zitat M. Ourahou, W. Ayrir, B. El Hassouni, A. Haddi, Review on smart grid control and reliability in presence of renewable energies: Challenges and prospects. Math. Comput. Simul. 167, 19–31. 2020/01/01/ (2020)MathSciNetMATHCrossRef M. Ourahou, W. Ayrir, B. El Hassouni, A. Haddi, Review on smart grid control and reliability in presence of renewable energies: Challenges and prospects. Math. Comput. Simul. 167, 19–31. 2020/01/01/ (2020)MathSciNetMATHCrossRef
8.
Zurück zum Zitat S.R. Shady, A.-R. Haitham, Smart grid condition assessment: Concepts, benefits, and developments. Power Electron. Drive 1, 147–163. 2016/01/12 (2016) S.R. Shady, A.-R. Haitham, Smart grid condition assessment: Concepts, benefits, and developments. Power Electron. Drive 1, 147–163. 2016/01/12 (2016)
9.
Zurück zum Zitat X. Fang, S. Misra, G. Xue, D. Yang, Smart grid – The new and improved power grid: A survey. IEEE Commun. Surv. Tutor. 14, 944–980 (2012)CrossRef X. Fang, S. Misra, G. Xue, D. Yang, Smart grid – The new and improved power grid: A survey. IEEE Commun. Surv. Tutor. 14, 944–980 (2012)CrossRef
10.
Zurück zum Zitat M.R. Hossain, A.M.T. Oo, A.B.M.S. Ali, Smart grid, in Smart Grids: Opportunities, Developments, and Trends, ed. by A. B. M. S. Ali, (Springer, London, 2013), pp. 23–44CrossRef M.R. Hossain, A.M.T. Oo, A.B.M.S. Ali, Smart grid, in Smart Grids: Opportunities, Developments, and Trends, ed. by A. B. M. S. Ali, (Springer, London, 2013), pp. 23–44CrossRef
11.
Zurück zum Zitat P. Ponce, K. Polasko, A. Molina, End user perceptions toward smart grid technology: Acceptance, adoption, risks, and trust. Renew. Sust. Energ. Rev. 60, 587–598. 2016/07/01/ (2016)CrossRef P. Ponce, K. Polasko, A. Molina, End user perceptions toward smart grid technology: Acceptance, adoption, risks, and trust. Renew. Sust. Energ. Rev. 60, 587–598. 2016/07/01/ (2016)CrossRef
12.
Zurück zum Zitat M. Hashmi, S. Hänninen, K. Mäki, Survey of smart grid concepts, architectures, and technological demonstrations worldwide, in 2011 IEEE PES Conference on Innovative Smart Grid Technologies Latin America (ISGT LA) (2011), pp. 1–7 M. Hashmi, S. Hänninen, K. Mäki, Survey of smart grid concepts, architectures, and technological demonstrations worldwide, in 2011 IEEE PES Conference on Innovative Smart Grid Technologies Latin America (ISGT LA) (2011), pp. 1–7
13.
Zurück zum Zitat J.-S. Chou, I. Gusti Ayu Novi Yutami, Smart meter adoption and deployment strategy for residential buildings in Indonesia. Appl. Energy 128, 336–349. 2014/09/01/ (2014)CrossRef J.-S. Chou, I. Gusti Ayu Novi Yutami, Smart meter adoption and deployment strategy for residential buildings in Indonesia. Appl. Energy 128, 336–349. 2014/09/01/ (2014)CrossRef
14.
Zurück zum Zitat M. Broman Toft, G. Schuitema, J. Thøgersen, The importance of framing for consumer acceptance of the smart grid: A comparative study of Denmark, Norway and Switzerland. Energy Res. Soc. Sci. 3, 113–123. 2014/09/01/ (2014)CrossRef M. Broman Toft, G. Schuitema, J. Thøgersen, The importance of framing for consumer acceptance of the smart grid: A comparative study of Denmark, Norway and Switzerland. Energy Res. Soc. Sci. 3, 113–123. 2014/09/01/ (2014)CrossRef
15.
Zurück zum Zitat I. Mashal, O. Alsaryrah, T.-Y. Chung, F.-C. Yuan, A multi-criteria analysis for an internet of things application recommendation system. Technol. Soc. 60, 101216. 2020/02/01/ (2020)CrossRef I. Mashal, O. Alsaryrah, T.-Y. Chung, F.-C. Yuan, A multi-criteria analysis for an internet of things application recommendation system. Technol. Soc. 60, 101216. 2020/02/01/ (2020)CrossRef
16.
Zurück zum Zitat S. Kahrobaee, S. Asgarpoor, Reliability assessment for smart grid and future power distribution systems, in 2015 IEEE Conference on Technologies for Sustainability (SusTech) (2015), pp. 160–164 S. Kahrobaee, S. Asgarpoor, Reliability assessment for smart grid and future power distribution systems, in 2015 IEEE Conference on Technologies for Sustainability (SusTech) (2015), pp. 160–164
17.
Zurück zum Zitat I. Mashal, O. Alsaryrah, Fuzzy analytic hierarchy process model for multi-criteria analysis of internet of things. Kybernetes 49, 2509–2520 (2019)CrossRef I. Mashal, O. Alsaryrah, Fuzzy analytic hierarchy process model for multi-criteria analysis of internet of things. Kybernetes 49, 2509–2520 (2019)CrossRef
18.
Zurück zum Zitat A. Shuhaiber, I. Mashal, Understanding users’ acceptance of smart homes. Technol. Soc. 58, 101110. 2019/08/01/ (2019)CrossRef A. Shuhaiber, I. Mashal, Understanding users’ acceptance of smart homes. Technol. Soc. 58, 101110. 2019/08/01/ (2019)CrossRef
19.
Zurück zum Zitat I. Mashal, A. Shuhaiber, M. Daoud, Factors influencing the acceptance of smart homes in Jordan. Int. J. Electron. Market. Retail. 11, 113–142 (2020)CrossRef I. Mashal, A. Shuhaiber, M. Daoud, Factors influencing the acceptance of smart homes in Jordan. Int. J. Electron. Market. Retail. 11, 113–142 (2020)CrossRef
20.
Zurück zum Zitat A. Shuhaiber, I. Mashal, O. Alsaryrah, The role of smart homes’ attributes on users’ acceptance, in 2019 International Conference on Electrical and Computing Technologies and Applications (ICECTA) (2019), pp. 1–4 A. Shuhaiber, I. Mashal, O. Alsaryrah, The role of smart homes’ attributes on users’ acceptance, in 2019 International Conference on Electrical and Computing Technologies and Applications (ICECTA) (2019), pp. 1–4
21.
Zurück zum Zitat A. Shuhaiber, I. Mashal, O. Alsaryrah, Smart homes as an IoT application: Predicting attitudes and behaviours, in 2019 IEEE/ACS 16th International Conference on Computer Systems and Applications (AICCSA) (2019), pp. 1–7 A. Shuhaiber, I. Mashal, O. Alsaryrah, Smart homes as an IoT application: Predicting attitudes and behaviours, in 2019 IEEE/ACS 16th International Conference on Computer Systems and Applications (AICCSA) (2019), pp. 1–7
22.
Zurück zum Zitat I. Mashal, A. Shuhaiber, What makes Jordanian residents buy smart home devices? A factorial investigation using PLS-SEM. Kybernetes 48, 1681–1698 (2019)CrossRef I. Mashal, A. Shuhaiber, What makes Jordanian residents buy smart home devices? A factorial investigation using PLS-SEM. Kybernetes 48, 1681–1698 (2019)CrossRef
23.
Zurück zum Zitat G. Dileep, A survey on smart grid technologies and applications. Renew. Energy 146, 2589–2625. 2020/02/01/ (2020)CrossRef G. Dileep, A survey on smart grid technologies and applications. Renew. Energy 146, 2589–2625. 2020/02/01/ (2020)CrossRef
24.
Zurück zum Zitat U. Department of Energy, 2010 Smart Grid System Report (US Department of Energy, Washington, DC, 2009) U. Department of Energy, 2010 Smart Grid System Report (US Department of Energy, Washington, DC, 2009)
25.
Zurück zum Zitat Y. Bamberger, J. Baptista, R. Belmans, B.M. Buchholz, M. Chebbo, J.L.D.V. Doblado, et al., Vision and Strategy for Europe’s Electricity Networks of the Future: European Technology PlatformSmartGrids (2006) Y. Bamberger, J. Baptista, R. Belmans, B.M. Buchholz, M. Chebbo, J.L.D.V. Doblado, et al., Vision and Strategy for Europe’s Electricity Networks of the Future: European Technology PlatformSmartGrids (2006)
26.
Zurück zum Zitat N. Good, K.A. Ellis, P. Mancarella, Review and classification of barriers and enablers of demand response in the smart grid. Renew. Sust. Energ. Rev. 72, 57–72. 2017/05/01/ (2017)CrossRef N. Good, K.A. Ellis, P. Mancarella, Review and classification of barriers and enablers of demand response in the smart grid. Renew. Sust. Energ. Rev. 72, 57–72. 2017/05/01/ (2017)CrossRef
27.
Zurück zum Zitat M. Rahmani-andebili, Modeling nonlinear incentive-based and price-based demand response programs and implementing on real power markets. Electr. Power Syst. Res. 132, 115–124. 2016/03/01/ (2016)CrossRef M. Rahmani-andebili, Modeling nonlinear incentive-based and price-based demand response programs and implementing on real power markets. Electr. Power Syst. Res. 132, 115–124. 2016/03/01/ (2016)CrossRef
29.
Zurück zum Zitat M. Rahmani-Andebili, Robust operation of a reconfigurable electrical distribution system by optimal charging management of plug-in electric vehicles considering the technical, social, and geographical aspects, in Planning and Operation of Plug-In Electric Vehicles: Technical, Geographical, and Social Aspects, ed. by M. Rahmani-Andebili, (Springer, Cham, 2019), pp. 75–104CrossRef M. Rahmani-Andebili, Robust operation of a reconfigurable electrical distribution system by optimal charging management of plug-in electric vehicles considering the technical, social, and geographical aspects, in Planning and Operation of Plug-In Electric Vehicles: Technical, Geographical, and Social Aspects, ed. by M. Rahmani-Andebili, (Springer, Cham, 2019), pp. 75–104CrossRef
30.
Zurück zum Zitat M. Rahmani-Andebili, M. Fotuhi-Firuzabad, An adaptive approach for PEVs charging management and reconfiguration of electrical distribution system penetrated by renewables. IEEE Trans. Ind. Inf. 14, 2001–2010 (2018)CrossRef M. Rahmani-Andebili, M. Fotuhi-Firuzabad, An adaptive approach for PEVs charging management and reconfiguration of electrical distribution system penetrated by renewables. IEEE Trans. Ind. Inf. 14, 2001–2010 (2018)CrossRef
31.
Zurück zum Zitat M. Rahmani-Andebili, Studying the effects of plug-in electric vehicles on the real power markets demand considering the technical and social aspects, in Planning and Operation of Plug-In Electric Vehicles: Technical, Geographical, and Social Aspects, ed. by M. Rahmani-Andebili, (Springer, Cham, 2019), pp. 1–21CrossRef M. Rahmani-Andebili, Studying the effects of plug-in electric vehicles on the real power markets demand considering the technical and social aspects, in Planning and Operation of Plug-In Electric Vehicles: Technical, Geographical, and Social Aspects, ed. by M. Rahmani-Andebili, (Springer, Cham, 2019), pp. 1–21CrossRef
32.
Zurück zum Zitat M.H. Rehmani, M. Reisslein, A. Rachedi, M. Erol-Kantarci, M. Radenkovic, Integrating renewable energy resources into the smart grid: Recent developments in information and communication technologies. IEEE Trans. Ind. Inf. 14, 2814–2825 (2018)CrossRef M.H. Rehmani, M. Reisslein, A. Rachedi, M. Erol-Kantarci, M. Radenkovic, Integrating renewable energy resources into the smart grid: Recent developments in information and communication technologies. IEEE Trans. Ind. Inf. 14, 2814–2825 (2018)CrossRef
33.
Zurück zum Zitat R. Bayindir, I. Colak, G. Fulli, K. Demirtas, Smart grid technologies and applications. Renew. Sust. Energ. Rev. 66, 499–516. 2016/12/01/ (2016)CrossRef R. Bayindir, I. Colak, G. Fulli, K. Demirtas, Smart grid technologies and applications. Renew. Sust. Energ. Rev. 66, 499–516. 2016/12/01/ (2016)CrossRef
34.
Zurück zum Zitat B. Heile, Smart grids for green communications [Industry Perspectives]. IEEE Wirel. Commun. 17, 4–6 (2010)CrossRef B. Heile, Smart grids for green communications [Industry Perspectives]. IEEE Wirel. Commun. 17, 4–6 (2010)CrossRef
35.
Zurück zum Zitat M. Kuzlu, M. Pipattanasomporn, Assessment of communication technologies and network requirements for different smart grid applications, in 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT) (2013), pp. 1–6 M. Kuzlu, M. Pipattanasomporn, Assessment of communication technologies and network requirements for different smart grid applications, in 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT) (2013), pp. 1–6
36.
Zurück zum Zitat B. Haddad, A. Liazid, P. Ferreira, A multi-criteria approach to rank renewables for the Algerian electricity system. Renew. Energy 107, 462–472. 2017/07/01/ (2017)CrossRef B. Haddad, A. Liazid, P. Ferreira, A multi-criteria approach to rank renewables for the Algerian electricity system. Renew. Energy 107, 462–472. 2017/07/01/ (2017)CrossRef
37.
Zurück zum Zitat S. Vashishtha, M. Ramachandran, Multicriteria evaluation of demand side management (DSM) implementation strategies in the Indian power sector. Energy 31, 2210–2225. 2006/09/01/ (2006)CrossRef S. Vashishtha, M. Ramachandran, Multicriteria evaluation of demand side management (DSM) implementation strategies in the Indian power sector. Energy 31, 2210–2225. 2006/09/01/ (2006)CrossRef
38.
Zurück zum Zitat S.-K. Yi, H.-Y. Sin, E. Heo, Selecting sustainable renewable energy source for energy assistance to North Korea. Renew. Sust. Energ. Rev. 15, 554–563. 2011/01/01/ (2011)CrossRef S.-K. Yi, H.-Y. Sin, E. Heo, Selecting sustainable renewable energy source for energy assistance to North Korea. Renew. Sust. Energ. Rev. 15, 554–563. 2011/01/01/ (2011)CrossRef
39.
Zurück zum Zitat J. Li, T. Li, L. Han, Research on the evaluation model of a smart grid development level based on differentiation of development demand. Sustainability 10, 4047 (2018)CrossRef J. Li, T. Li, L. Han, Research on the evaluation model of a smart grid development level based on differentiation of development demand. Sustainability 10, 4047 (2018)CrossRef
40.
Zurück zum Zitat X. Chuansheng, D. Dapeng, H. Shengping, X. Xin, C. Yingjie, Safety evaluation of smart grid based on AHP-entropy method. Syst. Eng. Proc. 4, 203–209. 2012/01/01/ (2012)CrossRef X. Chuansheng, D. Dapeng, H. Shengping, X. Xin, C. Yingjie, Safety evaluation of smart grid based on AHP-entropy method. Syst. Eng. Proc. 4, 203–209. 2012/01/01/ (2012)CrossRef
41.
Zurück zum Zitat J. Zhang, Z. Sang, Y. Cai, Y. Wang, Y. Shen, Y. Chen, Research on smart grid evaluation index system based on the analytic hierarchy process, in 2018 IEEE 2nd International Electrical and Energy Conference (CIEEC) (2018), pp. 463–468 J. Zhang, Z. Sang, Y. Cai, Y. Wang, Y. Shen, Y. Chen, Research on smart grid evaluation index system based on the analytic hierarchy process, in 2018 IEEE 2nd International Electrical and Energy Conference (CIEEC) (2018), pp. 463–468
42.
Zurück zum Zitat T.A. Alaqeel, S. Suryanarayanan, A fuzzy analytic hierarchy process algorithm to prioritize smart grid technologies for the Saudi electricity infrastructure. Sustain. Energy Grids Netw. 13, 122–133. 2018/03/01/ (2018)CrossRef T.A. Alaqeel, S. Suryanarayanan, A fuzzy analytic hierarchy process algorithm to prioritize smart grid technologies for the Saudi electricity infrastructure. Sustain. Energy Grids Netw. 13, 122–133. 2018/03/01/ (2018)CrossRef
43.
Zurück zum Zitat A. Janjić, M. Stanković, L. Velimirović, Smart grid strategy assessment using the fuzzy AHP, in U: 6th ICT Conference, Niš (2014), pp. 13–18 A. Janjić, M. Stanković, L. Velimirović, Smart grid strategy assessment using the fuzzy AHP, in U: 6th ICT Conference, Niš (2014), pp. 13–18
44.
Zurück zum Zitat A. Janjic, S. Savic, L. Velimirovic, V. Nikolic, Renewable energy integration in smart grids-multicriteria assessment using the fuzzy analytical hierarchy process. Turk. J. Electr. Eng. Comput. Sci. 23, 1896–1912 (2015)CrossRef A. Janjic, S. Savic, L. Velimirovic, V. Nikolic, Renewable energy integration in smart grids-multicriteria assessment using the fuzzy analytical hierarchy process. Turk. J. Electr. Eng. Comput. Sci. 23, 1896–1912 (2015)CrossRef
45.
Zurück zum Zitat G. van de Kaa, J. Rezaei, L. Kamp, A. de Winter, Photovoltaic technology selection: A fuzzy MCDM approach. Renew. Sust. Energ. Rev. 32, 662–670. 2014/04/01/ (2014)CrossRef G. van de Kaa, J. Rezaei, L. Kamp, A. de Winter, Photovoltaic technology selection: A fuzzy MCDM approach. Renew. Sust. Energ. Rev. 32, 662–670. 2014/04/01/ (2014)CrossRef
46.
Zurück zum Zitat H. Yong-Gui, L. Yan, Evaluation of power demand-side management factors in the new electric power system reform based on FAHP, in 2016 5th International Conference on Energy and Environmental Protection (ICEEP 2016) (2016), pp. 229–233 H. Yong-Gui, L. Yan, Evaluation of power demand-side management factors in the new electric power system reform based on FAHP, in 2016 5th International Conference on Energy and Environmental Protection (ICEEP 2016) (2016), pp. 229–233
47.
Zurück zum Zitat M.M. Montazeri, M. Najjartabar-Bisheh, Optimizing technology selection for power smart grid systems: A case study of Iran Power Distribution Industry (IPDI). Technol. Econ. Smart Grids Sustain. Energy 2, 6. 2017/03/30 (2017)CrossRef M.M. Montazeri, M. Najjartabar-Bisheh, Optimizing technology selection for power smart grid systems: A case study of Iran Power Distribution Industry (IPDI). Technol. Econ. Smart Grids Sustain. Energy 2, 6. 2017/03/30 (2017)CrossRef
48.
Zurück zum Zitat O.A. Sianaki, M.A.S. Masoum, A fuzzy TOPSIS approach for home energy management in smart grid with considering householders’ preferences, in 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT) (2013), pp. 1–6 O.A. Sianaki, M.A.S. Masoum, A fuzzy TOPSIS approach for home energy management in smart grid with considering householders’ preferences, in 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT) (2013), pp. 1–6
49.
Zurück zum Zitat J.R. San Cristóbal, Multi-criteria decision-making in the selection of a renewable energy project in Spain: The Vikor method. Renew. Energy 36, 498–502. 2011/02/01/ (2011)CrossRef J.R. San Cristóbal, Multi-criteria decision-making in the selection of a renewable energy project in Spain: The Vikor method. Renew. Energy 36, 498–502. 2011/02/01/ (2011)CrossRef
50.
Zurück zum Zitat M. Kumar, C. Samuel, Selection of best renewable energy source by using VIKOR method. Technol. Econ. Smart Grids Sustain. Energy 2, 8. 2017/04/19 (2017)CrossRef M. Kumar, C. Samuel, Selection of best renewable energy source by using VIKOR method. Technol. Econ. Smart Grids Sustain. Energy 2, 8. 2017/04/19 (2017)CrossRef
51.
Zurück zum Zitat M. R. Mokhtar, M. P. Abdullah, M. Y. Hassan, F. Hussin, Combination of AHP-PROMETHEE and TOPSIS for selecting the best Demand Side Management (DSM) options, in 2015 IEEE Student Conference on Research and Development (SCOReD) (2015), pp. 367–372 M. R. Mokhtar, M. P. Abdullah, M. Y. Hassan, F. Hussin, Combination of AHP-PROMETHEE and TOPSIS for selecting the best Demand Side Management (DSM) options, in 2015 IEEE Student Conference on Research and Development (SCOReD) (2015), pp. 367–372
52.
Zurück zum Zitat O. Taylan, R. Alamoudi, M. Kabli, A. AlJifri, F. Ramzi, E. Herrera-Viedma, Assessment of energy systems using extended fuzzy AHP, fuzzy VIKOR, and TOPSIS approaches to manage non-cooperative opinions. Sustainability 12, 2745 (2020)CrossRef O. Taylan, R. Alamoudi, M. Kabli, A. AlJifri, F. Ramzi, E. Herrera-Viedma, Assessment of energy systems using extended fuzzy AHP, fuzzy VIKOR, and TOPSIS approaches to manage non-cooperative opinions. Sustainability 12, 2745 (2020)CrossRef
53.
Zurück zum Zitat S. Wibowo, S. Grandhi, A multicriteria group decision making approach for evaluating sustainable smart grid systems, in 2018 13th IEEE Conference on Industrial Electronics and Applications (ICIEA) (2018), pp. 1455–1460 S. Wibowo, S. Grandhi, A multicriteria group decision making approach for evaluating sustainable smart grid systems, in 2018 13th IEEE Conference on Industrial Electronics and Applications (ICIEA) (2018), pp. 1455–1460
54.
Zurück zum Zitat D. Streimikiene, T. Balezentis, I. Krisciukaitienė, A. Balezentis, Prioritizing sustainable electricity production technologies: MCDM approach. Renew. Sust. Energ. Rev. 16, 3302–3311. 2012/06/01/ (2012)CrossRef D. Streimikiene, T. Balezentis, I. Krisciukaitienė, A. Balezentis, Prioritizing sustainable electricity production technologies: MCDM approach. Renew. Sust. Energ. Rev. 16, 3302–3311. 2012/06/01/ (2012)CrossRef
55.
Zurück zum Zitat B. Lazzerini, F. Pistolesi, A linear programming-driven MCDM approach for multi-objective economic dispatch in smart grids, in 2015 SAI Intelligent Systems Conference (IntelliSys) (2015), pp. 475–484 B. Lazzerini, F. Pistolesi, A linear programming-driven MCDM approach for multi-objective economic dispatch in smart grids, in 2015 SAI Intelligent Systems Conference (IntelliSys) (2015), pp. 475–484
56.
Zurück zum Zitat B. Lazzerini, F. Pistolesi, Efficient energy dispatching in smart microgrids using an integration of fuzzy AHP and TOPSIS assisted by linear programming, in 8th conference of the European Society for Fuzzy Logic and Technology (2013), pp. 310–317 B. Lazzerini, F. Pistolesi, Efficient energy dispatching in smart microgrids using an integration of fuzzy AHP and TOPSIS assisted by linear programming, in 8th conference of the European Society for Fuzzy Logic and Technology (2013), pp. 310–317
57.
Zurück zum Zitat H. Zhao, N. Li, Performance evaluation for sustainability of strong smart grid by using stochastic AHP and fuzzy TOPSIS methods. Sustainability 8, 129 (2016)CrossRef H. Zhao, N. Li, Performance evaluation for sustainability of strong smart grid by using stochastic AHP and fuzzy TOPSIS methods. Sustainability 8, 129 (2016)CrossRef
58.
Zurück zum Zitat H. Zhao, S. Guo, H. Zhao, Comprehensive assessment for battery energy storage systems based on fuzzy-MCDM considering risk preferences. Energy 168, 450–461. 2019/02/01/ (2019)CrossRef H. Zhao, S. Guo, H. Zhao, Comprehensive assessment for battery energy storage systems based on fuzzy-MCDM considering risk preferences. Energy 168, 450–461. 2019/02/01/ (2019)CrossRef
59.
Zurück zum Zitat H. Zhao, H. Zhao, S. Guo, Comprehensive performance evaluation of electricity grid corporations employing a novel MCDM model. Sustainability 10, 2130 (2018)CrossRef H. Zhao, H. Zhao, S. Guo, Comprehensive performance evaluation of electricity grid corporations employing a novel MCDM model. Sustainability 10, 2130 (2018)CrossRef
60.
Zurück zum Zitat H. Zhao, S. Guo, External benefit evaluation of renewable energy power in China for sustainability. Sustainability 7, 4783–4805 (2015)CrossRef H. Zhao, S. Guo, External benefit evaluation of renewable energy power in China for sustainability. Sustainability 7, 4783–4805 (2015)CrossRef
61.
Zurück zum Zitat J. Dong, R. Li, H. Huang, Performance evaluation of residential demand response based on a modified fuzzy VIKOR and scalable computing method. Energies 11, 1097 (2018)CrossRef J. Dong, R. Li, H. Huang, Performance evaluation of residential demand response based on a modified fuzzy VIKOR and scalable computing method. Energies 11, 1097 (2018)CrossRef
62.
Zurück zum Zitat J. Dong, H. Huo, S. Guo, Demand side management performance evaluation for commercial enterprises. Sustainability 8, 1041 (2016)CrossRef J. Dong, H. Huo, S. Guo, Demand side management performance evaluation for commercial enterprises. Sustainability 8, 1041 (2016)CrossRef
63.
Zurück zum Zitat J. Dong, H. Huo, D. Liu, R. Li, Evaluating the comprehensive performance of demand response for commercial customers by applying combination weighting techniques and fuzzy VIKOR approach. Sustainability 9, 1332 (2017)CrossRef J. Dong, H. Huo, D. Liu, R. Li, Evaluating the comprehensive performance of demand response for commercial customers by applying combination weighting techniques and fuzzy VIKOR approach. Sustainability 9, 1332 (2017)CrossRef
64.
Zurück zum Zitat A. Mardani, A. Jusoh, E.K. Zavadskas, F. Cavallaro, Z. Khalifah, Sustainable and renewable energy: An overview of the application of multiple criteria decision making techniques and approaches. Sustainability 7, 13947–13984 (2015)CrossRef A. Mardani, A. Jusoh, E.K. Zavadskas, F. Cavallaro, Z. Khalifah, Sustainable and renewable energy: An overview of the application of multiple criteria decision making techniques and approaches. Sustainability 7, 13947–13984 (2015)CrossRef
65.
Zurück zum Zitat A. Kumar, B. Sah, A.R. Singh, Y. Deng, X. He, P. Kumar, et al., A review of multi criteria decision making (MCDM) towards sustainable renewable energy development. Renew. Sust. Energ. Rev. 69, 596–609. 2017/03/01/ (2017)CrossRef A. Kumar, B. Sah, A.R. Singh, Y. Deng, X. He, P. Kumar, et al., A review of multi criteria decision making (MCDM) towards sustainable renewable energy development. Renew. Sust. Energ. Rev. 69, 596–609. 2017/03/01/ (2017)CrossRef
66.
Zurück zum Zitat A. Mardani, E.K. Zavadskas, Z. Khalifah, N. Zakuan, A. Jusoh, K.M. Nor, et al., A review of multi-criteria decision-making applications to solve energy management problems: Two decades from 1995 to 2015. Renew. Sust. Energ. Rev. 71, 216–256. 2017/05/01/ (2017)CrossRef A. Mardani, E.K. Zavadskas, Z. Khalifah, N. Zakuan, A. Jusoh, K.M. Nor, et al., A review of multi-criteria decision-making applications to solve energy management problems: Two decades from 1995 to 2015. Renew. Sust. Energ. Rev. 71, 216–256. 2017/05/01/ (2017)CrossRef
67.
Zurück zum Zitat E. Ilbahar, S. Cebi, C. Kahraman, A state-of-the-art review on multi-attribute renewable energy decision making. Energy Strat. Rev. 25, 18–33. 2019/08/01/ (2019)CrossRef E. Ilbahar, S. Cebi, C. Kahraman, A state-of-the-art review on multi-attribute renewable energy decision making. Energy Strat. Rev. 25, 18–33. 2019/08/01/ (2019)CrossRef
68.
Zurück zum Zitat A. Kandakoglu, A. Frini, S. Ben Amor, Multicriteria decision making for sustainable development: A systematic review. J. Multi-Criteria Decis. Anal. 26, 202–251. 2019/09/01 (2019)CrossRef A. Kandakoglu, A. Frini, S. Ben Amor, Multicriteria decision making for sustainable development: A systematic review. J. Multi-Criteria Decis. Anal. 26, 202–251. 2019/09/01 (2019)CrossRef
69.
Zurück zum Zitat M. Baumann, M. Weil, J.F. Peters, N. Chibeles-Martins, A.B. Moniz, A review of multi-criteria decision making approaches for evaluating energy storage systems for grid applications. Renew. Sust. Energ. Rev. 107, 516–534. 2019/06/01/ (2019)CrossRef M. Baumann, M. Weil, J.F. Peters, N. Chibeles-Martins, A.B. Moniz, A review of multi-criteria decision making approaches for evaluating energy storage systems for grid applications. Renew. Sust. Energ. Rev. 107, 516–534. 2019/06/01/ (2019)CrossRef
70.
Zurück zum Zitat İ. Kaya, M. Çolak, F. Terzi, A comprehensive review of fuzzy multi criteria decision making methodologies for energy policy making. Energy Strat. Rev. 24, 207–228. 2019/04/01/ (2019)CrossRef İ. Kaya, M. Çolak, F. Terzi, A comprehensive review of fuzzy multi criteria decision making methodologies for energy policy making. Energy Strat. Rev. 24, 207–228. 2019/04/01/ (2019)CrossRef
71.
Zurück zum Zitat R. Abu-Taha, Multi-criteria applications in renewable energy analysis: A literature review, in 2011 Proceedings of PICMET'11: Technology Management in the Energy Smart World (PICMET) (2011), pp. 1–8 R. Abu-Taha, Multi-criteria applications in renewable energy analysis: A literature review, in 2011 Proceedings of PICMET'11: Technology Management in the Energy Smart World (PICMET) (2011), pp. 1–8
72.
Zurück zum Zitat J.-J. Wang, Y.-Y. Jing, C.-F. Zhang, J.-H. Zhao, Review on multi-criteria decision analysis aid in sustainable energy decision-making. Renew. Sust. Energ. Rev. 13, 2263–2278. 2009/12/01/ (2009)CrossRef J.-J. Wang, Y.-Y. Jing, C.-F. Zhang, J.-H. Zhao, Review on multi-criteria decision analysis aid in sustainable energy decision-making. Renew. Sust. Energ. Rev. 13, 2263–2278. 2009/12/01/ (2009)CrossRef
73.
Zurück zum Zitat I. Siksnelyte-Butkiene, E.K. Zavadskas, D. Streimikiene, Multi-criteria decision-making (MCDM) for the assessment of renewable energy technologies in a household: A review. Energies 13, 1164 (2020)CrossRef I. Siksnelyte-Butkiene, E.K. Zavadskas, D. Streimikiene, Multi-criteria decision-making (MCDM) for the assessment of renewable energy technologies in a household: A review. Energies 13, 1164 (2020)CrossRef
74.
Zurück zum Zitat S. Alam, M.F. Sohail, S.A. Ghauri, I.M. Qureshi, N. Aqdas, Cognitive radio based smart grid communication network. Renew. Sust. Energ. Rev. 72, 535–548. 2017/05/01/ (2017)CrossRef S. Alam, M.F. Sohail, S.A. Ghauri, I.M. Qureshi, N. Aqdas, Cognitive radio based smart grid communication network. Renew. Sust. Energ. Rev. 72, 535–548. 2017/05/01/ (2017)CrossRef
75.
Zurück zum Zitat M. Kuzlu, M. Pipattanasomporn, S. Rahman, Communication network requirements for major smart grid applications in HAN, NAN and WAN. Comput. Netw. 67, 74–88. 2014/07/04/ (2014)CrossRef M. Kuzlu, M. Pipattanasomporn, S. Rahman, Communication network requirements for major smart grid applications in HAN, NAN and WAN. Comput. Netw. 67, 74–88. 2014/07/04/ (2014)CrossRef
76.
Zurück zum Zitat N.A. Qarabsh, S.S. Sabry, H.A. Qarabash, Smart grid in the context of industry 4.0: An overview of communications technologies and challenges. Indonesian J. Electr. Eng. Comput. Sci. 18, 656–665 (2020)CrossRef N.A. Qarabsh, S.S. Sabry, H.A. Qarabash, Smart grid in the context of industry 4.0: An overview of communications technologies and challenges. Indonesian J. Electr. Eng. Comput. Sci. 18, 656–665 (2020)CrossRef
77.
Zurück zum Zitat H. Daki, A. El Hannani, A. Aqqal, A. Haidine, A. Dahbi, Big Data management in smart grid: Concepts, requirements and implementation. J. Big Data 4, 1–19 (2017)CrossRef H. Daki, A. El Hannani, A. Aqqal, A. Haidine, A. Dahbi, Big Data management in smart grid: Concepts, requirements and implementation. J. Big Data 4, 1–19 (2017)CrossRef
78.
Zurück zum Zitat R. Kappagantu, S.A. Daniel, Challenges and issues of smart grid implementation: A case of Indian scenario. J. Electr. Syst. Inf. Technol. 5, 453–467. 2018/12/01/ (2018)CrossRef R. Kappagantu, S.A. Daniel, Challenges and issues of smart grid implementation: A case of Indian scenario. J. Electr. Syst. Inf. Technol. 5, 453–467. 2018/12/01/ (2018)CrossRef
79.
Zurück zum Zitat L. Tightiz, H. Yang, M.J. Piran, A survey on enhanced smart micro-grid management system with modern wireless technology contribution. Energies 13, 2258 (2020)CrossRef L. Tightiz, H. Yang, M.J. Piran, A survey on enhanced smart micro-grid management system with modern wireless technology contribution. Energies 13, 2258 (2020)CrossRef
80.
Zurück zum Zitat E. Ancillotti, R. Bruno, M. Conti, The role of communication systems in smart grids: Architectures, technical solutions and research challenges. Comput. Commun. 36, 1665–1697. 2013/11/01/ (2013)CrossRef E. Ancillotti, R. Bruno, M. Conti, The role of communication systems in smart grids: Architectures, technical solutions and research challenges. Comput. Commun. 36, 1665–1697. 2013/11/01/ (2013)CrossRef
81.
Zurück zum Zitat L. Tightiz, H. Yang, A comprehensive review on IoT protocols’ features in smart grid communication. Energies 13, 2762 (2020)CrossRef L. Tightiz, H. Yang, A comprehensive review on IoT protocols’ features in smart grid communication. Energies 13, 2762 (2020)CrossRef
82.
Zurück zum Zitat J. Gao, Y. Xiao, J. Liu, W. Liang, C.L.P. Chen, A survey of communication/networking in smart grids. Futur. Gener. Comput. Syst. 28, 391–404. 2012/02/01/ (2012)CrossRef J. Gao, Y. Xiao, J. Liu, W. Liang, C.L.P. Chen, A survey of communication/networking in smart grids. Futur. Gener. Comput. Syst. 28, 391–404. 2012/02/01/ (2012)CrossRef
83.
Zurück zum Zitat Y. Yan, Y. Qian, H. Sharif, D. Tipper, A survey on smart grid communication infrastructures: Motivations, requirements and challenges. IEEE Commun. Surv. Tutor. 15, 5–20 (2013)CrossRef Y. Yan, Y. Qian, H. Sharif, D. Tipper, A survey on smart grid communication infrastructures: Motivations, requirements and challenges. IEEE Commun. Surv. Tutor. 15, 5–20 (2013)CrossRef
84.
Zurück zum Zitat C. Hawk, A. Kaushiva, Cybersecurity and the smarter grid. Electr. J. 27, 84–95. 2014/10/01/ (2014)CrossRef C. Hawk, A. Kaushiva, Cybersecurity and the smarter grid. Electr. J. 27, 84–95. 2014/10/01/ (2014)CrossRef
85.
Zurück zum Zitat P. Jain, M. Gyanchandani, N. Khare, Big data privacy: A technological perspective and review. J. Big Data 3, 25., 2016/11/26 (2016)CrossRef P. Jain, M. Gyanchandani, N. Khare, Big data privacy: A technological perspective and review. J. Big Data 3, 25., 2016/11/26 (2016)CrossRef
86.
Zurück zum Zitat A. Bari, J. Jiang, W. Saad, A. Jaekel, Challenges in the smart grid applications: An overview. Int. J. Distrib. Sens. Netw. 10, 974682 (2014)CrossRef A. Bari, J. Jiang, W. Saad, A. Jaekel, Challenges in the smart grid applications: An overview. Int. J. Distrib. Sens. Netw. 10, 974682 (2014)CrossRef
87.
Zurück zum Zitat Y. Zhang, T. Huang, E.F. Bompard, Big data analytics in smart grids: A review. Energy Inf. 1, 8. 2018/08/13 (2018)CrossRef Y. Zhang, T. Huang, E.F. Bompard, Big data analytics in smart grids: A review. Energy Inf. 1, 8. 2018/08/13 (2018)CrossRef
88.
Zurück zum Zitat L. Wang, Heterogeneous data and big data analytics. Autom. Control Inf. Sci. 3, 8–15 (2017) L. Wang, Heterogeneous data and big data analytics. Autom. Control Inf. Sci. 3, 8–15 (2017)
89.
Zurück zum Zitat M.-A. Sanchez-Hidalgo, M.-D. Cano, A survey on visual data representation for smart grids control and monitoring. Sustain. Energy Grids Netw. 16, 351–369. 2018/12/01/ (2018)CrossRef M.-A. Sanchez-Hidalgo, M.-D. Cano, A survey on visual data representation for smart grids control and monitoring. Sustain. Energy Grids Netw. 16, 351–369. 2018/12/01/ (2018)CrossRef
90.
Zurück zum Zitat A. Sanchez, W. Rivera, Big data analysis and visualization for the smart grid, in 2017 IEEE International Congress on Big Data (BigData Congress) (2017), pp. 414–418 A. Sanchez, W. Rivera, Big data analysis and visualization for the smart grid, in 2017 IEEE International Congress on Big Data (BigData Congress) (2017), pp. 414–418
91.
Zurück zum Zitat M. Stefan, J.G. Lopez, M.H. Andreasen, R. L. Olsen, Visualization techniques for electrical grid smart metering data: A survey, in 2017 IEEE Third International Conference on Big Data Computing Service and Applications (BigDataService) (2017), pp. 165–171 M. Stefan, J.G. Lopez, M.H. Andreasen, R. L. Olsen, Visualization techniques for electrical grid smart metering data: A survey, in 2017 IEEE Third International Conference on Big Data Computing Service and Applications (BigDataService) (2017), pp. 165–171
92.
Zurück zum Zitat D.V. Nga, O.H. See, C.Y. Xuen, L.L. Chee, Visualization techniques in smart grid. Smart Grid Renew. Energy 3, 175 (2012)CrossRef D.V. Nga, O.H. See, C.Y. Xuen, L.L. Chee, Visualization techniques in smart grid. Smart Grid Renew. Energy 3, 175 (2012)CrossRef
93.
Zurück zum Zitat M. Strohbach, J. Daubert, H. Ravkin, M. Lischka, Big data storage, in New Horizons for a Data-Driven Economy: A Roadmap for Usage and Exploitation of Big Data in Europe, ed. by J. M. Cavanillas, E. Curry, W. Wahlster, (Springer, Cham, 2016), pp. 119–141CrossRef M. Strohbach, J. Daubert, H. Ravkin, M. Lischka, Big data storage, in New Horizons for a Data-Driven Economy: A Roadmap for Usage and Exploitation of Big Data in Europe, ed. by J. M. Cavanillas, E. Curry, W. Wahlster, (Springer, Cham, 2016), pp. 119–141CrossRef
94.
Zurück zum Zitat M. Lněnička, AHP model for the big data analytics platform selection. Acta Inf. Pragensia 4, 108–121 (2015)CrossRef M. Lněnička, AHP model for the big data analytics platform selection. Acta Inf. Pragensia 4, 108–121 (2015)CrossRef
95.
Zurück zum Zitat A. Siddiqa, A. Karim, A. Gani, Big data storage technologies: A survey. Front. Inf. Technol. Electron. Eng. 18, 1040–1070. 2017/08/01 (2017)CrossRef A. Siddiqa, A. Karim, A. Gani, Big data storage technologies: A survey. Front. Inf. Technol. Electron. Eng. 18, 1040–1070. 2017/08/01 (2017)CrossRef
96.
Zurück zum Zitat Y. Shen, Y. Chen, J. Zhang, Z. Sang, Q. Zhou, Self-healing evaluation of smart distribution network based on uncertainty theory. IEEE Access 7, 140022–140029 (2019)CrossRef Y. Shen, Y. Chen, J. Zhang, Z. Sang, Q. Zhou, Self-healing evaluation of smart distribution network based on uncertainty theory. IEEE Access 7, 140022–140029 (2019)CrossRef
97.
Zurück zum Zitat H. Al Garni, A. Kassem, A. Awasthi, D. Komljenovic, K. Al-Haddad, A multicriteria decision making approach for evaluating renewable power generation sources in Saudi Arabia. Sustain. Energy Technol. Assess. 16, 137–150. 2016/08/01/ (2016) H. Al Garni, A. Kassem, A. Awasthi, D. Komljenovic, K. Al-Haddad, A multicriteria decision making approach for evaluating renewable power generation sources in Saudi Arabia. Sustain. Energy Technol. Assess. 16, 137–150. 2016/08/01/ (2016)
98.
Zurück zum Zitat I. Diahovchenko, M. Kolcun, Z. Čonka, V. Savkiv, R. Mykhailyshyn, Progress and challenges in smart grids: Distributed generation, smart metering, energy storage and smart loads. Iranian J. Sci. Technol. Trans. Electr. Eng. 44, 1319–1333. 2020/12/01 (2020)CrossRef I. Diahovchenko, M. Kolcun, Z. Čonka, V. Savkiv, R. Mykhailyshyn, Progress and challenges in smart grids: Distributed generation, smart metering, energy storage and smart loads. Iranian J. Sci. Technol. Trans. Electr. Eng. 44, 1319–1333. 2020/12/01 (2020)CrossRef
99.
Zurück zum Zitat T.L. Saaty, Decision making with the analytic hierarchy process. Int. J. Serv. Sci. 1, 83–98 (2008) T.L. Saaty, Decision making with the analytic hierarchy process. Int. J. Serv. Sci. 1, 83–98 (2008)
100.
Zurück zum Zitat M. Brunelli, Introduction to the Analytic Hierarchy Process (Springer, New York, 2014)MATH M. Brunelli, Introduction to the Analytic Hierarchy Process (Springer, New York, 2014)MATH
101.
Zurück zum Zitat T.L. Saaty, L.G. Vargas, Decision Making in Economic, Political, Social, and Technological Environments with the Analytic Hierarchy Process, vol 7 (RWS Publications, Pittsburg, 1994) T.L. Saaty, L.G. Vargas, Decision Making in Economic, Political, Social, and Technological Environments with the Analytic Hierarchy Process, vol 7 (RWS Publications, Pittsburg, 1994)
102.
Zurück zum Zitat S. Seyhan, T. Mehpare, The analytic hierarchy process and analytic network process: an overview of applications. Manag. Decis. 48, 775–808. 2010/06/01 (2010)CrossRef S. Seyhan, T. Mehpare, The analytic hierarchy process and analytic network process: an overview of applications. Manag. Decis. 48, 775–808. 2010/06/01 (2010)CrossRef
103.
104.
Zurück zum Zitat S. Kubler, J. Robert, W. Derigent, A. Voisin, Y. Le Traon, A state-of the-art survey & testbed of fuzzy AHP (FAHP) applications. Expert Syst. Appl. 65, 398–422. 2016/12/15/ (2016)CrossRef S. Kubler, J. Robert, W. Derigent, A. Voisin, Y. Le Traon, A state-of the-art survey & testbed of fuzzy AHP (FAHP) applications. Expert Syst. Appl. 65, 398–422. 2016/12/15/ (2016)CrossRef
105.
Zurück zum Zitat H. Singh, M.M. Gupta, T. Meitzler, Z.-G. Hou, K.K. Garg, A.M.G. Solo, et al., Real-life applications of fuzzy logic. Adv. Fuzzy Syst. 2013, 581879. 2013/06/26 (2013) H. Singh, M.M. Gupta, T. Meitzler, Z.-G. Hou, K.K. Garg, A.M.G. Solo, et al., Real-life applications of fuzzy logic. Adv. Fuzzy Syst. 2013, 581879. 2013/06/26 (2013)
106.
Zurück zum Zitat C.-C. Yeh, Y.-F. Chen, Critical success factors for adoption of 3D printing. Technol. Forecast. Soc. Chang. 132, 209–216. 2018/07/01/ (2018)CrossRef C.-C. Yeh, Y.-F. Chen, Critical success factors for adoption of 3D printing. Technol. Forecast. Soc. Chang. 132, 209–216. 2018/07/01/ (2018)CrossRef
107.
Zurück zum Zitat P.J.M. van Laarhoven, W. Pedrycz, A fuzzy extension of Saaty’s priority theory. Fuzzy Sets Syst. 11, 229–241. 1983/01/01/ (1983)MathSciNetMATHCrossRef P.J.M. van Laarhoven, W. Pedrycz, A fuzzy extension of Saaty’s priority theory. Fuzzy Sets Syst. 11, 229–241. 1983/01/01/ (1983)MathSciNetMATHCrossRef
109.
Zurück zum Zitat S.-W. Chou, Y.-C. Chang, The implementation factors that influence the ERP (enterprise resource planning) benefits. Decis. Support. Syst. 46, 149–157. 2008/12/01/ (2008)CrossRef S.-W. Chou, Y.-C. Chang, The implementation factors that influence the ERP (enterprise resource planning) benefits. Decis. Support. Syst. 46, 149–157. 2008/12/01/ (2008)CrossRef
110.
Zurück zum Zitat S. Kim, S. Kim, A multi-criteria approach toward discovering killer IoT application in Korea. Technol. Forecast. Soc. Chang. 102(1), 143–155 (2016)CrossRef S. Kim, S. Kim, A multi-criteria approach toward discovering killer IoT application in Korea. Technol. Forecast. Soc. Chang. 102(1), 143–155 (2016)CrossRef
111.
Zurück zum Zitat E. Forman, K. Peniwati, Aggregating individual judgments and priorities with the analytic hierarchy process. Eur. J. Oper. Res. 108, 165–169. 1998/07/01/ (1998)MATHCrossRef E. Forman, K. Peniwati, Aggregating individual judgments and priorities with the analytic hierarchy process. Eur. J. Oper. Res. 108, 165–169. 1998/07/01/ (1998)MATHCrossRef
112.
Zurück zum Zitat M. Yazdani, E.K. Zavadskas, J. Ignatius, M.D. Abad, Sensitivity analysis in MADM methods: Application of material selection. Eng. Econ. 27, 382–391 (2016)CrossRef M. Yazdani, E.K. Zavadskas, J. Ignatius, M.D. Abad, Sensitivity analysis in MADM methods: Application of material selection. Eng. Econ. 27, 382–391 (2016)CrossRef
113.
Zurück zum Zitat E. Triantaphyllou, A. Sánchez, A sensitivity analysis approach for some deterministic multi-criteria decision-making methods*. Decis. Sci. 28, 151–194. 1997/01/01 (1997)CrossRef E. Triantaphyllou, A. Sánchez, A sensitivity analysis approach for some deterministic multi-criteria decision-making methods*. Decis. Sci. 28, 151–194. 1997/01/01 (1997)CrossRef
114.
Zurück zum Zitat A. Memariani, A. Amini, A. Alinezhad, Sensitivity analysis of simple additive weighting method (SAW): The results of change in the weight of one attribute on the final ranking of alternatives. J. Optim. Ind. Eng. (J. Ind. Eng.) 4, 13–18 (2009) A. Memariani, A. Amini, A. Alinezhad, Sensitivity analysis of simple additive weighting method (SAW): The results of change in the weight of one attribute on the final ranking of alternatives. J. Optim. Ind. Eng. (J. Ind. Eng.) 4, 13–18 (2009)
115.
Zurück zum Zitat K. Govindan, M. Kaliyan, D. Kannan, A.N. Haq, Barriers analysis for green supply chain management implementation in Indian industries using analytic hierarchy process. Int. J. Prod. Econ. 147, 555–568. 2014/01/01/ (2014)CrossRef K. Govindan, M. Kaliyan, D. Kannan, A.N. Haq, Barriers analysis for green supply chain management implementation in Indian industries using analytic hierarchy process. Int. J. Prod. Econ. 147, 555–568. 2014/01/01/ (2014)CrossRef
116.
117.
Zurück zum Zitat M. Kim, A survey on guaranteeing availability in smart grid communications, in 2012 14th International Conference on Advanced Communication Technology (ICACT) (2012), pp. 314–317 M. Kim, A survey on guaranteeing availability in smart grid communications, in 2012 14th International Conference on Advanced Communication Technology (ICACT) (2012), pp. 314–317
Metadaten
Titel
Evaluation and Assessment of Smart Grid Reliability Using Fuzzy Multi-criteria Decision-Making
verfasst von
Ibrahim Mashal
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-64627-1_3