Decision-Making Framework for an Effective Sanitizer to Reduce COVID-19 under Fermatean Fuzzy Environment

The purpose of this article is to develop some general aggregation operators (AOs) based on Einstein’s norm operations, to cumulate the Fermatean fuzzy data in decision-making environments. A Fermatean fuzzy set (FFS), possessing the more flexible structure than the intuitionistic fuzzy set (IFS) an...

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Published inJournal of mathematics (Hidawi) Vol. 2020; no. 2020; pp. 1 - 19
Main Authors Akram, Muhammad, Ahmadini, Abdullah Ali H., Shahzadi, Gulfam
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 2020
Hindawi
John Wiley & Sons, Inc
Wiley
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Abstract The purpose of this article is to develop some general aggregation operators (AOs) based on Einstein’s norm operations, to cumulate the Fermatean fuzzy data in decision-making environments. A Fermatean fuzzy set (FFS), possessing the more flexible structure than the intuitionistic fuzzy set (IFS) and Pythagorean fuzzy set (PFS), is a competent tool to handle vague information in the decision-making process by the means of membership degree (MD) and nonmembership degree (NMD). Our target is to empower the AOs using the theoretical basis of Einstein norms for the FFS to establish some advantageous operators, namely, Fermatean fuzzy Einstein weighted averaging (FFEWA), Fermatean fuzzy Einstein ordered weighted averaging (FFEOWA), generalized Fermatean fuzzy Einstein weighted averaging (GFFEWA), and generalized Fermatean fuzzy Einstein ordered weighted averaging (GFFEOWA) operators. Some properties and important results of the proposed operators are highlighted. As an addition to the MADM strategies, an approach, based on the proposed operators, is presented to deal with Fermatean fuzzy data in MADM problems. Moreover, multiattribute decision-making (MADM) problem for the selection of an effective sanitizer to reduce coronavirus is presented to show the capability and proficiency of this new idea. The results are compared with the Fermatean fuzzy TOPSIS method to exhibit the potency of the proposed model.
AbstractList The purpose of this article is to develop some general aggregation operators (AOs) based on Einstein’s norm operations, to cumulate the Fermatean fuzzy data in decision-making environments. A Fermatean fuzzy set (FFS), possessing the more flexible structure than the intuitionistic fuzzy set (IFS) and Pythagorean fuzzy set (PFS), is a competent tool to handle vague information in the decision-making process by the means of membership degree (MD) and nonmembership degree (NMD). Our target is to empower the AOs using the theoretical basis of Einstein norms for the FFS to establish some advantageous operators, namely, Fermatean fuzzy Einstein weighted averaging (FFEWA), Fermatean fuzzy Einstein ordered weighted averaging (FFEOWA), generalized Fermatean fuzzy Einstein weighted averaging (GFFEWA), and generalized Fermatean fuzzy Einstein ordered weighted averaging (GFFEOWA) operators. Some properties and important results of the proposed operators are highlighted. As an addition to the MADM strategies, an approach, based on the proposed operators, is presented to deal with Fermatean fuzzy data in MADM problems. Moreover, multiattribute decision-making (MADM) problem for the selection of an effective sanitizer to reduce coronavirus is presented to show the capability and proficiency of this new idea. The results are compared with the Fermatean fuzzy TOPSIS method to exhibit the potency of the proposed model.
Author Akram, Muhammad
Ahmadini, Abdullah Ali H.
Shahzadi, Gulfam
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Cites_doi 10.3390/sym11121498
10.3390/sym11030383
10.3390/math7020166
10.2991/ijcis.d.200717.001
10.3233/FI-2016-1415
10.1002/int.21933
10.1002/int.20386
10.3390/math8010070
10.1002/int.21860
10.1109/tfuzz.2012.2189405
10.1007/s00500-019-03993-6
10.1002/int.21927
10.1155/2020/7279027
10.1109/TFUZZ.2013.2278989
10.1007/s00500-019-04105-0
10.1007/s00521-020-05100-5
10.1111/exsy.12325
10.1002/int.21946
10.1002/int.21985
10.1016/s0165-0114(86)80034-3
10.1007/s00500-019-04025-z
10.1109/TFUZZ.2016.2604005
10.1109/TFUZZ.2006.890678
10.3390/ijerph17103407
10.1007/s40314-020-01251-2
10.15388/informatica.2019.211
10.1002/int.21790
10.1002/int.21738
10.3233/JIFS-200789
10.1016/0165-0114(94)90082-5
10.1007/s41066-020-00233-3
10.3390/math8040538
10.3233/JIFS-200684,1-21
10.1007/s41066-020-00229-z
10.1007/s12652-019-01377-0
10.3390/sym10090383
10.1002/int.22103
10.3233/ifs-131000
10.1007/pl00004219
10.1109/tfuzz.2018.2860967
10.1016/j.knosys.2012.09.006
10.1016/j.cie.2019.106192
10.1016/s0019-9958(65)90241-x
10.1007/s10462-017-9596-9
10.1002/int.21809
10.1002/int.22183
10.1016/j.engappai.2019.05.012
10.1002/int.21911
10.1142/s0219622016500012
10.1002/int.22203
10.1016/j.omega.2005.12.003
10.1109/TSMC.2018.2852948
10.1002/int.22028
10.1080/00207721.2018.1503356
10.1155/2020/4739567
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Copyright Copyright © 2020 Muhammad Akram et al.
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References 44
P. Liu (38) 2020; 13
45
46
X. Ma (40) 2020
47
48
R. R. Yager (3)
X. Peng (58) 2016; 147
R. R. Yager (4) 2016; 25
50
Z. Xu (6) 2007; 15
51
52
53
10
54
11
55
12
56
13
57
14
15
59
16
17
18
19
1
2
5
7
9
21
22
23
24
25
26
28
29
M. Akram (27) 2020; 17
P. Liu (20) 2018; 33
30
31
32
33
34
35
36
37
39
R. R. Yager (49) 2013; 22
K. Rahman (8) 2017; 54
41
42
43
References_xml – ident: 45
  doi: 10.3390/sym11121498
– ident: 56
  doi: 10.3390/sym11030383
– ident: 34
  doi: 10.3390/math7020166
– volume: 13
  start-page: 1072
  issue: 1
  year: 2020
  ident: 38
  article-title: Specific types of q-rung picture fuzzy Yager aggregation operators for decision-making
  publication-title: International Journal of Computational Intelligence Systems
  doi: 10.2991/ijcis.d.200717.001
– volume: 147
  start-page: 415
  issue: 4
  year: 2016
  ident: 58
  article-title: Fundamental properties of Pythagorean fuzzy aggregation operators
  publication-title: Fundamenta Informaticae
  doi: 10.3233/FI-2016-1415
– volume: 33
  start-page: 315
  issue: 2
  year: 2018
  ident: 20
  article-title: Some q-rung orthopair fuzzy Bonferroni mean operators and their application to multi-attribute group decision-making
  publication-title: International Journal of Intelligent Systems
  doi: 10.1002/int.21933
– ident: 7
  doi: 10.1002/int.20386
– ident: 15
  doi: 10.3390/math8010070
– ident: 13
  doi: 10.1002/int.21860
– ident: 10
  doi: 10.1109/tfuzz.2012.2189405
– volume: 17
  start-page: 147
  issue: 5
  year: 2020
  ident: 27
  article-title: Extensions of ELECTRE-I and TOPSIS methods for group decision-making under complex Pythagorean fuzzy environment
  publication-title: Iranian Journal of Fuzzy Systems
– ident: 44
  doi: 10.1007/s00500-019-03993-6
– ident: 16
  doi: 10.1002/int.21927
– ident: 37
  doi: 10.1155/2020/7279027
– volume: 22
  start-page: 958
  issue: 4
  year: 2013
  ident: 49
  article-title: Pythagorean membership grades in multi-criteria decision-making
  publication-title: IEEE Transactions on Fuzzy Systems
  doi: 10.1109/TFUZZ.2013.2278989
– ident: 29
  doi: 10.1007/s00500-019-04105-0
– ident: 19
  doi: 10.1007/s00521-020-05100-5
– ident: 43
  doi: 10.1111/exsy.12325
– ident: 47
  doi: 10.1002/int.21946
– start-page: 1
  year: 2020
  ident: 40
  article-title: Group decision-making framework using complex Pythagorean fuzzy information
  publication-title: Neural Computing and Applications
– ident: 17
  doi: 10.1002/int.21985
– ident: 2
  doi: 10.1016/s0165-0114(86)80034-3
– ident: 39
  doi: 10.1007/s00500-019-04025-z
– start-page: 57
  ident: 3
  article-title: Pythagorean fuzzy subsets
– volume: 25
  start-page: 1222
  issue: 5
  year: 2016
  ident: 4
  article-title: Generalized orthopair fuzzy sets
  publication-title: IEEE Transactions on Fuzzy Systems
  doi: 10.1109/TFUZZ.2016.2604005
– volume: 15
  start-page: 1179
  issue: 6
  year: 2007
  ident: 6
  article-title: Intuitionistic fuzzy aggregation operators
  publication-title: IEEE Transactions on Fuzzy Systems
  doi: 10.1109/TFUZZ.2006.890678
– ident: 50
  doi: 10.3390/ijerph17103407
– ident: 30
  doi: 10.1007/s40314-020-01251-2
– ident: 24
  doi: 10.15388/informatica.2019.211
– ident: 42
  doi: 10.1002/int.21790
– ident: 57
  doi: 10.1002/int.21738
– ident: 23
  doi: 10.3233/JIFS-200789
– ident: 48
  doi: 10.1016/0165-0114(94)90082-5
– ident: 32
  doi: 10.1007/s41066-020-00233-3
– ident: 36
  doi: 10.3390/math8040538
– ident: 31
  doi: 10.3233/JIFS-200684,1-21
– ident: 22
  doi: 10.1007/s41066-020-00229-z
– ident: 5
  doi: 10.1007/s12652-019-01377-0
– ident: 54
  doi: 10.3390/sym10090383
– ident: 26
  doi: 10.1002/int.22103
– ident: 11
  doi: 10.3233/ifs-131000
– ident: 33
  doi: 10.1007/pl00004219
– ident: 35
  doi: 10.1109/tfuzz.2018.2860967
– ident: 9
  doi: 10.1016/j.knosys.2012.09.006
– ident: 52
  doi: 10.1016/j.cie.2019.106192
– ident: 1
  doi: 10.1016/s0019-9958(65)90241-x
– ident: 59
  doi: 10.1007/s10462-017-9596-9
– ident: 12
  doi: 10.1002/int.21809
– ident: 14
  doi: 10.1002/int.22183
– ident: 25
  doi: 10.1016/j.engappai.2019.05.012
– volume: 54
  start-page: 190
  issue: 3
  year: 2017
  ident: 8
  article-title: Pythagorean fuzzy weighted averaging aggregation operator and its application to decision-making theory
  publication-title: The Nucleus
– ident: 46
  doi: 10.1002/int.21911
– ident: 51
  doi: 10.1142/s0219622016500012
– ident: 21
  doi: 10.1002/int.22203
– ident: 53
  doi: 10.1016/j.omega.2005.12.003
– ident: 18
  doi: 10.1109/TSMC.2018.2852948
– ident: 41
  doi: 10.1002/int.22028
– ident: 55
  doi: 10.1080/00207721.2018.1503356
– ident: 28
  doi: 10.1155/2020/4739567
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Snippet The purpose of this article is to develop some general aggregation operators (AOs) based on Einstein’s norm operations, to cumulate the Fermatean fuzzy data in...
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SubjectTerms Coronaviruses
Decision making
Flexible structures
Fuzzy logic
Fuzzy sets
Mathematics
Norms
Operators
Sanitizers
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Title Decision-Making Framework for an Effective Sanitizer to Reduce COVID-19 under Fermatean Fuzzy Environment
URI https://search.emarefa.net/detail/BIM-1188027
https://dx.doi.org/10.1155/2020/3263407
https://www.proquest.com/docview/2458475705
https://doaj.org/article/927c59306efd4dfdab9e7e56977e0cb5
Volume 2020
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