Prediction of Sunspots using Fuzzy Logic: A Triangular Membership Function-based Fuzzy C-Means Approach

Fuzzy logic is an algorithm that works on “degree of truth”, instead of the conventional crisp logic where the possible answer can be 1 or 0. Fuzzy logic resembles human thinking as it considers all the possible outcomes between 1 and 0 and it tries to reflect reality. Generation of membership funct...

Full description

Saved in:
Bibliographic Details
Published inInternational journal of advanced computer science & applications Vol. 12; no. 2
Main Authors Azam, Muhammad Hamza, Hilmi, Mohd, Jadid, Said, Hassan, Saima
Format Journal Article
LanguageEnglish
Published West Yorkshire Science and Information (SAI) Organization Limited 2021
Subjects
Algorithms
Fuzzy logic
Sunspots
Online AccessGet full text

Cover

Abstract Fuzzy logic is an algorithm that works on “degree of truth”, instead of the conventional crisp logic where the possible answer can be 1 or 0. Fuzzy logic resembles human thinking as it considers all the possible outcomes between 1 and 0 and it tries to reflect reality. Generation of membership functions is the key factor of fuzzy logic. An approach for generating fuzzy gaussian and triangular membership function using fuzzy c-means is considered in this research. The problem related to sunspot prediction is considered and its accuracy is calculated. It is evident from the results that the proposed technique of generating membership functions using fuzzy c-means can be adopted for predicting sunspots.
AbstractList Fuzzy logic is an algorithm that works on “degree of truth”, instead of the conventional crisp logic where the possible answer can be 1 or 0. Fuzzy logic resembles human thinking as it considers all the possible outcomes between 1 and 0 and it tries to reflect reality. Generation of membership functions is the key factor of fuzzy logic. An approach for generating fuzzy gaussian and triangular membership function using fuzzy c-means is considered in this research. The problem related to sunspot prediction is considered and its accuracy is calculated. It is evident from the results that the proposed technique of generating membership functions using fuzzy c-means can be adopted for predicting sunspots.
Author Jadid, Said
Hilmi, Mohd
Hassan, Saima
Azam, Muhammad Hamza
Author_xml – sequence: 1
  givenname: Muhammad Hamza
  surname: Azam
  fullname: Azam, Muhammad Hamza
– sequence: 2
  givenname: Mohd
  surname: Hilmi
  fullname: Hilmi, Mohd
– sequence: 3
  givenname: Said
  surname: Jadid
  fullname: Jadid, Said
– sequence: 4
  givenname: Saima
  surname: Hassan
  fullname: Hassan, Saima
BookMark eNotkE1PwjAYxxuDiYh8Aw9NPA_7OlZvyyKKgWgCJt6aru3GCLSzZQf49E7gufyfw_8l-d2DgfPOAvCI0QQznorn-UderPIJQQRPEO6F8RswJJinCedTNDj_WYLR9OcOjGPcov6oIGlGh6D-CtY0-tB4B30FV52LrT9E2MXG1XDWnU5HuPB1o19gDtehUa7udirApd2XNsRN0_Ymd84npYrWXDNFsrTKRZi3bfBKbx7AbaV20Y6vOgLfs9d18Z4sPt_mRb5INCX8kBBjhaUqE5ZMMaGq5MyUlBvEKk15luqyylJSVgZlmhtGkUoF0qYU1lamYpiOwNOlt5_97Ww8yK3vgusnJUk57_EwIXoXu7h08DEGW8k2NHsVjhIjeaYqL1TlP1V5pUr_AMg_bYU
CitedBy_id crossref_primary_10_32604_cmc_2022_028292
crossref_primary_10_53433_yyufbed_1239769
ContentType Journal Article
Copyright 2021. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2021. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
3V.
7XB
8FE
8FG
8FK
8G5
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
GNUQQ
GUQSH
HCIFZ
JQ2
K7-
M2O
MBDVC
P5Z
P62
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
Q9U
DOI 10.14569/IJACSA.2021.0120245
DatabaseName CrossRef
ProQuest Central (Corporate)
ProQuest Central (purchase pre-March 2016)
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
Research Library (Alumni Edition)
ProQuest Central (Alumni)
ProQuest Central
Advanced Technologies & Aerospace Database‎ (1962 - current)
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
ProQuest Central
ProQuest Central Student
Research Library Prep
SciTech Premium Collection (Proquest) (PQ_SDU_P3)
ProQuest Computer Science Collection
Computer Science Database
ProQuest research library
Research Library (Corporate)
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
ProQuest Central Basic
DatabaseTitle CrossRef
Publicly Available Content Database
Research Library Prep
Computer Science Database
ProQuest Central Student
Technology Collection
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
Research Library (Alumni Edition)
ProQuest Central China
ProQuest Central
ProQuest Central Korea
ProQuest Research Library
Advanced Technologies & Aerospace Collection
ProQuest Central Basic
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest Central (Alumni)
DatabaseTitleList Publicly Available Content Database
Database_xml – sequence: 1
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 2156-5570
ExternalDocumentID 10_14569_IJACSA_2021_0120245
GroupedDBID .DC
5VS
8G5
AAYXX
ABUWG
AFKRA
ALMA_UNASSIGNED_HOLDINGS
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
CITATION
DWQXO
EBS
EJD
GNUQQ
GROUPED_DOAJ
GUQSH
HCIFZ
K7-
KQ8
M2O
OK1
PIMPY
RNS
3V.
7XB
8FE
8FG
8FK
JQ2
MBDVC
P62
PQEST
PQQKQ
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c325t-2de9e3a89e27123ab54db35d04fc3586cbf862bfd08c5d430a690cdb9eefdf413
IEDL.DBID 8FG
ISSN 2158-107X
IngestDate Thu Oct 10 18:46:33 EDT 2024
Fri Aug 23 01:49:30 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed false
IsScholarly true
Issue 2
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c325t-2de9e3a89e27123ab54db35d04fc3586cbf862bfd08c5d430a690cdb9eefdf413
OpenAccessLink https://www.proquest.com/docview/2655120499?pq-origsite=%requestingapplication%
PQID 2655120499
PQPubID 5444811
ParticipantIDs proquest_journals_2655120499
crossref_primary_10_14569_IJACSA_2021_0120245
PublicationCentury 2000
PublicationDate 2021-00-00
PublicationDateYYYYMMDD 2021-01-01
PublicationDate_xml – year: 2021
  text: 2021-00-00
PublicationDecade 2020
PublicationPlace West Yorkshire
PublicationPlace_xml – name: West Yorkshire
PublicationTitle International journal of advanced computer science & applications
PublicationYear 2021
Publisher Science and Information (SAI) Organization Limited
Publisher_xml – name: Science and Information (SAI) Organization Limited
SSID ssj0000392683
Score 2.2297623
Snippet Fuzzy logic is an algorithm that works on “degree of truth”, instead of the conventional crisp logic where the possible answer can be 1 or 0. Fuzzy logic...
SourceID proquest
crossref
SourceType Aggregation Database
SubjectTerms Algorithms
Fuzzy logic
Sunspots
Title Prediction of Sunspots using Fuzzy Logic: A Triangular Membership Function-based Fuzzy C-Means Approach
URI https://www.proquest.com/docview/2655120499
Volume 12
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV07b8IwELZaWLr0XZWWIg9dXYLjxEmXKkVQigRCBSS2KH51CxTCUH59fcHpY-kYJc7w2b7v7ny-D6H7KOYqCwUjXPCYMKkCEjP76PthFnNqVGbKAtlxOJiz4SJYuITbxpVVVjaxNNRqKSFH3qah5XYKDvrT6oOAahScrjoJjUNU71DOIfiK-i_fORbPkn9YduK0xAZdTPnC3Z6zbkPcfh0m3WliY0TaeYA7pBTuNP1mp7_GuWSc_ik6dq4iTvZze4YOdH6OTioZBux25QV6n6zhtAUQxkuDp1voVl5sMJS0v-P-drf7xCCpLB9xgmd2weUgP7_GIw1iIFCtZT_Ky_EESE25MV0y0pbIcOLajl-ieb836w6I008g0qdBQajSsfazKNaUW4LKRMCU8APlMSP9IAqlMDaeEUZ5kQwU873MhspSiVhro4xltytUy5e5vkbY41pZX4_KQHhMh1CCKE2UcRXJDtORaSBS4Zau9m0yUggvAOd0j3MKOKcO5wZqVuCmbtNs0p8pvvn_9S06gp_tMyFNVCvWW31nfYNCtMoF0EL159548vYFrzq4wg
link.rule.ids 315,783,787,4031,12777,21400,27935,27936,27937,33385,33756,43612,43817
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LU8IwEM4oHPTi2xFFzcFrpKbpy4tTGRhAYBiBGW6d5sWtIJSD_HqzJfVx8dhp08OXZL_dzWY_hB7CKJCpzxkJeBARJqRHImYeXddPo4BqmeqiQHbod6asN_NmNuG2tmWVpU0sDLVcCMiRN6hvuJ2Cg_6y_CCgGgWnq1ZCYx9VoVWVCb6qr63h6P07y-IY-veLXpyG2qCPaTCz9-eM4xA1ur24OY5NlEifHuEWKYVbTb_56a95LjinfYKOrLOI493snqI9lZ2h41KIAdt9eY7moxWctwDGeKHxeAP9yvM1hqL2OW5vtttPDKLK4hnHeGKWXAYC9Cs8UCAHAvVa5qOsGE-A1qQd0yQDZagMx7bx-AWatluTZodYBQUiXOrlhEoVKTcNI0UDQ1Ep95jkricdpoXrhb7g2kQ0XEsnFJ5krpOaYFlIHimlpTb8dokq2SJTVwg7gZLG26PC4w5TPhQhCh2mgQzFE1OhriFS4pYsd40yEggwAOdkh3MCOCcW5xqql-Amdtusk59Jvv7_9T066EwG_aTfHb7doEP48S4vUkeVfLVRt8ZTyPmdXQ5f2i-7eQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Prediction+of+Sunspots+using+Fuzzy+Logic%3A+A+Triangular+Membership+Function-based+Fuzzy+C-Means+Approach&rft.jtitle=International+journal+of+advanced+computer+science+%26+applications&rft.au=Muhammad+Hamza+Azam&rft.au=Mohd+Hilmi+Hasan&rft.au=Said+Jadid+Abdul+Kadir&rft.au=Hassan%2C+Saima&rft.date=2021&rft.pub=Science+and+Information+%28SAI%29+Organization+Limited&rft.issn=2158-107X&rft.eissn=2156-5570&rft.volume=12&rft.issue=2&rft_id=info:doi/10.14569%2FIJACSA.2021.0120245
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2158-107X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2158-107X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2158-107X&client=summon