A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review
Most real world applications face high levels of uncertainties that can affect the operations of such applications. Hence, there is a need to develop different approaches that can handle the available uncertainties and reduce their effects on the given application. To date, Type-1 Fuzzy Logic Contro...
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my.utem.eprints.140722015-05-28T04:36:06Z http://eprints.utem.edu.my/id/eprint/14072/ A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review Sharifah Sakinah, Syed Ahmad QA76 Computer software Most real world applications face high levels of uncertainties that can affect the operations of such applications. Hence, there is a need to develop different approaches that can handle the available uncertainties and reduce their effects on the given application. To date, Type-1 Fuzzy Logic Controllers (FLCs) have been applied with great success to many different real world applications. The traditional type-1 FLC which uses crisp type-1 fuzzy sets cannot handle high levels of uncertainties appropriately. Nevertheless it has been shown that a type-2 FLC using type-2 fuzzy sets can handle such uncertainties better and thus produce a better performance. As such, type-2 FLCs are considered to have the potential to overcome the limitations of type-1 FLCs and produce a new generation of fuzzy controllers with improved performance for many applications which require handling high levels of uncertainty. This paper will briefly introduce the interval type-2 FLC and its benefits. We will also present briefly some of the type-2 FLC real world applications. Praise Worthy Prize 2015 Article PeerReviewed application/pdf en http://eprints.utem.edu.my/id/eprint/14072/1/AComparisonofType1andType2.pdf Sharifah Sakinah, Syed Ahmad (2015) A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review. International Journal on Numerical and Analytical Methods in Engineering (IRENA). pp. 1-7. ISSN 2281-7026 (Submitted) |
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QA76 Computer software Sharifah Sakinah, Syed Ahmad A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
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Most real world applications face high levels of uncertainties that can affect the operations of such applications. Hence, there is a need to develop different approaches that can handle the available uncertainties and reduce their effects on the given application. To date, Type-1 Fuzzy Logic Controllers (FLCs) have been applied with great success to many different real world applications. The traditional type-1 FLC which uses crisp type-1 fuzzy sets cannot handle high levels of uncertainties appropriately. Nevertheless it has been shown that a type-2 FLC using type-2 fuzzy sets can handle such uncertainties better and thus produce a better performance. As such, type-2 FLCs are considered to have the potential to overcome the limitations of type-1 FLCs and produce a new generation of fuzzy controllers with improved performance for many applications which require handling high levels of uncertainty. This paper will briefly introduce the interval type-2 FLC and its benefits. We will also present briefly some of the type-2 FLC real world applications. |
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Article |
author |
Sharifah Sakinah, Syed Ahmad |
author_facet |
Sharifah Sakinah, Syed Ahmad |
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Sharifah Sakinah, Syed Ahmad |
title |
A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
title_short |
A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
title_full |
A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
title_fullStr |
A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
title_full_unstemmed |
A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: A review |
title_sort |
comparison of type-1 and type-2 fuzzy logic controllers in robotics: a review |
publisher |
Praise Worthy Prize |
publishDate |
2015 |
url |
http://eprints.utem.edu.my/id/eprint/14072/1/AComparisonofType1andType2.pdf http://eprints.utem.edu.my/id/eprint/14072/ |
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1665905574486736896 |
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13.214268 |