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What is Centre of Gravity (COG) Defuzzification Technique

Encyclopedia of Information Science and Technology, Fourth Edition
A defuzzification technique in which the corresponding system’s fuzzy outputs are represented by the coordinates of the COG of the level’s section contained between the graph of the membership function involved and the OX axis. The COG technique can be used, under a proper manipulation, as an assessment method of the fuzzy system’s quality performance.
Published in Chapter:
Application of Fuzzy Numbers to Assessment Processes
Michael Voskoglou (Graduate Technological Educational Institute (T.E.I.), Greece)
Copyright: © 2018 |Pages: 11
DOI: 10.4018/978-1-5225-2255-3.ch280
Abstract
A Fuzzy Number (FN) is a special kind of FS on the set R of real numbers. The four classical arithmetic operations can be defined on FNs, which play an important role in fuzzy mathematics analogous to the role played by the ordinary numbers in crisp mathematics (Kaufmann & Gupta, 1991). The simplest form of FNs is the Triangular FNs (TFNs), while the Trapezoidal FNs (TpFNs) are straightforward generalizations of the TFNs. In the present work a combination of the COG defuzzification technique and of the TFNs (or TpFNs) is used as an assessment tool. Examples of assessing student problem-solving abilities and basket-ball player skills are also presented illustrating in practice the results obtained. This new fuzzy assessment method is validated by comparing its outcomes in the above examples with the corresponding outcomes of two commonly used assessment methods of the traditional logic, the calculation of the mean values and of the Grade Point Average (GPA) index. Finally, the perspectives of future research on the subject are discussed.
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Triangular and Trapezoidal Fuzzy Assessment Models
A defuzzification technique in which the fuzzy data are represented by the coordinates of the centre of gravity of the level’s section contained between the graph of the membership function involved and the OX axis. Under a proper manipulation it can be used as an assessment method of the system’s quality performance.
Full Text Chapter Download: US $37.50 Add to Cart
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