Jurnal : Error-free Simplification of Transparent MamdaniSystems(Jurnal Teknik Informatika)
ABSTRACT
This paper shows that combinatorial complexity offuzzy systems is at least in part caused by redundancy in thesesystems and presents the algorithm and its implementation fordetection and removal of such redundancy for a special class ofMamdani systems. Performance of the simplification algorithm isdemonstrated with uniformly impressive results on acknowledgedbenchmarks coming from different areas of engineering - truckbacker-upper control, Mackey-Glass time series prediction andIris data classification
1.INTRODUCTION
First of all, commonly there is not enough material (data)or immaterial (knowledge) evidence to cover the input spaceuniversally, not only because it would be too time consumingto collect exhaustive evidence in large scale applications butalso because of potential inconsistency that certain antecedentcombinations may present (an antecedent �IF sun is brightAND rain is heavy� could be one such example).Moreover, it is common practice that for the sake ofcompactness, the rules with little relevance are excluded fromthe model (for all we know they may be based on few noisysamples). The exclusion decision of a given rule may be basedon its contribution to approximation properties (using singularvalue decomposition, orthogonal transforms, etc.
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Kata Kunci : Jurnal Transparent Mamdani Systems, sistem pendukung keputusan, SPK, Jurnal Teknik Informatika, Jurnal Skripsi, Jurnal, Contoh Jurnal, Skripsi Teknik Informatika, Contoh Skripsi Teknik Informatika ,Contoh Skripsi, Skripsi.
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