Pemodelan Sistem Tangki-Terhubung dengan Menggunakan Model Fuzzy Takagi-Sugeno  

Oleh:

Subiantoro, Aries

Jenis: Article from Journal - ilmiah nasional - terakreditasi DIKTI
Dalam koleksi: Makara Journal of Technology vol. 10 no. 1 (2006), page 28-33.
Topik: System Modeling; Fuzzy Takagi-Sugeno; Fuzzy Clustering; Coupled-Tank
Fulltext: Makara UI - Pemodelan Sistem Tangki Terhubung dgn Fuzzy.pdf (615.79KB)

Ketersediaan

Perpustakaan Pusat (Semanggi) Nomor Panggil: MM64.2 Non-tandon: 1 (dapat dipinjam: 0) Tandon: tidak ada

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Isi artikel

Modeling of Coupled-Tank System Using Fuzzy Takagi-Sugeno Model. This paper describes modeling of coupled tank system based oa data measurement using fuzzy Takagi-Sugeno model. The fuzzy clustering method of Gustafson Kessel algorithm is used to classify input-output data into several clusters based on distance similarity of a member o input-output data from center of cluster. The formed clusters are projected orthonorinally into each linguistic variable of premise part to determine membership function of fuzzy Takagi-Sugeno model. By estimating data in each cluster the consequent parameters of fuzzy Takagi-Sugeno model are calculated using weighted least-squares method. Th resulted fuzzy Takagi-Sugeno model is validated by using model performance parameters variance-accounted-for (VAF and root mean square (RMS) as performance indicators. The simulation results show that the fuzzy Takagi-Sugern model is able to mimic nonlinear characteristic of coupled-tank system with good value of model performance indicators.

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