Open access Jurnal SINTA 1
Optimization of Fuzzy Tsukamoto Membership Function using Genetic Algorithm to Determine the River Water
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 7 No. 5 (2017)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2017-10-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Some aquatic ecosystems in rivers depend on the river water, so it needs to be maintained by measuring and analyzing the river water quality. STORET is one of the methods used to measure the river water quality, but it takes a quite high of time and costs. Fuzzy Tsukamoto is an alternative method that works by grouping the river water data, but it is difficult to determine the membership function value. The solution offered in this study is the use of genetic algorithm to determine the membership function value of each criterion. Based on the test results, the optimization of fuzzy membership function using genetic algorithm provides higher accuracy value that is 95%, while the accuracy value without optimization process is 90%. The parameters used in genetic algorithm are as follows: population size is 80, generation number is 175, crossover rate ( cr ) is 0.6, and mutation rate ( mr ) is 0.4.
Collaboration network of the authors
40 authors · 68 co-authorship links · 10 across different organisations · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Brawijaya
- State University of Malang
- Universitas Merdeka Malang
- Institut Teknologi Sepuluh Nopember
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Yusuf Priyo Anggodo | University of Brawijaya | 3 |
| Asyrofa Rahmi | University of Brawijaya | 2 |
| Syaiful Anam | University of Brawijaya | 2 |
| Adyan Nur Alfiyatin | University of Brawijaya | 2 |
| Firnanda Al Islama Achyunda Putra | University of Brawijaya | 1 |
| Fitri Utaminingrum | University of Brawijaya | 1 |
| Ida Wahyuni | University of Brawijaya | 1 |
| Ervin Yohannes | University of Brawijaya | 1 |
| Hilman Nuril Hadi | University of Brawijaya | 1 |
| Rizal Setya Perdana | University of Brawijaya | 1 |
| Ghenniy Rachmansyah | University of Brawijaya | 1 |
| Ria Febriyana | University of Brawijaya | 1 |
| Vitara Nindya Putri Hasan | University of Brawijaya | 1 |
| Mohammad Zoqi Sarwani | University of Brawijaya | 1 |
| Luthfi Hidayat | University of Brawijaya | 1 |
| Rifki Setya Armanda | University of Brawijaya | 1 |
| Garsinia Ely Riani | University of Brawijaya | 1 |
| Fita Lathifatul Mu’asyaroh | Affiliation unknown | 1 |
| Agus Wahyu Widodo | University of Brawijaya | 1 |
| Diva Kurnianingtyas | University of Brawijaya | 1 |
| Muchammad Chandra Cahyo Utomo | University of Brawijaya | 1 |
| Candra Fajri Ananda | University of Brawijaya | 1 |
| Farhanna Mar’i | University of Brawijaya | 1 |
| Cleoputri Yusainy | University of Brawijaya | 1 |
| Gayatri Dwi Santika | University of Brawijaya | 1 |
| Agus Naba | University of Brawijaya | 1 |
| Aji Prasetya Wibawa | State University of Malang | 1 |
| Nadia Roosmalita Sari | University of Brawijaya | 1 |
| Elta Sonalitha | Universitas Merdeka Malang | 1 |
| Gusti Ahmad Fanshuri Alfarisy | University of Brawijaya | 1 |
| Muhammad Halim Natsir | University of Brawijaya | 1 |
| Agung Mustika Rizki | Institut Teknologi Sepuluh Nopember | 1 |
| Gusti Eka Yuliastuti | University of Brawijaya | 1 |
| Andi Hamdianah | University of Brawijaya | 1 |
| Hilman Taufiq | University of Brawijaya | 1 |
| Aprilia Nur Fauziyah | University of Brawijaya | 1 |
| Amalia Kartika Ariyani | University of Brawijaya | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.