Open access Jurnal SINTA 1
Rule Optimization of Fuzzy Inference System Sugeno using Evolution Strategy for Electricity Consumption Forecasting
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 7 No. 4 (2017)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2017-08-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
The need for accurate load forecasts will increase in the future because of the dramatic changes occurring in the electricity consumption. Sugeno fuzzy inference system (FIS) can be used for short-term load forecasting. However, challenges in the electrical load forecasting are the data used the data trend. Therefore, it is difficult to develop appropriate fuzzy rules for Sugeno FIS. This paper proposes Evolution Strategy method to determine appropriate rules for Sugeno FIS that have minimum forecasting error. Root Mean Square Error (RMSE) is used to evaluate the goodness of the forecasting result. The numerical experiments show the effectiveness of the proposed optimized Sugeno FIS for several test-case problems. The optimized Sugeno FIS produce lower RMSE comparable to those achieved by other well-known method in the literature.
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 |
| Qoirul Kotimah | University of Brawijaya | 1 |
| Vivi Nur Wijayaningrum | 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.