Scopus
🔓 Açık Erişim YÖKSİS Eşleşti
State of the art in energy consumption using deep learning models
AIP Advances · Haziran 2024
YÖKSİS Kayıtları
State of the art in energy consumption using deep learning models
AIP Advances · 2024 SCI-Expanded
DOKTOR ÖĞRETİM ÜYESİ AYNUR YONAR →
Makale Bilgileri
DergiAIP Advances
Yayın TarihiHaziran 2024
Cilt / Sayfa14
Scopus ID2-s2.0-85195186521
Erişim🔓 Açık Erişim
Özet
In the literature, it is well known that there is a bidirectional causality between economic growth and energy consumption. This is why it is crucial to forecast energy consumption. In this study, four deep learning models, i.e., Long Short-Term Memory (LSTM), stacked LSTM, bidirectional LSTM, and Gated Recurrent Unit (GRU), were used to forecast energy consumption in Brazil, Canada, and France. After a training test period, the performance evaluation criterion, i.e., R2, mean square error, root mean square error, mean absolute error, and mean absolute percentage error, was performed for the performance measure. It showed that GRU is the best model for Canada and France, while LSTM is the best model for Brazil. Therefore, the energy consumption prediction was made for the 12 months of the year 2017 using LSTM for Brazil and GRU for Canada and France. Based on the selected model, it was projected that the energy consumption in Brazil was 38 597.14-38 092.88, 63 900-4 800 000 GWh in Canada, and 50 999.72-32 747.01 GWh in France in 2017. The projected consumption in Canada was very high due to the country’s higher industrialization. The results obtained in this study confirmed that the nature of energy production will impact the complexity of the deep learning model.
Yazarlar (12)
1
Shikha Yadav
2
Nadjem Bailek
ORCID: 0000-0001-9051-8548
3
Prity Kumari
4
Alina Cristina Nuţă
5
Aynur Yonar
6
Thomas Plocoste
7
Soumik Ray
8
Binita Kumari
9
Mostafa Abotaleb
10
Amal H. Alharbi
ORCID: 0000-0002-7332-4941
11
Doaa Sami Khafaga
ORCID: 0000-0002-9843-6392
12
El Sayed M. El-Kenawy
ORCID: 0000-0002-9221-7658
Kurumlar
Anand Agricultural University
Anand India
Centurion University of Technology and Management
Paralakhemundi India
Delta Higher Institute of Engineering and Technology
Mansoura Egypt
KaruSphère Laboratory
Abymes France
Middle East University, Jordan
Amman Jordan
Princess Nourah Bint Abdulrahman University
Riyadh Saudi Arabia
Rashtriya Kisan Post Graduate College
Shamli India
Selçuk Üniversitesi
Selçuklu Turkey
South Ural State University
Chelyabinsk Russian Federation
Universitatea Dunarea de Jos din Galati
Galati Romania
Université Ahmed Draia - Adrar
Adrar Algeria
University of Delhi
New Delhi India
University of Tamanghasset
Tamanrasset Algeria
Metrikler
9
Atıf
12
Yazar