1 code implementation • Applied Energy 2023 • Mert Nakıp, Onur Çopur, Emrah Biyik, Cüneyt Güzeliş
Smart home energy management systems help the distribution grid operate more efficiently and reliably, and enable effective penetration of distributed renewable energy sources.
no code implementations • 6 Nov 2020 • Mert Nakıp, Onur Çopur, Cüneyt Güzeliş
The paper shows that simple linear regression models provide high prediction accuracy values reliably but only for a 2-weeks period and that relatively complex machine learning models, which have the potential of learning long term predictions with low errors, cannot achieve to obtain good predictions with possessing a high generalization ability.