Ιδρυματικό Αποθετήριο
Πολυτεχνείο Κρήτης
Πολυτεχνείο Κρήτης
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| URI | http://purl.tuc.gr/dl/dias/93214083-0753-4F34-B7C0-C12322305B6A | - |
| Αναγνωριστικό | https://ieeexplore.ieee.org/document/7981153/ | - |
| Αναγνωριστικό | https://doi.org/10.1109/PTC.2017.7981153 | - |
| Γλώσσα | en | - |
| Τίτλος | Long-term electricity demand forecasting via ordinal regression analysis: the case of Greece | en |
| Δημιουργός | Angelopoulos Dimitrios | en |
| Δημιουργός | Psarras John E. | en |
| Δημιουργός | Siskos, Yannis | en |
| Εκδότης | Institute of Electrical and Electronics Engineers | en |
| Περίληψη | Electricity demand forecasting constitutes a critical process in the operation and planning procedures of power networks that highly affects the decisions of utility providers and energy policy makers. Accurate forecasting is vital in reducing costs, related to excess electricity storage and infrastructures, and achieving enhanced power security and stability. A novel modeling approach for long-term electricity demand forecasting is introduced via the application of ordinal regression analysis. Annual forecasts of the total net electricity demand in the Greek interconnected power system are provided for the years 2016-2025. The Gross Domestic Product (GDP) has been identified as the greatest influential parameter on the evolution of electricity demand. Furthermore, the forecasting model has achieved a minimum Mean Absolute Percentage Error (MAPE) of 2.14%. The extracted forecasts indicate a constant increase of the total net electricity demand in Greece as a result of the expected economic growth during the upcoming years. | en |
| Τύπος | Πλήρης Δημοσίευση σε Συνέδριο | el |
| Τύπος | Conference Full Paper | en |
| Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
| Ημερομηνία | 2018-04-25 | - |
| Ημερομηνία Δημοσίευσης | 2017 | - |
| Θεματική Κατηγορία | Electricity demand forecasting | en |
| Θεματική Κατηγορία | Greece | en |
| Θεματική Κατηγορία | Non-linear optimization | en |
| Θεματική Κατηγορία | Ordinal regression | en |
| Βιβλιογραφική Αναφορά | D. Angelopoulos, J. Psarras and Y. Siskos, "Long-term electricity demand forecasting via ordinal regression analysis: The case of Greece," in IEEE Manchester PowerTech, 2017. doi : 10.1109/PTC.2017.7981153 | en |
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