کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5106810 1481651 2017 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Incorporating the influence of China's industrial capacity elimination policies in electricity demand forecasting
ترجمه فارسی عنوان
شامل تأثیر سیاست های حذف چین ظرفیت صنعتی در پیش بینی تقاضای برق
موضوعات مرتبط
مهندسی و علوم پایه مهندسی انرژی انرژی (عمومی)
چکیده انگلیسی
Elimination of high-emitting industrial capacity can be an effective way to control and relieve air pollution but it will also influence demand. Accurate forecasting of electricity demand requires consideration of the impact of capacity elimination policies. This paper applies a modified firefly algorithm improved by Gaussian disturbance to optimize the parameters of Support Vector Machine (SVM) in order to quantify the impact of capacity elimination policies. We consider three policy scenarios and three growth scenarios in our analysis. The results demonstrate that modified firefly algorithm (MFA) can improve the forecasting performance of SVM and electricity demand forecasting considering the influence of capacity elimination policies, and provide good reference for policy analysis and electricity demand analysis.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Utilities Policy - Volume 47, August 2017, Pages 1-11
نویسندگان
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