Replacing the production capacity of wind farms with the production capacity offossil fuel power plants and using the Random Forest method algorithm topredict wind farm wind power and speed
سال انتشار: 1401
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 121
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شناسه ملی سند علمی:
NCECM01_027
تاریخ نمایه سازی: 9 مرداد 1401
چکیده مقاله:
Due to the great problem of global warming and greenhouse gas emissions, in this article we decided to reduce the environmental problems associated with the use of fossil fuels in the production of electricity required in fossil fuel power plants, thinking of replacing renewable energy with fossil fuel. Therefore, a wind farm in Texas, USA was studied. Due to the great problem of global warming and greenhouse gas emissions, in this article we decided to reduce the environmental problems associated with the use of fossil fuels in the production of electricity required in fossil fuel power plants, thinking of replacing renewable energy with fossil fuel. Therefore, a wind farm in Texas, USA was studied and the turbine production capacity was obtained using the Random Forest method with an average square error of ۰.۰۴۸۷ in ۱۱۰ seconds. Also wind speed, which is the most important factor in generating electricity in wind turbines. By Random Forest method, the average squares error was ۰.۰۴۸۷ in ۷۵ seconds.
کلیدواژه ها:
نویسندگان
Seyed Matin Malakoti
Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran
Amir Rikhtehgar Ghiasi
Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran
Amir Aminzadeh Ghavifekr
Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran