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

متن کامل این مقاله منتشر نشده است و فقط به صورت چکیده یا چکیده مبسوط در پایگاه موجود می باشد.
توضیح: معمولا کلیه مقالاتی که کمتر از ۵ صفحه باشند در پایگاه سیویلیکا اصل مقاله (فول تکست) محسوب نمی شوند و فقط کاربران عضو بدون کسر اعتبار می توانند فایل آنها را دریافت نمایند.

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

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.

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