Monthly Average Wind Speed Forecasting in Giresun Province with Fuzzy Regression Functions Approach

نویسندگان

چکیده

In recent years, fuzzy inference systems have been used as an effective method for forecasting problems instead of classical time series methods. Fuzzy are based on sets and use membership values well the original data. The regression functions approach, which is one popular systems, has different importance from many with its features that it does not a rule base easier to apply, unlike in literature. this study, both monthly average wind speed Giresun Province performed first literature approach forecasting. To evaluate performance forecast Province, results obtained methods suggested compared. As result evaluations, concluded forecasts by superior than some other

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Average Hourly Wind Speed Forecasting with ANFIS

Wind energy is increasing its participation as a main source of energy in power grids and electric utility systems around the world. One of the main difficulties of integrating large amounts of wind energy in power grids is the natural intermittency of its generated power [1, 2] due to the energy produced from the wind turbine being dependent on the availability of the wind, which is highly sto...

متن کامل

Evaluation of Optimal Fuzzy Membership Function for Wind Speed Forecasting

In this paper, a new approach is proposed in order to select an optimal membership function for inputs of wind speed prediction system. Then using a fuzzy method and the stochastic characteristics of wind speed in the previous year, the wind speed modeling is performed and the wind speed for the future year will be predicted. In this proposed method, the average and the standard deviation of in...

متن کامل

Fuzzy rough regression with application to wind speed prediction

Article history: Received 19 January 2013 Received in revised form 11 March 2014 Accepted 15 March 2014 Available online 16 April 2014

متن کامل

evaluation of optimal fuzzy membership function for wind speed forecasting

in this paper, a new approach is proposed in order to select an optimal membership function for inputs of wind speed prediction system. then using a fuzzy method and the stochastic characteristics of wind speed in the previous year, the wind speed modeling is performed and the wind speed for the future year will be predicted. in this proposed method, the average and the standard deviation of in...

متن کامل

Adaptive Neuro-Fuzzy Forecasting for Egypt‘s East Coast Wind-Speed

Wind energy contribution as a source of energy in electric utility systems around the world is on the increase. One of the major challenges of wind energy generation is its natural intermittency; unpredictability, and uncertainty. In this paper, two and three dimensional visualization profiles were presented for the power coefficient. Further, two and three dimensional profiles for the turbine ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Journal of anatolian environmental and animal sciences

سال: 2022

ISSN: ['2548-0006']

DOI: https://doi.org/10.35229/jaes.1022200