A Multilevel Modeling Approach Towards Wind Farm Aggregated Power Curve

نویسندگان

چکیده

Wind farm multiple aggregated power curve modeling plays an important role in reducing the complexity of analyses wind management and annual prediction. There is a trade-off between accuracy curves. In this paper, $K$ -Means clustering utilized to classify turbines into homogeneous groups according new set features based on overall performance turbines. We apply multilevel methods, including random intercept slope models turbine clusters, take account hidden correlation among different clusters. Results show that our proposed methods are higher than single method alongside equal complexity. The model can be analyze behavior simulations forecast power.

برای دانلود رایگان 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

Wind Turbine Power Curve Modeling Using Parametric Approach

Abstract: In recent years, due to the limitation of fossil fuels and the environmental Impact of using these fuels, focusing on renewable energy sources has increased significantly. In developed countries, using clean energy such as wind power has been considered as an alternative source. Monitoring the performance of wind turbines and controlling their output power quality is one of the import...

متن کامل

wind farm impact on generation adequacy in power systems

در سال های اخیر به دلیل افزایش دمای متوسط کره زمین، بشر به دنبال روش های جایگزین برای تامین توان الکتریکی مورد نیاز خود بوده و همچنین در اکثر نقاط جهان سوزاندن سوخت های فسیلی در نیروگاه های حرارتی به عنوان مهم ترین روش تولید توان الکتریکی مطرح بوده است. به دلیل توجه به مسایل زیست محیطی، استفاده از منابع انرژی تجدید پذیر در سال های اخیر شدت یافته است. نیروگاه های بادی به عنوان یک منبع تولید توان...

15 صفحه اول

Wind farm power output

A simple methodology is described – the multi-turbine power curve approach – a methodology to generate a qualified estimate of the time series of the aggregated power generation from planned wind turbine units distributed in an area where limited wind time series are available. This is often the situation in a planning phase where you want to simulate planned expansions in a power system with w...

متن کامل

A Maximum Power Point Tracking Approach for Wind Farm Control

This paper presents a new methodology for controlling wind farms in a decentralized framework, where the wind turbines exchange information with their neighbours, and update their own control parameters in order to optimize the total power produced by the wind farm in a time-efficient manner, taking into account effects of wake interaction. The method can be characterized as being model-free si...

متن کامل

A Bayesian optimization approach for wind farm power maximization

The objective of this study is to develop a model-free optimization algorithm to improve the total wind farm power production in a cooperative game framework. Conventionally, for a given wind condition, an individual wind turbine maximizes its own power production without taking into consideration the conditions of other wind turbines. Under this greedy control strategy, the wake formed by the ...

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: IEEE Transactions on Sustainable Energy

سال: 2021

ISSN: ['1949-3029', '1949-3037']

DOI: https://doi.org/10.1109/tste.2021.3087018