Applications of Probabilistic Forecasting in Smart Grids: A Review

نویسندگان

چکیده

This paper reviews the recent studies and works dealing with probabilistic forecasting models their applications in smart grids. According to these studies, this tries introduce a roadmap towards decision-making under uncertainty grid environment. In way, it firstly discusses common methods employed predict distribution of variables. Then, how literature used for which uncertain parameters they wanted obtain distributions. Unlike existing reviews, assesses several have been developed. next stage, provides an overview related scenario generation using distributions scenarios are adopted optimal decision-making. regard, three types optimization problems aiming capture uncertainties papers. Finally, we propose some future based on flexibility challenges power systems near future.

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

The Smart Grids in China—A Review

The concept of the smart grid has been gaining more and more attention worldwide since it was proposed by the U.S. Electric Power Research Institute in 2001. Recently, it has been propelled again by the promotion of low carbon economies in developing countries. To satisfy the exponential increase in electricity demand and alleviate environmental degradation caused by fossil fuel-based power gen...

متن کامل

Towards Accurate Electricity Load Forecasting in Smart Grids

Smart grids, or intelligent electricity grids that utilize modern IT/communication/control technologies, become a global trend nowadays. Forecasting of future grid load (electricity usage) is an important task to provide intelligence to the smart gird. Accurate forecasting will enable a utility provider to plan the resources and also to take control actions to balance the supply and the demand ...

متن کامل

Optimal Two-Tier Forecasting Power Generation Model in Smart Grids

There has been an increasing trend in the electric power system from a centralized generation-driven grid to a more reliable, environmental friendly, and customer-driven grid. One of the most important issues which the designers of smart grids need to deal with is to forecast the fluctuations of power demand and generation in order to make the power system facilities more flexible to the variab...

متن کامل

Hydrogen Storage Technologies for Smart Grids applications

Electricity sector is among the main carbon emissions contributors. This sector has the potential to reduce its carbon emissions through producing electric energy from zero emitting facilities and through the optimization of the consumption in a way to better accommodate low carbon emissions. Hydrogen society per se combined with smart grids, as this is analyzed in this manuscript, can present ...

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: Applied sciences

سال: 2022

ISSN: ['2076-3417']

DOI: https://doi.org/10.3390/app12041823