Photovoltaic power prediction for solar micro-grid optimal control

نویسندگان

چکیده

In a solar micro-grid, hybrid renewable energy system generates electricity for building’s onsite use. The battery storage and the main power grid connection are used to facilitate matching between demand production. To control flows optimally, an accurate day-ahead prediction of photovoltaic (PV) panels output is required. However, this challenging task due fluctuating nature radiation availability. accuracy influenced by modelling method input parameters. study, measured weather data gathered from experimental installation PV predict 24-hours horizon in 15 min intervals. multiple linear regression (MLR) artificial neural network (ANN) methods considered compared using performance indicators. micro-inverter technology gather individual panel addition overall output. results show that have different performances ANN model built with highest accuracy. Utilizing leads advantage having more purpose.

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

Real-time prediction models for output power and efficiency of grid-connected solar photovoltaic systems

This paper develops new real time prediction models for output power and energy efficiency of solar photovoltaic (PV) systems. These models were validated using measured data of a grid-connected solar PV system in Macau. Both time frames based on yearly average and monthly average are considered. It is shown that the prediction model for the yearly/monthly average of the minutely output power f...

متن کامل

Optimal Design of a Grid Connected Solar Photovoltaic Power System for a Residential Load

The present paper uses the software Hybrid Optimization Model for Electric Renewables (HOMER) to design and analyze a non-autonomous power system which includes a grid connected solar photovoltaic (PV) based power system with battery storage to supply a residential load located near Siliguri, WestBengal (with latitude and longitude of 26 072’N and 88 041’E respectively). For optimal system desi...

متن کامل

Control Strategy of Solar Photovoltaic Generators with MPPT and Battery Storage in Micro Grid

Maximum power point tracking (MPPT) of a photo voltaic system with different temperature and insolation conditions used for Micro grids can be explained in this paper. The micro grid conception permits small distributed energy resources (DERs) to act during a coordinated manner to produce a necessary quantity of active power and supportive service once needed. This paper proposes an approach of...

متن کامل

Optimal Control Based on Maximum Power Point Tracking (MPPT) of an Autonomous Hybrid Photovoltaic/Storage System in Micro Grid Applications

This paper investigates how to increase the efficiency of a photovoltaic/energy storage generation unit supplying dynamic loads by regulating and managing both the photovoltaic generator and the storage battery charge-discharge modes. The proposed photovoltaic/energy storage unit is proposed to supply an induction motor driven industrial pump with controlled speed and/or a DC motor driven water...

متن کامل

Power control flexibilities for grid-connected multi-functional photovoltaic inverters

This study explores the integration issues of next-generation high-penetration photovoltaic (PV) systems, where the grid is becoming more decentralised and vulnerable. In that case, the PV systems are expected to be more controllable with higher efficiency and reliability. Provision of ancillary and intelligent services, such as fault ride-through and reactive power compensation, is the key to ...

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: Energy Reports

سال: 2023

ISSN: ['2352-4847']

DOI: https://doi.org/10.1016/j.egyr.2022.11.081