کنفرانس مهندسی برق ایران

صفحه اصلی / سی امین کنفرانس بین المللی مهندسی برق

Virtual power plant participation in day-ahead and futures markets with a deep learning approach

نویسندگان :

Farzin Ghasemi Olanlari¹ Mohammad Fazel Dehghanniri² Turaj Amraee³

1- دانشگاه صنعتی خواجه نصیرالدین طوسی 2- دانشگاه صنعتی خواجه نصیرالدین طوسی 3- دانشگاه صنعتی خواجه نصیرالدین طوسی

کلمات کلیدی :

Virtual power plant,futures market,bilateral contracts,LSTM neural network

چکیده :

Abstract— This paper models a virtual power plant (VPP) with high-penetration of distributed energy resources (DERs) to participate in the day ahead (DA) and future markets and bilateral contracts with the aim of maximizing its profit. A two-stage stochastic optimization problem is developed that in the first stage, the VPP operator participates in the futures market and signs bilateral contracts. The VPP will participate in the DA market and supply its electrical loads in the second stage. The uncertainty parameters of the problem, including the DA market price, wind speed, and solar radiation, are first forecasted using the Long Short Term Memory (LSTM) neural network. Then the scenario generation and reduction method is used to cover the uncertainties in the predicted data. The problem has been simulated in three different cases, which indicate a significant increase in the profit of the VPP.

لیست مقالات

لیست مقالات بایگانی شده

Optimization of a three-phase Induction Motor for Electric Vehicles Based on Hook-Jews Optimization Method

Arash Mousaei - Naghi Rostami - Mohammad Bagher Bannae Sharifian

مدیریت انرژی یک شبکه هوشمند با ساختار هولاکراسی انرژی شامل مصرف‌کنندگان خودتولید بر اساس حق انتخاب مبتنی بر ترجیحات اقتصادی، زیست‌محیطی و اجتماعی

پیمان افضلی - مسعود رشیدی نژاد - امیر عبداللهی - محمدرضا صالحی زاده - حسین فرهمند

A Methodology for the Design of a Single-Sided Axial-Flux Permanent Magnet (AFPM) Motor for Lathe Machines

Ali Jamali-Fard - Mojtaba Mirsalim

Binomial Distribution based K-means for Graph Partitioning Approach in Partially Reconfigurable Computing system

Zahra Asgari - Maryam Sadat Mastoori

Design and Implementation of a Modular ROS-based Mobile Robot With Hierarchical Control

Erfan Riazati - Arian Hajizadeh - Seyed Majid Esmailzadeh

Extended Phase Shift Control in Dual Active Bridge Converter Considering Magnetizing Inductance of Transformer

Masood Soleimanifard - Ali Yazdian Varjani

Design and Implementation of CAN Bus Monitoring Module for Lithium Battery Management System

Shakila Kazempourdizaji - Amir Mohammad Moazami Goudarzi - Majid Shalchian

A New Gradient Driver with only a Single DC Voltage Source For Using In MRI Systems

Amirabbas Naghipour Shahrbabaki - Reza Beiranvand

Scaled CR-(RC)n Digital Filter Design for Precision Pulse Processing in Spectroscopy Applications

MohammadReza Fazli - Nasser Masoumi - Hamid Rahimpour

Noninvasive Diagnosis of the Type of Breast Tumor through Artificial Neural Networks

Pooya Tahmasebi - Maryam Mehdizadeh Dastjerdi - Ali Fallah - Saeid Rashidi

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0