0% Complete
صفحه اصلی
/
سی و سومین کنفرانس بین المللی مهندسی برق
Net Load Forecasting of Household Prosumers Considering Deep Reinforcement Learning
نویسندگان :
Behzad Motallebi Azar
1
Rasool Kazemzadeh
2
Morteza Zare Oskouei
3
Behnam Mohammadi-Ivatloo
4
1- Sahand University of Technology
2- Sahand University of Technology
3- Sahand University of Technology
4- Lappeenranta University of Technology
کلمات کلیدی :
Net load forecasting،Machine learning،Household prosumers،Deep reinforcement learning
چکیده :
The advent of machine learning (ML) has opened up a promising avenue for forecasting energy systems operations. Meanwhile, deep reinforcement learning (DRL) algorithms as advanced ML techniques attracted lots of attention. In this regard, this study employs the twin delayed deep deterministic policy gradient (TD3) DRL algorithm to forecast net load in a mid-term manner for heterogeneous household prosumers over consecutive days during summer and winter, highlighting seasonal variations. Moreover, all simulations are run based on real-world data to depict the efficiency of the proposed framework.
لیست مقالات
لیست مقالات بایگانی شده
A New High Voltage Gain Non-isolated DC-DC Converter
Ahmadreza Ghanaatian - Reza Takarli - Abolfazl Vahedi
شناسایی گرههای مهم سیستم قدرت با استفاده از ابزار شبکههای پیچیده و مرکزیتهای مبتنی بر تشخیص جامعه
سپهر مردانی - علی کریمی - مهران معماری
یک روش تشخیص و تصحیح خطا برای بلوک های داده
سعیده صادقی - محسن راجی
An Ensemble Model for Sleep Stages Classification
Sahar Hassanzadeh Mostafaei - Jafar Tanha - Amir Sharafkhaneh - Zohair Hassanzadeh Mostafaei - Mohammed Hussein Ali Al-jaf - Alireza Fakhim babaei
Enhancing the Incident Angle Band in Carpet Cloaking using Deep Neural Networks
Amirhossein Fallah - Leila Yousefi - Ahmad Kalhor
طراحی و پیاده سازی ژنراتور تولید کننده پالس PFN-Marx فشرده و ماژولار برای تولید پالس 25 کیلوولتی
محمد حسین رنجبر - محمدجواد گل علی پور
Analysis the Effect of Partial Transmission Element on the Performance of Fano Laser
Mohammad Heydari - Mohammadhasan Yavari - Aref Rasoulzadeh Zali
Compact Multiband HMSIW Antenna Loaded with Complementary Split Ring Resonators
Rasol Zayer - Mohamamd Naghi Azarmanesh - Javad Nourinia - Changiz Ghobadi - Farzad Alizadeh - Bahman Mohammadi
Mountain Gazelle Optimized PID Controller for a MIMO System with External Disturbance
Siavash Shirali - Hamoun Maleki - Hadi Delavari
RCS Calculation of a Symmetrical Microstrip Array Using Discrete Bodies of Revolution Method
Hossein Mohammadzadeh - Abolghasem Zeidaabadi Nezhad - Zaker Hossein Firouzeh
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2