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
Secret Sharing Implementation of Predictive Functional Control
Enayat Amiri - Mohammad Haeri - Saeed Adelipour
Implementation of an Optimized Deep Learning Model to Assess Pediatric Sleep Apnea Severity Using SpO2 Signals on Resource-Limited Microcontrollers
Erfan Mortazavi - Hanieh Mohammadi - Bahram Tarvirdizadeh - Khalil Alipour - Mohammad Ghamari
The change in Individual Alpha Frequency during Neurofeedback training
Maryam Dorvashi - Neda Behzadfar
Design and Implementation of CAN Bus Monitoring Module for Lithium Battery Management System
Shakila Kazempourdizaji - Amir Mohammad Moazami Goudarzi - Majid Shalchian
Family of Soft-Switched Single-Switch Switched-Resonator Converters with Low Component Count
Maryam Hajilou - Siamak Khalili - Hosein Farzanehfard
Design and Simulation of a MEMS Capacitive Switch With Low Pull-in Voltage and High Switching Speed
Davoud Razaghpoor - Mir Majid Ghasemi - Saeid Afrang - Amir Fathi - Asma Akbarli
طراحی قانون رویداد-تحریک دینامیکی برای سیستم های سینگولار خطی به منظور کاهش تعداد بروزرسانی
سیدمحمدرضا احمدانجوی - طاهره بینازاده
Implementation of a 14-Channel Real-time Compact Data Logger for Structure and Mechanical Engineering Laboratories
Keivan Sadeghinezhad - Esmaeil Najafiaghdam - Sara Dezhakam - Ali Sadeghinezhad
T-type L-2L De-Embedding Method for On-Wafer T-model Transmission Line Network
Milad Seyedi - Nasser Masoumi - Samad Sheikhaei
Bit error rate improvement in optical camera communication based on RGB LED
Farzaneh Norouzi - Saeed Olyaee - Mehran Mehraban Rad
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
