کنفرانس مهندسی برق ایران

صفحه اصلی / سی و دومین کنفرانس بین المللی مهندسی برق

Community Energy Management Using MARL: Synergy of Price-Based and Incentive-Based Demand Response

نویسندگان :

Mohammad Hashemnezhad¹ Hamed Delkhosh² Ahmad Shahabi³ Mohsen Parsa Moghaddam⁴

1- دانشگاه تربیت مدرس 2- دانشگاه تربیت مدرس 3- دانشگاه تربیت مدرس 4- دانشگاه تربیت مدرس

کلمات کلیدی :

Multi-Agent Reinforcement Learning (MARL)،Demand Response (DR)،residential energy community،aggregator،Home Energy Management Systems (HMES)

چکیده :

The decentralization trend of the power system highlights the role of consumers in future plans. Mediatory infrastructures, such as the energy community, play a vital role in the realization of customer-centric behaviors like Demand Response (DR). This paper proposes a two-stage DR strategy within a residential energy community, integrating Price-Based DR (PBDR) and Incentive-Based DR (IBDR). Multi-agent reinforcement Learning (MARL) is utilized for optimal policy training of the community aggregator and Home Energy Management System (HMES) of the consumers. The PBDR, as the initial stage, involves dynamic pricing of the aggregator to influence consumers’ behavior. This leads to a significant reduction in peak load and smoothing of the load pattern by reducing/ shifting the consumption in/ from high-priced timeslots. The PBDR program alone may be insufficient for meeting consumption thresholds imposed by the upstream operator. Therefore, an IBDR program is introduced as the second stage, offering incentives to consumers to reduce their demands further. The synergy of these two programs can successfully modify the community demand. Simulation studies show the improvements in load characteristics of the community and a positive overall reward for both aggregator and consumers, suggesting a proper balance of objectives and efficient energy management in the energy community.

لیست مقالات

لیست مقالات بایگانی شده

A Comparison Between PI-PSO, Fuzzy-PID, and Direct Adaptive Fuzzy Controllers for Controlling a Buck-Boost DC-DC Converter with Semi-Quadratic Voltage Gain and Continuous Input Current

Nasim Moradmatak - Seyed Hamid Shahalami

شناسایی کمپلکس ‎های پروتئینی با رویکرد خوشه ‎بندی EM و با استفاده از داده ‎های زیستی

مریم مولی وردیخانی - سعید جلیلی

A Low Power Wideband 0.6-5.4 GHz CG-CS LNA with pMOS-nMOS Configuration and Resistive Feedback

Sajjad Shojaei Baghini - Seyed Ali Samareh TaheriNasab - Samad Sheikhaei

مبدل زمان پیوسته سیگما دلتا با پهنای باند 200k-28M مناسب برای گیرنده های باند پایه3G,4G

فائزه جسور قره باغ - مرتضی موسی زاده

A Simulation of Bayesian Surprise

Alireza Maleki - Ali Taherinassaj - Hoda Mohammadzade

Fabrication, Simulation and Modeling of a T-Shaped Coaxial Stub Resonator

Abolfazl Ebrahimpour - Sepehr Sahab - Javad Shokri Seyyedi - Younes Sahranavard - Gholamreza Moradi

An Overview on the primary control of VSC-MTDC systems

Seyed Mohsen Alavi - Reza Ghazi

Design and fabrication tip tapered fiber optic dopamine sensor based on LSPR

Roksana Esmaeilpour - Mohammad Ismail zibaii - Masoumeh Barkand - Marzieh Pajouhandeh - Soroush Rostami - Mehdi Banihashemi - Mohammad-Mahdi Babakhani-fard

Uneven Illumination Correction in Whole Slide Imaging using Pix2Pix

Sama Nemati - Hasti Shabani

Second-order Sliding Mode Control for DC-DC buck converter with input Voltage Ripple Elimination

Maede Azimi - Mehdi Asadi - Adel Zakipour

بیشتر