0% Complete
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 Hashemnezhad
1
Hamed Delkhosh
2
Ahmad Shahabi
3
Mohsen Parsa Moghaddam
4
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
طراحی و ساخت لیدار پالسی برای خودرو خودران با حذف موثر پدیده تداخل
سبحان دبیدیان - صدرا تفقدی جامی - زهرا کاوه وش - علی فتوت احمدی
A Novel UAV-enabled V2V Mobile Network: A Reinforcement Learning Approach
Hossein Mohammadi Firouzjaei - Javad Zeraatkar - Mehrdad Ardebilipour
Enhanced Optimal Droop Control for Effective Load Sharing in an Islanded Microgrid
Rafi Zahedi - Hassan Rastegar
A Method Based on Attention Mechanism using Bidirectional Long-Short Term Memory(BLSTM) for Question Answering
Seyed Vahid Moravvej - Mohammad Javad Maleki Kahaki - Moein Salimi Sartakhti - Abdolreza Mirzaei
A Highly-Linear Wideband Differential Low-Noise Amplifier Using Derivative Superposition Technique
Abolfazl Rajaiyan - Mehdi Saberi
A Modified Suspended Carrier Transmitter for Medical Implants
Khashayar Dehghan - Omid Shoaei - Shahin Jafarabadi Ashtiani
نقش پوشش گیاهی عمودی به همراه اینترنت اشیا در کاهش آلودگی شهری
فرانک صید جانی - سبا کرمی میرعزیزی - هادی اشعریون
Optical Beam Switching using an Integrated Meta-Surface Device
Vahid Ghaffari - Leila Yousefi
تحلیل عدم تعادل جریان سه فاز شبکه فشارضعیف توزیع در پی قطع هادی نول متصل به ترانسفورماتور با استفاده از مولفههای متقارن
احمد صالحی دوبخشری
A Multi-domain Fuzzy Ensemble Approach for Epileptic Seizure Detection
Samin Shahraki - Alireza Hajabdollah javaheri - Mahdi Pourgholi - Pedram Safarpour
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3