کنفرانس بین المللی فناوری و مدیریت انرژی

صفحه اصلی / نهمین کنفرانس بین المللی فناوری و مدیریت انرژی

Residential Electricity Demand Forecasting Employing a Highly Accurate BiLSTM Intelligent Model

نویسندگان :

Hamed Kheirandish Gharehbagh¹ Sajjad Miralizadeh Jalalat² Masoud Agabalaye-Rahvar³ Kazem Zare⁴ Tuba Gözel⁵

1- دانشگاه تبریز 2- دانشگاه ارومیه 3- دانشگاه تبریز 4- دانشگاه تبریز 5- Gebze Technical University

کلمات کلیدی :

Electricity demand،Short-term demand forecasting،Intelligent Analysis،Deep learning،Bidirectional long short term memory

چکیده :

Abstract—The proper operation of the electricity generation and distribution sections of microgrids requires the accurate prediction of electricity consumption. Furthermore, forecasting electric demand plays a significant role in the management and development of microgrids that can reduce power and economic losses. A novel model based on bidirectional Long Short-Term Memory (BLSTM) in pursuit of precise demand prediction is introduced in this paper. The proposed model performs impressively and achieves substantial improvements in key performance indicators (KPIs), shown by comparing its performance to five other AI-based models. To assess the effectiveness of our proposed method, a dataset of electricity consumption in Toronto, Canada from 2017 to 2021 is utilized. The outcomes of the simulations demonstrate the high accuracy of the proposed approach.

لیست مقالات

لیست مقالات بایگانی شده

A Two-Stage Stochastic Optimization Scheduling Approach for Integrating Renewable Energy Sources and Deferrable Demand in the Spinning Reserve Market

Mohammadmohsen Hayati - Ali Aminlou - Kazam Zare - Mehdi Abapour

Local Peer-to-Peer Energy Trading Evaluation in Micro-Grids with Centralized Approach

Ali Aminlou - Mohammadmohsen Hayati - Kazem Zare

A New Structure of Symmetric/Asymmetric Single Phase Multilevel Inverter to Reduce the Number of Switches and Total Blocking Voltage

Ali Seifi - Ali Nadermohammadi - Seyed-Hossein Hosseini - Mehrdad Tarafdar Hagh - Majid Hosseinpour

A Review on the Role of High-Entropy Alloys in Enhancing Energy Efficiency and Sustainable Development

Mohsen Jalali - Nasim Nayebpashaee - Nima Rasekh Saleh

Control Of Battery Pack Charging With Fuzzy Logic Controller And Interleaved Buck Converter In Electric Vehicles

Mohammad Sadegh Ahmadian Dogaheh - Hossein Madadi Kojabadi - Mohammad Reza Azizian

Flywheel Energy Storage: Challenges in Microgrids

Pooya Parvizi - Alireza Mohammadi amidi - Milad Jalilian - Hana Parvizi

Clean Energy's Role in Power Plant Development

Amir Meydani - Alireza Meidani - Shahriar Shahablavasani

MPC Controller Design for Variable Speed Wind Turbines in the presence of Actuator Faults

Hadi Azmi

طراحی کنترل‌کننده PIDA برای کنترل مبدل DC-DC بوست با استفاده از الگوریتم SMA

حسین شایقی - نیما عیسی زاده فلاحتی - مجید حسین‌پور - رضا مهاجری

Smart Energy Management: Enhancing Resilience in Integrated Power Systems with Renewable Energy, Hydrogen Storage, and Risk-Averse Operations

Behnam Karimsarmadi - Ahad Babaei borkabad - Seyedjalal Seyedshenava - Armin Dolatnia

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 41.2.0