Search Results for author: Abouzar Estebsari

Found 5 papers, 0 papers with code

Sequence-to-Sequence Model with Transformer-based Attention Mechanism and Temporal Pooling for Non-Intrusive Load Monitoring

no code implementations8 Jun 2023 Mohammad Irani Azad, Roozbeh Rajabi, Abouzar Estebsari

This paper presents a novel Sequence-to-Sequence (Seq2Seq) model based on a transformer-based attention mechanism and temporal pooling for Non-Intrusive Load Monitoring (NILM) of smart buildings.

Computational Efficiency Non-Intrusive Load Monitoring

Non-Intrusive Load Monitoring (NILM) using Deep Neural Networks: A Review

no code implementations8 Jun 2023 Mohammad Irani Azad, Roozbeh Rajabi, Abouzar Estebsari

Various methods, including machine learning and deep learning, have been used to implement and improve NILM algorithms.

Management Non-Intrusive Load Monitoring +1

Electricity Price Forecasting Model based on Gated Recurrent Units

no code implementations28 Jul 2022 Nafise Rezaei, Roozbeh Rajabi, Abouzar Estebsari

The participation of consumers and producers in demand response programs has increased in smart grids, which reduces investment and operation costs of power systems.

Short-Term Load Forecasting Using Time Pooling Deep Recurrent Neural Network

no code implementations26 Sep 2021 Elahe Khoshbakhti Vaygan, Roozbeh Rajabi, Abouzar Estebsari

In this paper, we review some of the existing Deep Learning-based methods and present our solution using Time Pooling Deep Recurrent Neural Network.

Load Forecasting Management

Generation expansion planning in the presence of wind power plants using a genetic algorithm model

no code implementations7 Jul 2020 Ali Sahragard, Hamid Falaghi, Mahdi Farhadi, Amir Mosavi, Abouzar Estebsari

The purpose of GEP is to enhance construction planning and reduce the costs of installing different types of power plants.

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