Browsing Academic by Author "Amer, Aya"
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Demand Response in HEMSs Using DRL and the Impact of Its Various Configurations and Environmental Changes
Amer, Aya; Shaban, Khaled; Massoud, Ahmed ( MDPI , 2022 , Article)With smart grid advances, enormous amounts of data are made available, enabling the training of machine learning algorithms such as deep reinforcement learning (DRL). Recent research has utilized DRL to obtain optimal ... -
DRL-HEMS: Deep Reinforcement Learning Agent for Demand Response in Home Energy Management Systems Considering Customers and Operators Perspectives
Amer, Aya; Shaban, Khaled; Massoud, Ahmed ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)With the smart grid and smart homes development, different data are made available, providing a source for training algorithms, such as deep reinforcement learning (DRL), in smart grid applications. These algorithms allowed ... -
Home energy management system embedded with a multi objective demand response optimization model to benefit customers and operators
Amer, Aya Ali Mahmoud Ali (2021 , Master Thesis)This thesis aims to develop a Home Energy Management System (HEMS) that optimizes the load demand and distributed energy resources considering utility price signal, customer satisfaction, and distribution transformer ...