Yazar "Abdulazeez, Mshhain Ghazi" seçeneğine göre listele

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    Öğe
    Enhancing smart grid stability with the implementation of heuristic algorithms
    (Institute of Electrical and Electronics Engineers Inc., 2022) Abdulqader, Qutada Jihad; Abdulazeez, Mshhain Ghazi; Hamodat, Zaid
    The smart grid, one of the most technologically advanced systems in existence today, is responsible for balancing supply and demand (DR). Residential customers have a significant influence on the overall operation of the conventional power system due to their high levels of energy consumption. HEM is a system designed to assist consumers in monitoring, regulating, and decreasing their energy use. With the use of HEM, appliances may be designed so that their consumption is changed to match the quantity of available supply. Recent advances in artificial intelligence have facilitated the attainment of these goals (AI). Heuristic approaches include optimization techniques such as wind-driven optimization (WDO), genomics optimization (GA), and binary particle swarm optimization (BPSO) (BPSO). Simulations are used to evaluate scheduling alternatives based on parameters such as cost, peak-to-average ratio (PAR), and an equally distributed power demand pattern throughout the system. Simulation results indicate that the WDO-based HEM outperforms both the BPSO and the GA algorithms.
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    Öğe
    Fault prediction in renewable energy based smart electric grid using artificial intelligence
    (Altınbaş Üniversitesi / Lisansüstü Eğitim Enstitüsü, 2023) Abdulazeez, Mshhain Ghazi; Kurnaz, Sefer
    The concept of intelligent energy networks (Intelligent Energy Networks), or Smart Grid (SG) has been developed aiming to make the EPS operation more robust, economical, reliable, available and automated. New technologies, applications and smart devices have been developed, mainly to make the distribution layer smarter. However, an EPS must have an integrated intelligent operation, aggregating all functionalities at all levels of the EPS with the aim of improving the EPS's performance in terms of economics, quality of service and technology. The use of these resources makes it possible to make the operation of the electrical system more flexible in the contexts of generation, transmission and distribution, reaching new levels of quality for these services. One of the main impacts that EPS have on current systems is in the context of energy generation The objectives of this work are to analyze and develop methods for predicting energy demand and supply in an SG in the context of Smart Grids