Intelligent Tools and Techniques for Data Analytics of SPV Systems: An Experimental Case Study

Minai, Ahmad Faiz; Usmani, Tahsin; Zaman, Sami Uz

doi:10.1007/978-981-16-6081-8_16

Cited by 3 publications

(1 citation statement)

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“…They use a connectionist approach to simulation to depict the assessed system's intermediate solutions and analyze the incoming data. They're made up of linked artificial neuron clusters [68,69]. Amirtharaj et al AGONN's approach [70] is a hybrid of ANN and AGOA that leverages ANN to determine optimal utilization and reduce switching loss in a system.…”

Section: New Generation Optimization Techniquesmentioning

confidence: 99%

Optimal Sizing, Control, and Management Strategies for Hybrid Renewable Energy Systems: A Comprehensive Review

et al. 2022

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To meet the expanding energy demand, all available energy sources must be utilized. Renewable energies are both eternal and natural, but their major downside is their inconsistency. Due to the rising costs of fossil fuels and the CO2 they emit, hybrid renewable energy (HRE) sources have gained popularity as an alternative in remote and rural areas. To address this issue, a hybrid renewable energy system (HRES) can be developed by combining several energy sources. In order to build modern electrical grids that have advantages for the economy, environment, and society, the hybrid system is preferable. A summary of various optimization methods (modeling techniques) of an HRES is presented in this paper. This study offers an in-depth analysis of the best sizing, control methodologies, and energy management strategies, along with the incorporation of various renewable energy sources to form a hybrid system. Modern hybrid renewable energy system utilities rely more on an optimal design to reduce the cost function. Reviews of several mathematical models put out by various academicians are presented in this work. These models were created based on reliability analyses incorporating design factors, objective functions, and economics. The reader will get familiar with numerous system modelling optimization strategies after reading this study, and they will be able to compare different models based on their cost functions. Numerous modeling approaches and software simulation tools have been created to aid stakeholders in the planning, research, and development of HRES. The optimal use of renewable energy potential and the meticulous creation of applicable designs are closely tied to the full analysis of these undoubtedly complicated systems. In this field, as well, several optimization restrictions and objectives have been applied. Overall, the optimization, sizing, and control of HRES are covered in this paper with the energy management strategies.

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Section: New Generation Optimization Techniquesmentioning

confidence: 99%