An Innovative Metaheuristic Strategy for Solar Energy Management through a Neural Networks Framework
نویسندگان
چکیده
Proper management of solar energy as an effective renewable source is high importance toward sustainable harvesting. This paper offers a novel sophisticated method for predicting irradiance (SIr) from environmental conditions. To this end, efficient metaheuristic technique, namely electromagnetic field optimization (EFO), employed optimizing neural network. algorithm quickly mines publicly available dataset nonlinearly tuning the network parameters. suggest optimal configuration, five influential parameters EFO are optimized by extensive trial and error practice. Analyzing results showed that proposed model can learn SIr pattern predict it unseen conditions with accuracy. Furthermore, provided about 10% 16% higher accuracy compared to two benchmark optimizers, shuffled complex evolution frog leaping algorithm. Hence, EFO-supervised be promising tool early prediction in The findings research may shed light on use advanced intelligent models development.
منابع مشابه
A TQM and JIT Integrated Continuous Improvement Model For Organizational Success: An Innovative Framework
Abstract Manufacturing companies must find competitive methods to produce products cheaper, faster and better to continuously satisfy their customers and acquire organizational success. For continuous improvement to be more successful, hybrid programs such as integrated TQM and JIT approaches give better results. As the existing TQM and JIT integrated approaches in literatures are not analogous...
متن کاملMetaheuristic Algorithms for Convolution Neural Networks
A typical modern optimization technique is usually either heuristic or metaheuristic. This technique has managed to solve some optimization problems in the research area of science, engineering, and industry. However, implementation strategy of metaheuristic for accuracy improvement on convolution neural networks (CNN), a famous deep learning method, is still rarely investigated. Deep learning ...
متن کاملDeveloping an Artificial Neural Networks Model for Predicting Output Energy and GHG Emission of Strawberry Production
متن کامل
development and implementation of an optimized control strategy for induction machine in an electric vehicle
in the area of automotive engineering there is a tendency to more electrification of power train. in this work control of an induction machine for the application of electric vehicle is investigated. through the changing operating point of the machine, adapting the rotor magnetization current seems to be useful to increase the machines efficiency. in the literature there are many approaches wh...
15 صفحه اولToward an energy efficient PKC-based key management system for wireless sensor networks
Due to wireless nature and hostile environment, providing of security is a critical and vital task in wireless sensor networks (WSNs). It is known that key management is an integral part of a secure network. Unfortunately, in most of the previous methods, security is compromised in favor of reducing energy consumption. Consequently, they lack perfect resilience and are not fit for applications ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Energies
سال: 2021
ISSN: ['1996-1073']
DOI: https://doi.org/10.3390/en14041196