A. Sathish Kumar, R. Saravanan, S. Vasanthi, R. Raja
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Variable Speed Drive Applications Performing Effectively with ANN Technique
The Preservation of Variable Speed Drives at ripple and harmonic less output functions at different applications application are vital. The Variable Speed Drive applications involve the use of different converter topologies, which makes the system to reduced efficiency and leads to reduced performance. The advancement of power electronics helps to develop control schemes that are proficient at achieving Variable Speed Drives with low harmonics and ripples. Various control topologies are proposed elsewhere in the world to achieve effective variable speed drive performance. The merits and demerits of each control strategy may differ from those of others. Artificial Neural Network (ANN) based technique is made a significant importance in recent years and showing enhanced performance variation compared to other existing control strategies. This paper presents the design of 15 level inverter circuits and functioned using Artificial Neural Network (ANN) control technique to obtain the effective performance for various speed drive applications. Also, this paper presents the Space Vector Pulse Width Modulation (SVPWM) control technique and Fuzzy Logic Control Techniques to same 15 level multilevel inverter circuit. The results of ANN, SVPWM and Fuzzy Logic techniques are compared and made suggestions on suitable effective control technique for variable speed drive applications. Artificial Neural Networks are significantly better understood in terms of their effectiveness in optimizing variable speed drive systems, improving efficiency and performance.
期刊介绍:
The Journal on Mobile Communication and Computing ...
Publishes tutorial, survey, and original research papers addressing mobile communications and computing;
Investigates theoretical, engineering, and experimental aspects of radio communications, voice, data, images, and multimedia;
Explores propagation, system models, speech and image coding, multiple access techniques, protocols, performance evaluation, radio local area networks, and networking and architectures, etc.;
98% of authors who answered a survey reported that they would definitely publish or probably publish in the journal again.
Wireless Personal Communications is an archival, peer reviewed, scientific and technical journal addressing mobile communications and computing. It investigates theoretical, engineering, and experimental aspects of radio communications, voice, data, images, and multimedia. A partial list of topics included in the journal is: propagation, system models, speech and image coding, multiple access techniques, protocols performance evaluation, radio local area networks, and networking and architectures.
In addition to the above mentioned areas, the journal also accepts papers that deal with interdisciplinary aspects of wireless communications along with: big data and analytics, business and economy, society, and the environment.
The journal features five principal types of papers: full technical papers, short papers, technical aspects of policy and standardization, letters offering new research thoughts and experimental ideas, and invited papers on important and emerging topics authored by renowned experts.