31 فروردین 1403
اردشير محمدزاده

اردشیر محمدزاده

مرتبه علمی: دانشیار
نشانی: بناب- دانشگاه بناب
تحصیلات: دکترای تخصصی / مهندس برق کنترل
تلفن: 0413775000
دانشکده: دانشکده فنی و مهندسی
گروه: گروه مهندسی برق

مشخصات پژوهش

عنوان
Voltage Regulation for Photovoltaics-Battery-Fuel Systems Using Adaptive Group Method of Data Handling Neural Networks (GMDH-NN)
نوع پژوهش مقاله چاپ شده
کلیدواژه‌ها
Adaptive Control , GMDH , Adaptive Learning , Energy Management , PV Panels , Solar energy , Machine Learning
پژوهشگران Shahab S. Band (نفر اول)، اردشیر محمدزاده (نفر دوم)، Peter Csiba (نفر سوم)، امیر موسوی (نفر چهارم)، Annamaria R. Varkonyi-Koczy (نفر پنجم)

چکیده

In this paper a new control system on basis of group method for data handling neural networks (GMDH-NNs) is designed for voltage and power regulation in the photovoltaic (PV)/Fuel/Battery systems. The dynamics of all subsystems are considered to be fully uncertain. The suggested GMDH-NN is learned using online tuning rules that are concluded through the robustness investigation. The challenging operation conditions such as variable unknown dynamics, unknown temperature and irradiation and suddenly changes in output load are taken into account and are handled by suggested control system. The superiority of the suggested method is shown by simulation in several scenarios and comparison with other techniques.