27 اردیبهشت 1403

داریوش کیهان اصل

مرتبه علمی: استادیار
نشانی: دانشکده مهندسی سیستم های هوشمند و علوم داده - گروه مهندسی برق
تحصیلات: دکترای تخصصی / مهندسی برق(قدرت)
تلفن: 0
دانشکده: دانشکده مهندسی سیستم های هوشمند و علوم داده

مشخصات پژوهش

عنوان
Optimal Number and Location of the Required Measurement Units for Fault Detection of PV Arrays
نوع پژوهش مقالات در همایش ها
کلیدواژه‌ها
Photovoltaic Arrays; Fault Detection; Measurement Units, Neural Network, Partial Shading
پژوهشگران حیدر صامت (نفر اول) ، داریوش کیهان اصل (نفر دوم) ، تیمور قنبری (نفر سوم) ، علاء حمزه عمران (نفر چهارم)

چکیده

Since photovoltaic (PV) arrays are outdoor components and may experience harsh environmental conditions, early fault detection in such systems is vital. High capacity PV farms are generally established in a wide area and so having an efficient and cost effective monitoring system for them is a challenge. This paper is aimed to find the optimal number and scheme of the required measurement units to have a desirable monitoring system. To this end, a neural network (NN) based fault detection method for a typical PV system is proposed. The NN is trained using the gathered voltage and current signals in different normal and fault conditions. All the possible schemes for distribution of the measurement units in terms of scheme and number are considered in the training in the same condition. Accuracy of the NN is assessed in these scenarios as a criterion for selection of the optimal scheme for the measurement units.