Improved PV Soiling Extraction Through the Detection of Cleanings and Change Points
نویسندگان
چکیده
Photovoltaic (PV) soiling profiles exhibit a sawtooth shape, where cleaning events and deposition periods alternate. Generally, the rate at which accumulates is assumed to be constant within each period. In reality, changes in rates can occur because of sudden variations climatic conditions, e.g., dust storms or prolonged rain. The existing models used extract profile from PV performance data might fail capture change points occasionally estimate incorrect profiles. This work analyzes how introduction beneficial for extraction. Data nine stations 1-MW site were analyzed by using piecewise regression three point detection algorithms. results showed that accounting provide significant benefits modeling even if not all algorithms return same improvements. Considering historical trends found particularly important studies aiming optimize schedules.
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Sequential Detection and Estimation of Change-Points
In this report the problem of sequential detection and estimation of change-points is considered. The sense of this problem is as follows: in practice after raising an alarm signal about a change it is often required to divide the whole obtained sequential sample into subsamples of observations before and after an unknown change-point. In this report asymptotically optimal methods are proposed ...
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ژورنال
عنوان ژورنال: IEEE Journal of Photovoltaics
سال: 2021
ISSN: ['2156-3381', '2156-3403']
DOI: https://doi.org/10.1109/jphotov.2020.3043104