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Title Signal processing for solar array monitoring, fault detection, and optimization / Henry Braun [and others]
Published Cham, Switzerland : Springer, ©2012
Online access available from:
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Description 1 online resource (ix, 83 pages) : illustrations
Series Synthesis lectures on power electronics, 1931-9533 ; #4
Synthesis lectures on power electronics ; #4.
Contents 1. Introduction
2. Overview of photovoltaics -- 2.1 Operation of a photovoltaic cell -- 2.1.1 Electrical parameters of a photovoltaic cell/module -- 2.1.2 Resistive losses in a solar cell -- 2.1.3 Bypass diodes in a PV module -- 2.1.4 Effect of temperature and irradiance -- 2.2 Modeling of photovoltaic modules -- 2.2.1 The Sandia model -- 2.2.2 The five-parameter model -- 2.2.3 Comparison of the Sandia and the five-parameter models -- 2.3 Photovoltaic array topologies -- 2.4 Summary
3. Causes performance degradation and outage -- 3.1 Shading -- 3.1.1 Bypass diodes -- 3.2 Module mismatch -- 3.2.1 Mismatches in current -- 3.2.2 Mismatches in diode parameters -- 3.3 Module soiling -- 3.4 Ground fault -- 3.5 DC arc fault -- 3.6 High-resistance connections -- 3.7 Inverter failure -- 3.8 Islanding -- 3.9 Summary
4. Fault detection methods -- 4.1 Current methods in photovoltaics -- 4.2 Anomaly detection and statistics -- 4.2.1 The Euclidean distance -- 4.2.2 The Mahalanobis distance -- 4.2.3 The minimum covariance determinant (MCD) -- 4.2.4 K-nearest neighbor methods -- 4.3 Machine learning methods -- 4.3.1 Feed-forward neural networks -- 4.3.2 Drawbacks of neural networks -- 4.3.3 Support vector machines -- 4.4 Summary
5. Array topology optimization -- 5.1 Fixed array topology design -- 5.1.1 Sizing stand-alone PV arrays -- 5.1.2 Sizing grid connected PV arrays -- 5.2 Need for reconfigurable topology -- 5.2.1 Increasing inverter uptime -- 5.2.2 Improving array output -- 5.3 Existing reconfiguration methods -- 5.3.1 Irradiance equalization -- 5.3.2 Adaptive banking -- 5.3.3 Other methods -- 5.4 Requirements for reconfigurable PV systems -- 5.5 Summary
6. Monitoring of PV systems -- 6.1 The need for AC side monitoring -- 6.1.1 Prevent outages -- 6.1.2 Islanding protection -- 6.1.3 Improve power quality -- 6.1.4 Performance evaluation -- 6.2 The need for DC side monitoring -- 6.2.1 Identify faults -- 6.2.2 Evaluating trends -- 6.3 Existing methods of monitoring -- 6.4 Monitoring system considerations -- 6.4.1 Sensor measurements -- 6.4.2 Sensor to server communication -- 6.4.3 User interface -- 6.5 Summary
7. Summary -- A. Matlab code -- Sandia performance model -- Parameters for Sharp NT175U1 -- IV curve for Sandia performance model -- Bibliography -- Authors' biographies
Summary Although the solar energy industry has experienced rapid growth recently, high-level management of photovoltaic (PV) arrays has remained an open problem. As sensing and monitoring technology continues to improve, there is an opportunity to deploy sensors in PV arrays in order to improve their management. In this book, we examine the potential role of sensing and monitoring technology in a PV context, focusing on the areas of fault detection, topology optimization, and performance evaluation/ data visualization. First, several types of commonly occurring PV array faults are considered and detection algorithms are described. Next, the potential for dynamic optimization of an array's topology is discussed, with a focus on mitigation of fault conditions and optimization of power output under non-fault conditions. Finally, monitoring system design considerations such as type and accuracy of measurements, sampling rate, and communication protocols are considered. It is our hope that the benefits of monitoring presented here will be sufficient to offset the small additional cost of a sensing system, and that such systems will become common in the near future
Analysis photovoltaic systems
electrical fault detection
condition monitoring
circuit optimization
wireless sensor networks
Bibliography Includes bibliographical references (pages 73-79)
Notes Title from PDF title page (Morgan & Claypool, viewed Oct. 8, 2012)
English
Subject Photovoltaic power systems.
Electric fault location.
TECHNOLOGY & ENGINEERING -- Electrical.
Electric fault location
Photovoltaic power systems
Form Electronic book
Author Braun, Henry
ISBN 9781608459490
1608459497
9783031024979
3031024974