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Extra info for Proceedings of the 5th International Conference on Electrical Engineering and Automatic Control

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Xiong Fig. 4 DG angular frequencies before and after applying secondary control Fig. 5 DG output active power before and after applying secondary control 5 Conclusion In this paper, the distributed cooperative secondary control of islanded MG based on multi-agent with bounded control input is adopted to achieve the secondary control goal that restores the voltage and frequency value to their references and achieve power sharing. In the end, the proposed strategy is proved to be reliable and effective by simulating on an islanded microgrid system.

IET Gener Trans Distrib 7:822–831 6. Guerrero J, Castilla M (2011) Hierarchical control of droop-controlled AC and DC micgrids— A general approach toward standardization. IEEE Trans Industr Electron 58:158–172 7. Guo FJ, Wen C (2014) Distributed control subject to constraints on control inputs: a case study on secondary control of droop-controlled inverter-based microgrids. In: IEEE 9th conference on industrial electronics and applications, pp 1119–1124 8. Guo F, Wen C et al (2015) Distributed secondary voltage and frequency restoration control of droop-controlled inverter-based microgrids.

If k is the number of classes, kðk À 1Þ=2 classifiers are constructed. Each one trains data from two classes. For training data from the ith and the jth classes, we solve following two-class classification problem [2]. min xij ;bij ;nij 1 ij T ij 2 ðx Þ x þC P À ij Á nt t ij ij T ij subject to ðx Þ /ðxt Þ þ b ! 1 À nt ij T ij ðx Þ /ðxt Þ þ b 1 À nijt ; ij nt ! 0 if xt in the ith class; if xt in the jth class; ð6Þ In classification, it can use a voting strategy: each binary classification is considered to be a voting where votes can be cast for all data points x—in the end a point is designated to be in a class with the maximum number of votes.

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