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This paper focuses on the application of fast event detection algorithm, to be implemented in a Demand Side Management (DSM) program for Home Energy Management Systems (HEMS). Such HEMS are especially challenging when renewable generation and storage are available, and when electrical demand has to be coordinated with available generation by shifting residential loads which requires load event detection...