Abstract: Highlights•An online unsupervised LCS algorithm suitable for clustering problems is proposed.•The problem of partitioning the data storage layer on a Smart Grid is explored.•Data partitioning using online clustering boosts the storage layer scalability.•The competence of this approach is assessed using synthetic and real data streams.
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