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Conclusion A Java-based HDT pipeline with incremental models improves short-term forecasting for SOne340RM-like sensors across 15–90.9 minute horizons, reducing MAE and keeping latency suitable for near-real-time systems. Future work: multi-sensor fusion, outlier-resilient aggregation, and on-device deployment with tighter resource constraints.

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