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TinyML in Industrial IoT: A Systematic Review of Applications, System Components, and Methodologies.

Sensors (Basel) · 2026 · PMC13120165 · PMID 42076659

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a clear trendno p-value reported
Overall, the architectural landscape shows a clear trend: CNNs are preferred for high-dimensional sensing tasks, while classical ML models and compact MLPs remain the most practical choice for heavily constrained microcontrollers.

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