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System design for physical AI: predictive maintenance from the 29 wayside detectors a freight railroad already runs

By Muhammad Umar. This is the engineering summary of an open reference architecture. The paper, its object model as JSON and the model register are free to reuse under CC BY 4.0: https://codeatoms.ai/wayside-detector-trending-rail-us/ . The operator is described by class, never by name. A freight r…

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  1. 2026-10-31 02:39 · DEV Community — Machine Learning
    System design for physical AI: predictive maintenance from the 29 wayside detectors a freight railroad already runs

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