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Research and insights

Case studies and technical notes

Each study follows the same path: problem, physical system, data, model, method, computation, result, uncertainty, interpretation and limitations. Every figure is generated from code.

  1. CASE / 001 · Case study

    Detecting under-performance in a solar array with a calibrated physical model

    A year of measured output from a 1 kW heterojunction silicon array, compared interval by interval with a Bayesian-calibrated physical model. Faults are flagged only when they fall outside the model's own predictive uncertainty.

    Model calibration · Anomaly detection · Uncertainty quantification

  2. NOTE / 001 · Technical note

    Reporting a result with its uncertainty

    Why a measured value without an interval is incomplete, and how to propagate input uncertainty through a model, using a pendulum measurement of g as the worked example.

    Uncertainty quantification