Integrating atmospheric models and measurements using passivity-based input observers.

•An observer integrates measurements with large-scale, nonlinear atmospheric models.•Model error exponentially decays by adjusting scaling factors on uncertain processes.•Variance in estimated parameter is tuned based on measurement uncertainty.•Aerosol optical depth measurements are utilized to estimate sea spray emission flux.