Low-order thermoacoustic models are qualitatively correct, but typically, they quantitatively inaccurate. We propose a time-domain bias-aware method to make low-order (more) accurate. First, we develop Bayesian ensemble data assimilation for model self-adapt and self-correct any time that reference become available. Second, apply the methodology infer states heat-release parameters on fly witho...