Inverse problems with spatiotemporal observations are ubiquitous in scientific studies and engineering applications. In these inverse problems, observed multivariate time series used to infer parameters of physical or biological interests. Traditional solutions for often ignore the spatial temporal correlations data (static model), simply model summarized over (time-averaged model). either case...