Monitoring programs require more advanced data management for the registered time series. Classical temporal series decomposition cannot fulfil current needs regarding adequate data representation. optimization of the spatial-temporal sampling resolution and predictive power. In the manuscript at hand. https://mabelandfoxs.shop/product-category/nappy-caddy/