Network resource management systems are provided. Given a \u201cnoisy\u201d signal having multiplicative and additive noise, the spectral feature extracting engine extracts spectral features from the noisy signal in the form of a spectral detection density. When a load greater than a predetermined value is inputted to the seat back, the auxiliary locking mechanism acts to hold the seat back at the predetermined angle with respect to the seat cushion.