Improvements in hierarchical symbolic tolerance and sensitivity analysis

Sensitivity and tolerance analyses are important for circuit optimisation, but unfortunately very time consuming. In recent years new hierarchical al symbolic methods have been developed for large linear circuits. These approaches make symbolic techniques a worthwhile alternative to classical numerical methods. Using the hierarchical symbolic approach, a new strategy is introduced which significantly reduces the computational expense of sensitivity and tolerance analyses compared to previous procedures.