Over the years, the EDA industry has offered many solutions in the modeling and design creation of complex systems. Most design problems in EDA are NP-hard; there are simply no polynomial-time algorithms to solve these problems and hence an optimal solution cannot be identified analytically. Furthermore, the interdependence of design requirements exacerbates these problems, requiring concurrent optimization across multiple design cycle stages.