How does the concept of thermodynamic equilibrium govern the behavior of chemical systems, particularly in processes such as phase equilibria, chemical reactions, and separation techniques? Discuss the underlying principles and mathematical frameworks used to analyze and predict equilibrium conditions, highlighting their significance in the design and optimization of chemical engineering processes.