Time integration algorithms are numerical methods used to solve ordinary differential equations (ODEs) and partial differential equations (PDEs) that arise in modeling the dynamic behavior of chemical systems. These algorithms approximate the solution by discretizing time into small steps and iteratively calculating the system's state at each step. The goal is to achieve accurate and stable solutions over the desired time interval.