This work is an extension of our paper: Block Factor-width-two Matrices and Their Applications to Semidefinite and Sum-of-squares Optimization
We aim to develop iterative algorithms to approxiamte PSD cone constraint. Our algorithms approximate the PSD cone from Inner(Outer) direction and generate a sequence of monotonic decreasing upper/lower bound of the cost value.