Sequential Object Placement Optimization with Convex Decomposition
SOPO-CD is a sequential optimization framework that solves robotic object placement by treating it as a differentiable nonlinear optimization problem within decomposed free space. It divides the environment into convex hulls and uses Sequential Quadratic Programming (SQP) to find optimal placements in milliseconds, significantly outperforming classical methods.