In this minisymposium,inverse problems arisen from various areas such as geoscience and petroleum engineering,related optimization models like L1 norm regularization,and advanced optimization methods for solving these models such as first order methods,subspace methods,alternating direction method of multipliers and distributed optimization approaches are discussed.