Regularized ensemble Kalman methods for inverse problems

•Built general constraints into ensemble Kalman methods for inverse problems.•Derived regularization for ensemble methods equivalent to that in adjoint methods.•Bridges the gap between regularization in adjoint- and ensemble-based methods.•Requires only minor algorithmic modifications to traditional Kalman method.