We propose a novel tensor-based process control and monitoring method for semiconductor manufacturing. This method addresses high-dimensional image-based overlay errors using limited control recipes and monitors control residuals to manage high-dimensional disturbances. The effectiveness of the proposed method is validated through extensive simulations and real case studies.