This paper introduces an in-profile monitoring (INPOM) control chart for detecting anomalies in multi-channel profiles with cluster-correlated data in advanced manufacturing systems. The proposed method overcomes limitations of traditional approaches by enabling real-time monitoring and handling misalignment of different samples.