The novelty of this proposed work is that it introduces a Digital Twin-based collaborative IDS system that can be a more suitable solution to address intrusion detection in an evolving IoMT network. With this system, multiple clusters of AI-integrated local IDS would be used to identify the intrusion, and based on the collective consensus of nodes within the cluster, more optimal decisions could be made.