Developing a reliable and accurate communication mechanism for solving large-scale critical problems is a fundamental challenge in several application scenarios such as computational intelligence, healthcare data record, information processing and testing, structural healthcare communication and monitoring. The existing researchers have proposed several mechanisms focusing on computing large-scale architectural frameworks, robust computational methodologies and new secure and reliable schemes and mechanisms for ensuring a formulated and systematic governance of healthcare data while processing in the network. However, the existing mechanism leads to huge computational and communication delays, storage overheads along with security issues. The aim of this manuscript is to propose a secure and reliable cyber-physical system for governing an accurate and less computational and communication mechanism. In addition, the proposed framework ensures security while recording and communicating the patient’s data in healthcare from one location to another location.