This paper addresses an intelligent edge computing structure for handling the rapid processing of data and security of IoT devices. This paper seeks to analyze the performance of edge computing integrated with real-time data acquisition and preprocessing algorithms that build on processing and security tasks, scheduling and balancing computing load to offer multi-level security, and evaluate the applicable combined security regarding multiple situations. Enhancing computing productivity and constructing additional security systems for edge computing lead to rapid results from data processing. Furthermore, edge computing with security systems and the protection of individuals and data offer a relentless and safe solution for large scale IoT systems.