Generative AI and Secure IoMT Systems for Enhanced Real-Time Health Monitoring and Security
K. Venkateswara Rao, V. Sivakumar, R. Swathi · Advances in medical technologies and clinical practice book series · 2025
AI is going to change the face of healthcare through the bridge with the Internet of Medical Things (IoMT) by diagnosing problems, guaranteeing information security, and providing personalized care. This framework applies hybrid cloud-edge architecture for the realization of real-time diagnostics while reducing latency and leveraging AI, generative AI, and IoMT. Deep learning models enable better cancer detection and mainstream advancements in imaging, drug discovery, and treatment options enabled by generative AI. Federated learning guarantees privacy of data as data is retained at the edge while ensuring efficiency and has improved security, covered with a chaotic map-based encryption algorithm for safe data even in resource-constrained IoMT devices. The system offers real-time patient monitoring by adopting personal adaptable treatments and is scalable in healthcare environments, providing high diagnostic precision, enhanced security, and responsive medical care, making it a breakthrough in digital health in pursuit of a more tailored patient solution.