Abstract: An agricultural management system includes an array of IoT sensors located across an area, and a set of wireless portal devices located across the area. The wireless portal devices are in communication with the IoT sensors. A drone, which includes an imaging device, is in communication with the wireless portal devices. A monitoring device gathers and analyzes information from the wireless portal devices using generative adversarial networks (GANs). The monitoring device communicates results of the analysis to an agricultural resource such as the drone to improve productivity.

Abstract: The “Artificial Intelligence-Based Virtual Assistant for Hospital Management” is a transformative system revolutionizing healthcare administration. Employing adaptive machine learning algorithms, the virtual assistant dynamically optimizes appointment scheduling, considering historical data, real-time factors, and patient preferences. Natural language processing ensures seamless communication with patients and facilitates dynamic rescheduling. An intelligent patient record management module securely organizes unstructured data, enhancing access for healthcare professionals. The system automates billing and insurance processing with AI oversight, identifying discrepancies and ensuring regulatory compliance. Real-time resource allocation dynamics optimize bed utilization based on predictive analytics. An emergency response coordination module interprets and prioritizes messages, initiating protocols during critical events. The system offers an adaptable user interface with real-time analytics.