Intelligent Resource-Aware Artificial Intelligence for CloudBased Real-Time Data Processing

Abstract

As the amount of real-time data has become greater by the day, intelligent and efficient Cloud Computing solutions are in increasing demand. Using a traditional system with cloud-based platforms can have problems with continuous streams, like conditions of uneven resource(s) utilization, excessive computational cost, or excessive processing time. We propose an Artificial Intelligence (AI) framework for enabling intelligent and resourceaware real-time data processing in cloud environments as detailed in this paper. The proposed solution would address this by automatically adaptively distributing computing resources using AI to monitor workload conditions and allocate them dynamically based on the processing requirements. The goal of the framework is to increase processing speed, resource utilisation, scalability, energy efficiency and to ensure continued steady, real-time performance. It can be applied to large scale applications where a fast and continuous data analysis is necessary.