AI-Driven Cloud Infrastructure: Improving Performance, Security, and Resource Utilization
Keywords:
Artificial Intelligence, Virtualization System, Cloud Computing, Cloud Infrastructure, Resource Utilization, Cyber Security, Machine Learning, Deep Learning, Reinforcement Learning, Hypervisor, Container, Workload management, Network performance, Energy efficiency, Cloud security, Network virtualization, Virtual Machine, Cloud security management, AI Driven Cloud System, System OptimizationAbstract
So this paper tells us how smart a computer is and how we can utilize AI with it with the help of virtual computers that work better in cloud and they can give us more benefits. The main Problem was when virtual computers were introduced, they used to run on a big computer and there was this problem that they used to get slow, they used to waste a lot of space, they used to fight over work, and also they used to take a long time to talk to each other and they had bad security. So what does this paper did? Actually I studied 20 research papers about this and came to the conclusion that AI could improve many things like learning from past examples, improving itself, machine learning, deep learning, and reinforcement learning. We check things like CPU, memory usage, how fast data is moving, response time, speed, and accuracy. So the big idea was to add AI to virtual computers to make them smarter, faster, much safer, and not waste resources. The research is according to the detailed analysis of research papers related to virtualization technologies, cloud computing systems, AI, energy efficiency, and cyber security. Different virtualization platforms are tested and compared under CPU, memory, storage, and network workloads. The findings of this research show that AI driven virtualization systems perform better than traditional virtualization methods. AI helps cloud systems automatically monitor work, predict future workloads, manage resources efficiently, improve security, reduce cost, and reduce unnecessary power and server usage. Some studies also compared lightweight container virtualization technologies with hypervisors. The research also shows that future cloud infrastructure will depend on AI based automation and resource management to support technologies like IoT, smart systems, video streaming, e commerce, AI apps, and large scale computing environments. AI driven virtualization systems also reduce human effort and human error, making cloud computing smarter, faster, safer, and more efficient in the future
