Machine Learning Heuristics in Cloud Computing: An In-Depth Analysis of VM Migration and Job Scheduling Strategies
Gurpreet Singh Panesar, Nitin Jain · 2023
Cloud computing has ushered in a transformative era of scalable and flexible IT resource management. Within this paradigm, virtual machine (VM) migration plays a pivotal role in resource optimization, load balancing, and ensuring robust fault tolerance. Recently, machine learning (ML) heuristics have emerged as a disruptive force in VM distribution, empowering dynamic and intelligent allocation of computational resources. This research review paper presents an in-depth and sophisticated analysis of diverse migration techniques that leverage ML heuristics to facilitate VM distribution in complex cloud computing environments. The paper thoroughly examines pertinent literature, performs an intricate comparative analysis, and elucidates the manifold advantages, nuanced limitations, and potential applications of these cutting-edge methodologies.