Reinforcement learning based energy efficient resource allocation strategy of MapReduce jobs with deadline constraint

• Published in: Cluster computing Vol. 26; no. 5; pp. 2719 - 2735
• Main Author: Lingam, Greeshma
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.10.2023; Springer Nature B.V
• Subjects: Algorithms; Batch processing; Big Data; Clustering; Computer Communication Networks; Computer Science; Deadlines; Employment; Energy conservation; Energy consumption; Experimentation; Operating Systems; Optimization; Processor Architectures; Resource allocation; Scheduling; Workloads; Resource scheduling; Big data; Learning automata; MapReduce

Big Data applications require more energy consumption to process a massive volume of data in a heterogeneous environment. Moreover, reducing energy consumption in Big Data applications is an important research topic. It is one of the challenging issues to conserve energy with a deadline constraint i...