Cloud Computing and Resource Management
Cloud computing research examines how computing power, storage, and software can be delivered over networks from large shared facilities called data centers, and how the resources within those facilities — processors, memory, bandwidth — can be allocated efficiently across many simultaneous users and workloads. A central challenge is managing scale: frameworks like MapReduce and Hadoop were developed specifically to distribute the processing of massive datasets across thousands of machines in a coordinated way, while virtualization allows a single physical server to run many isolated software environments at once. Researchers are actively working on how to reduce the substantial energy consumption of data centers without sacrificing performance, and on how scheduling and resource allocation algorithms can respond dynamically to unpredictable demand. Open questions remain around making distributed systems more fault-tolerant, minimizing the latency that arises when data must travel between distant nodes, and fairly pricing shared infrastructure in ways that reflect actual resource use.
- Works
- 132,806
- Total citations
- 1,302,672
- Keywords
- Cloud ComputingBig DataMapReduceVirtualizationData CentersResource Management
Top papers in Cloud Computing and Resource Management
Ordered by total citation count.
- MapReduce↗ 18,497OA
- Suspending OpenMP Tasks on Asynchronous Events: Extending the Taskwait Construct↗ 12,930OA
- The NIST definition of cloud computing↗ 11,590OA
- Bitcoin: A Peer-to-Peer Electronic Cash System↗ 11,181OA
- TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems↗ 9,767OA
- A view of cloud computing↗ 8,935OA
- The Anatomy of the Grid: Enabling Scalable Virtual Organizations↗ 6,580
- Xen and the art of virtualization↗ 5,941
- Cloud computing and emerging IT platforms: Vision, hype, and reality for delivering computing as the 5th utility↗ 5,890
- Above the Clouds: A Berkeley View of Cloud Computing↗ 5,748
- CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms↗ 4,900OA
- The Hadoop Distributed File System↗ 4,812
Active researchers
Top authors in this area, ranked by h-index.