Real-Time QoS Monitoring for Cloud-Based Big Data Analytics Applications in Mobile Environments

Khalid Alhamazani, Rajiv Ranjan, Prem Prakash Jayaraman, Karan Mitra, Meisong Wang, Zhiqiang George Huang, Lizhe Wang, Fethi Rabhi
2014 2014 IEEE 15th International Conference on Mobile Data Management  
The service delivery model of cloud computing acts as a key enabler for big data analytics applications enhancing productivity, efficiency and reducing costs. The ever increasing flood of data generated from smart phones and sensors such as RFID readers, traffic cams etc require innovative provisioning and QoS monitoring approaches to continuously support big data analytics. To provide essential information for effective and efficient bid data analytics application QoS monitoring, in this paper
more » ... we propose and develop CLAMS-Cross-Layer Multi-Cloud Application Monitoring-as-a-Service Framework. The proposed framework: (a) performs multi-cloud monitoring; and (b) addresses the issue of cross-layer monitoring of applications. We implement and demonstrate CLAMS functions on real-world multi-cloud platforms such as Amazon and Azure.
doi:10.1109/mdm.2014.74 dblp:conf/mdm/AlhamazaniRJMWHWR14 fatcat:4d52qfxplzff3o357bgyh6reee