Performance Characterization of the servIoTicy API: an IoT-as-a-Service Data Management Platform

被引:8
|
作者
Luis Perez, Juan [1 ]
Carrera, David
机构
[1] Barcelona Supercomp Ctr, Barcelona, Spain
来源
2015 IEEE FIRST INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING SERVICE AND APPLICATIONS (BIGDATASERVICE 2015) | 2015年
关键词
Performance characterization; Resource Management; Internet of Things; IoT; Big Data; Analytics; Stream Processing; Cloud Computing;
D O I
10.1109/BigDataService.2015.58
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In the last years, Internet of Things (IoT) and Big Data platforms are clearly converging in terms of technologies, problems and approaches. IoT workloads generate a vast amount of data that needs to be stored and processed, becoming a Big Data problem. IoT devices and sensors generate streams of data across a diversity of locations and protocols that in the end reach a central platform that is used to store and process these streams. Processing can be done in real time, with transformations and enrichment happening on-the-fly, but it can also happen after data is stored and organized in repositories. In the former case, stream processing technologies are required to operate on the data; in the latter analytics and queries are of common use. This paper presents a detailed characterization of the servIoTicy platform: a state-of-the-art infrastructure for hosting Internet of Things (IoT) workloads in the Cloud. It provides multi-tenant data stream processing capabilities, a REST API, data analytics, advanced queries and multi-protocol support in a combination of advanced data-centric technologies. The deployment of such a complex platform in the cloud requires a detailed understanding of all these components and tiers to allow for auto-scaling and dynamic provisioning capabilities. This paper aims to provide this initial characterization to be the basis for advanced cloud provisioning strategies and algorithms.
引用
收藏
页码:62 / 71
页数:10
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