Algorithmic Strategies for Sensing-as-a-Service in the Internet-of-Things Era

S. Chattopadhyay, A. Banerjee
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引用次数: 1

Abstract

The objective of this thesis is to design efficient algorithms and architectures for enabling a Sensing as a Service paradigm in the recent era of Internet-of-things. With the widespread deployment of sensor architectures and sensor-enabled applications all around the globe, our planet today is witnessing an unprecedented instrumentation. The emerging paradigm of Sensing as a Service is replete with many open challenges, starting from systematic sensor deployment, regulated data collection, efficient data aggregation, scalable execution and proper participation. This dissertation aims to address some of these open challenges and attempts to carve a niche proposition by handling these problems from a purely algorithmic perspective. The objective is to examine each of the crucial pieces outlined above in the light of algorithmic design and come up with efficient mechanisms that are both practical and theoretically well-founded. The experiments are planned on real world data and hence, are expected to allow us to examine the efficacy of our proposals in a realistic setting.
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物联网时代感知即服务的算法策略
本文的目标是设计高效的算法和架构,以实现在物联网时代的传感即服务范式。随着传感器架构和传感器应用在全球范围内的广泛部署,我们的星球正在见证前所未有的仪器仪表。传感即服务的新兴模式充满了许多开放的挑战,从系统的传感器部署、规范的数据收集、有效的数据聚合、可扩展的执行和适当的参与开始。本论文旨在解决这些开放的挑战,并试图通过从纯粹的算法角度处理这些问题来雕刻一个利基命题。我们的目标是根据算法设计来检查上面列出的每个关键部分,并提出既实用又理论上有充分依据的有效机制。这些实验是在真实世界的数据上计划的,因此,期望我们能够在现实环境中检验我们的建议的有效性。
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