On the quality and value of information in sensor networks

Author:

Bisdikian Chatschik1,Kaplan Lance M.2,Srivastava Mani B.3

Affiliation:

1. IBM Research, NY

2. U.S. Army Research Laboratory, Adelphi, MD

3. University of California, Los Angeles, CA

Abstract

The increasing use of sensor-derived information from planned, ad-hoc, and/or opportunistically deployed sensor networks provides enhanced visibility to everyday activities and processes, enabling fast-paced data-to-decision in personal, social, civilian, military, and business contexts. The value that information brings to this visibility and ensuing decisions depends on the quality characteristics of the information gathered. In this article, we highlight, refine, and extend upon our past work in the areas of quality and value of information (QoI and VoI) for sensor networks. Specifically, we present and elaborate on our two-layer QoI/VoI definition, where the former relates to context-independent aspects and the latter to context-dependent aspects of an information product. Then, we refine our taxonomy of pertinent QoI and VoI attributes anchored around a simple ontological relationship between the two. Finally, we introduce a framework for scoring and ranking information products based on their VoI attributes using the analytic hierarchy multicriteria decision process, illustrated via a simple example.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Networks and Communications

Reference53 articles.

1. A survey on sensor networks

2. Routing techniques in wireless sensor networks: a survey

3. CONSISTENCY IN THE ANALYTIC HIERARCHY PROCESS: A NEW APPROACH

4. Bauer R. A. Collar E. and Tang V. 1992. The Silverlake Project: Transformation at IBM. Oxford University Press Oxford U.K. Bauer R. A. Collar E. and Tang V. 1992. The Silverlake Project: Transformation at IBM. Oxford University Press Oxford U.K.

5. Bennett M. and Waltz E. 2007. Counterdeception Principles and Applications for National Security. Artech House Boston MA. Bennett M. and Waltz E. 2007. Counterdeception Principles and Applications for National Security. Artech House Boston MA.

Cited by 89 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Value-based sensor and information fusion;Signal Processing, Sensor/Information Fusion, and Target Recognition XXXIII;2024-06-07

2. Semantic Filtering and Source Coding in Distributed Wireless Monitoring Systems;IEEE Transactions on Communications;2024-06

3. Value Matters: A Novel Value of Information-Based Resource Scheduling Method for CAVs;IEEE Transactions on Vehicular Technology;2024-06

4. Knowledge Ontology of Information Quality for Information Fusion;2024 IEEE Conference on Cognitive and Computational Aspects of Situation Management (CogSIMA);2024-05-07

5. Real-Time Reconstruction of Markov Sources and Remote Actuation Over Wireless Channels;IEEE Transactions on Communications;2024-05

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3