MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints

We present the design goals and functional components of MASTAQ, a data management middleware for pervasive applications that utilize sensor data. MASTAQ allows applications to specify their quality-of information (QoI) preferences (in terms of statistical metrics over the data) independent of the u...

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Main Authors: HWANG, Inseok, HAN, Qi, MISRA, Archan
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2005
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Online Access:https://ink.library.smu.edu.sg/sis_research/692
https://ink.library.smu.edu.sg/context/sis_research/article/1691/viewcontent/persens05_mastaq.pdf
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-16912020-07-08T01:05:21Z MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints HWANG, Inseok HAN, Qi MISRA, Archan We present the design goals and functional components of MASTAQ, a data management middleware for pervasive applications that utilize sensor data. MASTAQ allows applications to specify their quality-of information (QoI) preferences (in terms of statistical metrics over the data) independent of the underlying network topology. It then achieves energy efficiency by adaptively activating and querying only the subset of sensor nodes needed to meet the target QoI bounds. We also present a closed-loop feedback mechanism based on broadcasting of activation probabilities, which allows MASTAQ to activate the appropriate number of sensors without requiring any inter-sensor coordination or knowledge of the actual deployment. 2005-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/692 info:doi/10.1109/PERCOMW.2005.46 https://ink.library.smu.edu.sg/context/sis_research/article/1691/viewcontent/persens05_mastaq.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Inter-sensor coordination MASTAQ Quality-of Informations Sensor data Software Engineering
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Inter-sensor coordination
MASTAQ
Quality-of Informations
Sensor data
Software Engineering
spellingShingle Inter-sensor coordination
MASTAQ
Quality-of Informations
Sensor data
Software Engineering
HWANG, Inseok
HAN, Qi
MISRA, Archan
MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
description We present the design goals and functional components of MASTAQ, a data management middleware for pervasive applications that utilize sensor data. MASTAQ allows applications to specify their quality-of information (QoI) preferences (in terms of statistical metrics over the data) independent of the underlying network topology. It then achieves energy efficiency by adaptively activating and querying only the subset of sensor nodes needed to meet the target QoI bounds. We also present a closed-loop feedback mechanism based on broadcasting of activation probabilities, which allows MASTAQ to activate the appropriate number of sensors without requiring any inter-sensor coordination or knowledge of the actual deployment.
format text
author HWANG, Inseok
HAN, Qi
MISRA, Archan
author_facet HWANG, Inseok
HAN, Qi
MISRA, Archan
author_sort HWANG, Inseok
title MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
title_short MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
title_full MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
title_fullStr MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
title_full_unstemmed MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
title_sort mastaq: a middleware architecture for sensor applications with statistical quality constraints
publisher Institutional Knowledge at Singapore Management University
publishDate 2005
url https://ink.library.smu.edu.sg/sis_research/692
https://ink.library.smu.edu.sg/context/sis_research/article/1691/viewcontent/persens05_mastaq.pdf
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