NDLI: Dynamic profiling and fuzzy-logic-based optimization of sensor network platforms

Content Provider	ACM Digital Library
Author	Lysecky, Roman Lysecky, Susan Lizarraga, Adrian Gordon-ross, Ann
Copyright Year	2013
Abstract	The commercialization of sensor-based platforms is facilitating the realization of numerous sensor network applications with diverse application requirements. However, sensor network platforms are becoming increasingly complex to design and optimize due to the multitude of interdependent parameters that must be considered. To further complicate matters, application experts oftentimes are not trained engineers, but rather biologists, teachers, or agriculturists who wish to utilize the sensor-based platforms for various domain-specific tasks. To assist both platform developers and application experts, we present a centralized dynamic profiling and optimization platform for sensor-based systems that enables application experts to rapidly optimize a sensor network for a particular application without requiring extensive knowledge of, and experience with, the underlying physical hardware platform. In this article, we present an optimization framework that allows developers to characterize application requirements through high-level design metrics and fuzzy-logic-based optimization. We further analyze the benefits of utilizing dynamic profiling information to eliminate the guesswork of creating a “good” benchmark, present several reoptimization evaluation algorithms used to detect if re-optimization is necessary, and highlight the benefits of the proposed dynamic optimization framework compared to static optimization alternatives.
Starting Page	1
Ending Page	29
Page Count	29
File Format	PDF
ISSN	15399087
e-ISSN	15583465
DOI	10.1145/2539036.2539047
Volume Number	13
Issue Number	3
Journal	ACM Transactions on Embedded Computing Systems (TECS)
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2013-12-24
Publisher Place	New York
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Sensor networks Design space exploration Dynamic optimization Dynamic profiling Fuzzy logic
Content Type	Text
Resource Type	Article
Subject	Hardware and Architecture Software

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