Optimization of Web Service-Based Data-Collection System With Smart Sensor Nodes for Balance Between Network Traffic and Sensing Accuracy
نویسندگان
چکیده
Web services integrate various components in the Internet of Things (IoT). In a service-based data-collection system with multiple smart sensor nodes periodically sampling and estimating same unknown physical parameter interest, first submit their estimates to server, then, server picking one minimum error seems be practical way arrive at estimate (MEE). More submissions provide more candidates consider, which can maximize probability guaranteeing MEE, while also leading network traffic. Therefore, how make optimal tradeoff between traffic sensing accuracy arises as an interesting problem. This article proposes traffic-dependent threshold policy within intended underlying optimization-theoretical framework address this The is such that corresponding estimation errors (ECEEs) tolerable maximizing delivering MEE. Theoretical analysis, simulation, field experiments document illustrate its performance. Note Practitioners —This addresses demand operates some remote areas limited It helps improve operation efficiency Internet-of-Things (IoT) systems employ service technology enable deliver maximum keeping given range. Our simulation experimental investigations show solution developed here outperforms existing solutions.
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ژورنال
عنوان ژورنال: IEEE Transactions on Automation Science and Engineering
سال: 2021
ISSN: ['1545-5955', '1558-3783']
DOI: https://doi.org/10.1109/tase.2020.3030835