Towards Low-Complexity Wireless Technology Classification Across Multiple Environments

Ad Hoc Networks(2019)

引用 27|浏览30
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摘要
To cope with the increasing number of co-existing wireless standards, complex machine learning techniques have been proposed for wireless technology classification. However, machine learning techniques in the scientific literature suffer from some shortcomings, namely: (i) they are often trained using data from only a single measurement location, and as such the results do not necessarily generalise and (ii) they typically do not evaluate complexity/accuracy trade-offs of the proposed solutions.
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关键词
Manual feature extraction,Automatic feature learning,Wireless technology classification,Machine learning,CNN
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