期刊
ACM COMPUTING SURVEYS
卷 55, 期 12, 页码 -出版社
ASSOC COMPUTING MACHINERY
DOI: 10.1145/3572772
关键词
Approximate computing; Edge computing
With the increasing popularity of the Internet of Things and massive Machine Type Communication technologies, the number of connected devices is rising. However, bandwidth and latency constraints challenge Cloud processing of their associated data amounts. A promising solution to these challenges is the combination of Edge and approximate computing techniques that allows for data processing nearer to the user. This article aims to survey the potential benefits of these paradigms' intersection and provide insights on circuit-level and architecture-level hardware techniques, popular applications, and future research directions.
With the increasing popularity of the Internet of Things and massive Machine Type Communication technologies, the number of connected devices is rising. However, although enabling valuable effects to our lives, bandwidth and latency constraints challenge Cloud processing of their associated data amounts. A promising solution to these challenges is the combination of Edge and approximate computing techniques that allows for data processing nearer to the user. This article aims to survey the potential benefits of these paradigms' intersection. We provide a state-of-the-art review of circuit-level and architecture-level hardware techniques and popular applications. We also outline essential future research directions.
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