Design and Implementation of Autoencoder-LSTM Accelerator for Edge Outlier Detection

2021 IEEE Workshop on Signal Processing Systems (SiPS)(2021)

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Abstract
Sensors are used to monitor various parameters in many real-world applications. Sudden changes in the underlying patterns of the sensors readings may represent events of interest. Therefore, event detection, an important temporal version of outlier detection, is one of the primary motivating applications in sensor networks. This work describes the implementation of a real-time outlier detection th...
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Key words
Accelerator,FPGA,embedded systems,Autoen-coder,LSTM,outliers,CORDIC
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