CNN Sensor Analytics With Hybrid-Float6 Quantization on Low-Power Embedded FPGAs

CNN Sensor Analytics With Hybrid-Float6 Quantization on Low-Power Embedded FPGAs

The use of artificial intelligence (AI) in sensor analytics is entering a new era based on the use of ubiquitous embedded connected devices. This transformation requires the adoption of design techniques that reconcile accurate results with sustainable system architectures. As such, improving the ef...

Full description

Bibliographic Details
Main Authors: Yarib Nevarez, Andreas Beering, Amir Najafi, Ardalan Najafi, Wanli Yu, Yizhi Chen, Karl-Ludwig Krieger, Alberto Garcia-Ortiz
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Convolutional neural networks
structural health monitoring
hardware accelerator
TensorFlow Lite
embedded systems
FPGA
Online Access:https://ieeexplore.ieee.org/document/10013365/

Internet

https://ieeexplore.ieee.org/document/10013365/

Similar Items