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FlowPrecision: Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization
In industrial and environmental monitoring, achieving real-time and precise fluid flow measurement remains a critical challenge.
On-Device Soft Sensors: Real-Time Fluid Flow Estimation from Level Sensor Data
Soft sensors are crucial in bridging autonomous systems' physical and digital realms, enhancing sensor fusion and perception.
A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs
This study explores the quantisation-aware training (QAT) on time series Transformer models.
Enhancing Energy-efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs
To process sensor data in the Internet of Things(IoTs), embedded deep learning for 1-dimensional data is an important technique.
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