This article presents a codesign control scheme that integrates distributed model predictive control with dynamic quantizers for networked nonlinear continuous systems operating under limited ...

Hello If you run the code below, an error will occur. import torch from ultralytics import YOLO from pytorch_nndct.apis import torch_quantizer device = torch.device ...

What Let's support int8 quantization in circle-quantizer. Why Onert-micro support int8 quantized kernels and contains faster CMSIS-NN kernel, which works with int8 quantization, not uint8.

Thus, quantizer with optimized segment threshold is achieved. It is shown that by quantizer model designed in this way and proposed in this paper, the SQNR that is very close to SQNR of nonlinear ...

We consider energy-based source localization applications, where distributed sensors quantize acoustic signal energy readings and transmit quantized data to a fusion node, which then produces an ...