TY - JOUR
T1 - Real-time Signal Processing of UWB Fuze Based on 1D-CNN Model
AU - Luo, Yao
AU - Hou, Jun
AU - Shi, Xiaoshan
AU - Hao, Shijun
AU - Huang, Zhonghua
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2023
Y1 - 2023
N2 - The main source of the burst-height error of UWB fuze is the random error related to the fuze signal processing method. Therefore, the use of reliable algorithms to reduce the error as much as possible to avoid bursting early and misfire is very important to improve the burst-height precision of fuze. In this paper, taking the output of the fuze sampling and integrating circuit as the research object, a real-time signal processing method based on the 1D-CNN model is proposed. Simulation results show that the target recognition rate of the 1D-CNN algorithm is as high as 100%, with no bursting early or misfires, and the mean absolute time error is as low as 0.0202s. The burst-height error is effectively reduced.
AB - The main source of the burst-height error of UWB fuze is the random error related to the fuze signal processing method. Therefore, the use of reliable algorithms to reduce the error as much as possible to avoid bursting early and misfire is very important to improve the burst-height precision of fuze. In this paper, taking the output of the fuze sampling and integrating circuit as the research object, a real-time signal processing method based on the 1D-CNN model is proposed. Simulation results show that the target recognition rate of the 1D-CNN algorithm is as high as 100%, with no bursting early or misfires, and the mean absolute time error is as low as 0.0202s. The burst-height error is effectively reduced.
UR - http://www.scopus.com/inward/record.url?scp=85166740721&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/2478/2/022021
DO - 10.1088/1742-6596/2478/2/022021
M3 - Conference article
AN - SCOPUS:85166740721
SN - 1742-6588
VL - 2478
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 2
M1 - 022021
T2 - 3rd International Conference on Defence Technology, ICDT 2022
Y2 - 22 August 2022 through 26 August 2022
ER -