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基于多尺度时序特征的信号调制样式识别算法 被引量:3
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作者 崔凯 崔天舒 +3 位作者 朱岩 张晔 黄永辉 赵文杰 《信号处理》 CSCD 北大核心 2021年第8期1507-1517,共11页
在认知无线电应用中,当前基于深度学习的信号调制样式识别算法存在运算效率低、复杂度较高的问题,为此本文提出了一种基于多尺度时序特征的信号调制识别算法。该算法首先利用多层卷积层提取不同尺度的时序数据,将数据进行特征融合后使... 在认知无线电应用中,当前基于深度学习的信号调制样式识别算法存在运算效率低、复杂度较高的问题,为此本文提出了一种基于多尺度时序特征的信号调制识别算法。该算法首先利用多层卷积层提取不同尺度的时序数据,将数据进行特征融合后使用长短期记忆网络提取时序特征,最后由输出层输出识别结果,并通过网络结构的设计和优化,降低了算法复杂。实验结果表明,在包含11种调制信号的原始I/Q信号测试集上,在信噪比为4 dB及以上时,该算法识别准确率达到90%以上。与同等识别准确率的算法相比,该算法的复杂度更低,在嵌入式设备Jetson Nano和树莓派4B上的推理时间更短,具有更好的工程应用价值。 展开更多
关键词 认知无线电 信号调制样式识别 算法复杂度 多尺度时序特征 模型参数量 识别准确率
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Parametric modeling on spatial effect of excavation-damaged zone of underground cavern 被引量:1
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作者 刘会波 肖明 陈俊涛 《Journal of Central South University》 SCIE EI CAS 2013年第4期1085-1093,共9页
Regarding excavation-damaged zone (EDZ) around underground opening as non-homogeneous rockmass with spatial deterioration effect on stuffiness and strength, a parametric model of EDZ using radius-displacement-depend... Regarding excavation-damaged zone (EDZ) around underground opening as non-homogeneous rockmass with spatial deterioration effect on stuffiness and strength, a parametric model of EDZ using radius-displacement-dependent deformation modulus (RDDM) was proposed. Considering the nonlinearity characteristic of deformation and locality otherness of surrounding rock, deterioration parameter field of deformation modulus of rockmass around opening was quantitatively calculated through a given function. Applicability for multi-cavern condition and parameter sensibility of the model was analyzed by numerical experiments using synthetic data. Furthermore, the model was applied to identify EDZ of underground caverns of Pubugou hydropower station by calculating deterioration parameter field. Based on the parametric analysis of spatial effect and geological investigation, it is recognized that large radial deformation of deep fractured rock at the spandrel position and insufficient supporting bolts mainly result in great deformation pressure to act on the shotcrete and cause partial crack and spalling. It is shown that deterioration parameter field along the longitudinal axis of main powerhouse is evidently non-homogeneous in space and distributes exponentially along the radius from the opening. The model provides a simple and convenient way to identify the EDZ in the working state for rapid construction feedback analysis and support optimization of underground cavem from quantitative point of view and also aids in interpreting monitoring displacements and estimating support requirements. 展开更多
关键词 underground cavern excavation-damaged zone spatial effect parametric modeling deformation modulus
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