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基于深度学习的材料超声回波衰减预测方法
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作者 刘骁 沙正骁 梁菁 《应用声学》 CSCD 北大核心 2023年第3期529-539,共11页
材料超声回波衰减是评价材料均匀一致性的常用方法。针对具有复杂结构的航空发动机盘件难以进行材料底面超声回波衰减评价的问题,该文提出了利用超声背散射波信号直接预测底面回波衰减的方法。采用10 MHz聚焦探头进行超声背散射波数据... 材料超声回波衰减是评价材料均匀一致性的常用方法。针对具有复杂结构的航空发动机盘件难以进行材料底面超声回波衰减评价的问题,该文提出了利用超声背散射波信号直接预测底面回波衰减的方法。采用10 MHz聚焦探头进行超声背散射波数据的采集,利用深度学习技术构建和训练模型,建立了基于深度学习的材料底面回波衰减预测方法,同时讨论了采用不同信号形式的超声波信号分类识别模型的准确率差异。研究发现:基于深度学习技术可实现通过超声背散射波预测材料的底面回波衰减,预测结果和实际底面回波衰减实验结果具有良好的一致性。 展开更多
关键词 超声检测 底面回衰减 深度学习 超声散射
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用回波重建法分离软组织的超声反射波与散射波
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作者 白净 钟键 商轶伦 《清华大学学报(自然科学版)》 EI CAS CSCD 北大核心 1996年第5期24-28,共5页
提出用计算机仿真重建反射回波,以分离软组织超声反射与散射波的方法。该法不仅 能考虑到超声波在传播过程中幅度的衰减,还能够考虑到频率构成的变化。为实现该法,在以 前模型的基础上建立了各层衰减系数不同的分层介质超声传播模型... 提出用计算机仿真重建反射回波,以分离软组织超声反射与散射波的方法。该法不仅 能考虑到超声波在传播过程中幅度的衰减,还能够考虑到频率构成的变化。为实现该法,在以 前模型的基础上建立了各层衰减系数不同的分层介质超声传播模型,形成了估计各层衰减系 数与各界面反射系数的有效方法。为提高衰减系数估计中谱分析对噪声的稳健性,提出并采用 了冗余自相关算法。用计算机仿真实验与生物组织仿真模块实验验证了上述方法的有效性。 展开更多
关键词 超声反射 超声散射波 生物组织 重建法
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Performance of engineered cementitious composite containing stone slurry powder waste
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作者 Maninder SINGH Babita SAINI H.D.CHALAK 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第7期1990-2002,共13页
Most of the materials used in engineered cementitious composite are fine in size to achieve ductile nature.Stone slurry powder(SSP)is an inert material obtained from stone industries as by-product which may cause haza... Most of the materials used in engineered cementitious composite are fine in size to achieve ductile nature.Stone slurry powder(SSP)is an inert material obtained from stone industries as by-product which may cause hazardous impact on environment.In this research work,partial replacement of silica sand(SS)and fine sand(FS)by SSP with different contents(25%and 50%each)for making engineered cementitious composite has been explored.The performance was evaluated on the basis of strength,tensile strain,mid span deflection capacity,ultra-sonic pulse velocity and microstructure.Mechanical strength was found to be increased at 25%SSP in both replacements;whereas,strength decreased slightly at 50%replacement.Tensile strain,mid span deflection and quality of concrete were enhanced with increase in SSP content.Using SSP formed denser cementitious composite can help to save the natural resources and contribute in making green cementitious composite. 展开更多
关键词 stone slurry powder fine sand scanning electron microscopy energy dispersive X-ray spectroscopy ultrasonic pulse velocity
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Effect of selected signals of interest on ultrasonic backscattering measurement in cancellous bones 被引量:12
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作者 LIU ChengCheng HAN HaiJie +1 位作者 TA DeAn WANG WeiQi 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第7期1310-1316,共7页
This study examined how the signals of interest (SOI) effect on the backscattering measurement numerically based on 3-D finite-difference time-domain (FDTD) method. High resolution microstructure mappings of bovin... This study examined how the signals of interest (SOI) effect on the backscattering measurement numerically based on 3-D finite-difference time-domain (FDTD) method. High resolution microstructure mappings of bovine cancellous bones provided by micro-CT were used as the input geometry for simulations. Backscatter coefficient (BSC), integrated backscatter coefficient (IBC) and apparent integrated backscatter (AIB) were calculated with changing the start (L1) and duration (L2) of the SOl. The results demonstrated that BSC and IBC decrease as L1 increases, and AIB decreases more rapidly as L1 increases. The backscattering parameters increase with fluctuations as a function of L2 when L2 is less than 6 mm. However, BSC and IBC change little as L2 continues to increase, while AIB slowly decreases as L2 continues to increase. The results showed how the selections of the SOI effect on the backscattering measurement. An explicit standard for SOl selection was proposed in this study and short L1 (about 1.5 mm) and appropriate L2 (6 mm-12 mm) were recommended for the calculations of backscattering parameters. 展开更多
关键词 ultrasonic backscattering cancellous bone FDTD simulation signals of interest backscattering parameters
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