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一种使用Bi-ADMM优化深度学习模型的方案 被引量:1
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作者 徐占洋 程洛飞 +1 位作者 程建春 许小龙 《信息网络安全》 CSCD 北大核心 2023年第2期54-63,共10页
ADMM算法被广泛应用于传统机器学习模型优化领域,它解决了某些深度学习的优化问题。该算法在优化深度学习模型方面的表现已经超过了大多数基于梯度的优化算法,而Bi-ADMM算法比ADMM算法的收敛速度更快、更稳定。文章提出了一种优化深度... ADMM算法被广泛应用于传统机器学习模型优化领域,它解决了某些深度学习的优化问题。该算法在优化深度学习模型方面的表现已经超过了大多数基于梯度的优化算法,而Bi-ADMM算法比ADMM算法的收敛速度更快、更稳定。文章提出了一种优化深度学习模型方案dlBi-ADMM算法,并用该算法来训练深度学习模型。首先,文章采用加速近端梯度算法优化耦合变量来降低矩阵求逆运算的复杂度;然后,详细给出每个变量的优化子问题的具体函数;最后,通过实验证明文章所提dlBiADMM算法优化的结果比dlADMM优化的结果更能提高模型的精度,且dlBi-ADMM算法比dlADMM算法在时间效率上表现更好。 展开更多
关键词 深度学习 ADMM dlADMM Bi-ADMM 加速近端梯度算法
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HDP-HSMM的磨削声发射砂轮钝化状态识别 被引量:5
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作者 钟利民 李丽娟 +3 位作者 杨京 梁彬 程建春 刘翔雄 《应用声学》 CSCD 北大核心 2019年第2期151-158,共8页
在高精度金属材料磨削加工中,刀具即砂轮的状态对加工效率和加工质量具有重要的影响。钝化程度较高的砂轮不适于加工精密工件,需提前预警并修整更换砂轮。该文提出一种通过磨削声发射信号来检测砂轮钝化状态的方法。首先,对于采集到的... 在高精度金属材料磨削加工中,刀具即砂轮的状态对加工效率和加工质量具有重要的影响。钝化程度较高的砂轮不适于加工精密工件,需提前预警并修整更换砂轮。该文提出一种通过磨削声发射信号来检测砂轮钝化状态的方法。首先,对于采集到的信号进行小波软阈值降噪。然后,将其分割成多个有重叠的帧,并提取每帧信号的8个特征组成声发射数据集。最后,通过分层Dirichlet过程-隐半马尔可夫模型来建立声发射数据集和不同的砂轮钝化状态之间的非线性关系,旨在识别砂轮钝化状态。结果表明,上述检测方法能有效识别砂轮的不同钝化状态并能对整个加工过程中的砂轮钝化程度进行自动划分,其在测试数据集上的准确率达到93.7%,可以为实际工业应用提供理论指导。 展开更多
关键词 砂轮钝化 分层Dirichlet过程-隐半马尔可夫模型 磨削声发射 小波阈值降噪
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基于VMD-PNN的砂轮钝化声发射检测 被引量:2
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作者 龚子维 刘希强 +3 位作者 张仲宁 杨京 程建春 刘翔雄 《声学技术》 CSCD 北大核心 2021年第2期260-268,共9页
在磨削加工过程中,加工刀具即砂轮会发生钝化现象,砂轮表面磨损影响加工精度和工件质量,需要及时检测并修整。磨粒的塑性变形、破碎、断裂等会产生声发射信号,能够作为精确识别砂轮钝化状态的依据,且不易被噪声干扰,因此提出一种基于变... 在磨削加工过程中,加工刀具即砂轮会发生钝化现象,砂轮表面磨损影响加工精度和工件质量,需要及时检测并修整。磨粒的塑性变形、破碎、断裂等会产生声发射信号,能够作为精确识别砂轮钝化状态的依据,且不易被噪声干扰,因此提出一种基于变分模态分解(Variational Mode Decomposition,VMD)和概率神经网络(Probabilistic Neural Network,PNN)的砂轮钝化声发射检测方法。VMD可以将原始信号分解为多个本征模态函数(Intrinsic Mode Function,IMF)分量,筛选其中峭度较大的分量重构即得到声发射信号。声发射检测的关键是特征参数的选取,在相关研究基础上本文提出了声发射包络能量占比作为一个重要的特征参数,并选取了共5种特征参数,构建出5维特征向量数据集,输入到PNN中进行训练,经过测试识别准确度达到94.5%。该方法建立了声发射信号特征参数与砂轮不同钝化状态的关系,能够对砂轮严重钝化状态给出准确预警,具有实际应用价值。文章比较了声发射信号不同特征参数用于识别砂轮钝化状态的准确度,对特征参数的选用具有参考意义。 展开更多
关键词 砂轮钝化 声发射 变分模态分解(VMD) 概率神经网络(PNN)
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NONLINEAR SCATTERING AND ATTENUATION OF FIRST SOUND IN SUPERFLUID ^(4)He AT HIGH FREQUENCY AND TEMPERATURE NEAR T_(λ)
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作者 cheng jianchun WEI Rongjue 《Chinese Physics Letters》 SCIE CAS 1988年第6期261-264,共4页
The attenuation coefficient of the impressed first sound due to the scattering of random background of the second sound is calculated.The result shows that this is an important factor which gives rise the attenuation ... The attenuation coefficient of the impressed first sound due to the scattering of random background of the second sound is calculated.The result shows that this is an important factor which gives rise the attenuation of the first sound in the vicinity of transition temperature T_(λ) at very high frequencies of GHz range.The predicted value agrees with the measured data in order of magnitude. 展开更多
关键词 MAGNITUDE VICINITY sound
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探讨聚能水压爆破对隧道成本的影响
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作者 祝鸣 程剑春 《港工技术与管理》 2019年第2期44-47,共4页
根据104国道温州(鹿城段)陈村隧道施工实例,对比该隧道in级围岩聚能水压爆破与普通光面爆破的超欠挖情况,分析对比不同爆破方式的施工成本,最终达到成本控制和提高经济效益的目标。
关键词 公路隧道 聚能水压爆破 普通光面爆破 对比 成本分析
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The velocity field around two interacting cavitation bubbles in an ultrasound field 被引量:2
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作者 WANG chengHui cheng jianchun 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第7期1246-1252,共7页
A model is developed to calculate the distribution of first-order velocity field caused by the coupled bubbles in an ultrasound field. Using this model, numerical investigations of velocity field have been made when t... A model is developed to calculate the distribution of first-order velocity field caused by the coupled bubbles in an ultrasound field. Using this model, numerical investigations of velocity field have been made when the two identical bubbles are driven well below resonance by an acoustic field with pressure amplitude exceeding cavitation threshold. Three representative kinestates of the coupled bubbles were chosen for analyzing the velocity distribution of surrounding liquid. The results show that the nonlinear oscillations of a bubble pair affect violently the radial velocity distribution of surrounding liquid, especially in the expanding phase. Symmetry of the tangential velocity distribution implies a possibility of attraction or repulsion of the bubble pairs. 展开更多
关键词 cavitation bubbles bubble pairs velocity distribution
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Characterizing the properties of ultrasonics propagating on the surface of materials with defect by Laser-ultrasonics method 被引量:1
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作者 XU Xiaodong CHEN Xiang +3 位作者 LI Kaiyuan LIU Xiaojun cheng jianchun Christ Glorieux 《Chinese Journal of Acoustics》 2011年第4期391-397,共7页
A laser ultrasonics method is used to surface wave traveling on the surface of materials characterize the propagation properties of with sub-surface defect in 2D. Linear and nonlinear propagation properties of ultraso... A laser ultrasonics method is used to surface wave traveling on the surface of materials characterize the propagation properties of with sub-surface defect in 2D. Linear and nonlinear propagation properties of ultrasonics caused by the defects have been detected in experiment. A theoretical model is proposed and used to study the linear and nonlinear properties of ultrasonics caused by the defect. The numerical results indicate that the nonlinear ultrasonic wave will be excited when a finite amplitude ultrasonics propagates on the surface of materials with sub-surface defect. The theoretical analysis confirms that the nonlinear wave is caused by the "clapping" of the interface of defect instead of the mode conversions of ultrasonics. 展开更多
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Using optimized wall section to improve low frequency response in a room
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作者 ZHU Xiaotian ZHU Zhemin cheng jianchun 《Chinese Journal of Acoustics》 2006年第1期66-74,共9页
Three different wall sections with step shape were applied in the finite element analysis models set up to investigate the effect on low frequency sound field by wall modification. The heights of the step in three cas... Three different wall sections with step shape were applied in the finite element analysis models set up to investigate the effect on low frequency sound field by wall modification. The heights of the step in three cases are taken as equal, random and optimized. The optimized value is obtained by using an optimization process with an objective function of minimum fluctuation in sound field. The frequency responses of rooms with original and modified walls were calculated in a range from 60 Hz to 120 Hz. The results showed that the room with an optimized wall section had the flattest frequency response. Same thing was true as the ratio of the room was changed. The largest improvement on fluctuation reached 4.5 dB, In addition, wall section with semicircle and triangle were studied. The rooms that wall section had optimized radius and heights also gave a better performance than those that had fixed radius and heights. Therefore, it is possible to use optimized wall section to improve low frequency sound field. 展开更多
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