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两阶段金融衍生品清算问题的一个快速SDP松弛
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作者 黄印 罗和治 《运筹学学报(中英文)》 北大核心 2026年第1期108-120,共13页
本文在没有凸性假设下考虑两阶段金融衍生品清算问题,其优化模型为NP-难的带单个非凸二次约束和线性约束的非凸二次规划问题。针对该模型的特殊结构,构造了一个快速的新半定规划(semi-definite programming,SDP)松弛,估计了它与原问题... 本文在没有凸性假设下考虑两阶段金融衍生品清算问题,其优化模型为NP-难的带单个非凸二次约束和线性约束的非凸二次规划问题。针对该模型的特殊结构,构造了一个快速的新半定规划(semi-definite programming,SDP)松弛,估计了它与原问题之间的间隙,并证明了它比文献中已有SDP松弛提供更紧的下界。数值实验表明该SDP松弛能快速得到原问题的一个非常紧的下界,为设计求解原问题全局最优解的分支定界算法提供有效的下界。 展开更多
关键词 金融优化 两阶段金融衍生品清算问题 非凸QCQP sdp松弛
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基于改进ResNet18和声纹SDP的干式变压器局放故障状态检测
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作者 刘东阳 赵海亮 +2 位作者 杨保成 李琦 张甲富 《计算机测量与控制》 2026年第3期34-40,49,共8页
为了提升干式变压器局放故障状态的准确率,对基于改进ResNet18和声纹SDP的干式变压器局放故障状态检测方法进行了研究;通过声纹传感器实时采集声纹信号,经过SDP处理(谱分解处理)生成声纹信号的时频图与空间谱图;创新性改进ResNet18模型... 为了提升干式变压器局放故障状态的准确率,对基于改进ResNet18和声纹SDP的干式变压器局放故障状态检测方法进行了研究;通过声纹传感器实时采集声纹信号,经过SDP处理(谱分解处理)生成声纹信号的时频图与空间谱图;创新性改进ResNet18模型,通过双通道融合模块解决通道维度与声纹信号特征不匹配问题;采用叠加的残差块自适应提取声纹信号的时域特征,改进ResNet18模型采用可变形卷积的自适应调整机制,更准确地捕捉关键频域特征;改进ResNet18模型在残差层引入可学习缩放因子,优化梯度传播路径,解决浅层特征梯度衰减问题;添加注意力机制生成获取声纹信号的综合特征,解决分类器与声纹特征不匹配问题;基于提取的时频图与空间谱图特征判定局放故障状态,实现干式变压器局放故障状态检测;以状态检测准确率作为对比指标,经实验测试,应用设计方法后,局放故障状态检测准确率提升至99.5%,提取的声纹信号时频图与实际声纹信号时频图趋于一致,局放故障状态判定结果与实际标注结果相同。 展开更多
关键词 声纹信号 干式变压器 sdp处理 状态检测 改进ResNet18模型 局放故障
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Insights into Student Perceptions of Error Feedback and Improvement Preferences in Online Programming Education
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作者 Li Zhang Tianze Wang +1 位作者 Jing Jiang Yufei Zhou 《计算机教育》 2026年第3期176-189,共14页
Online programming platforms are popular in programming education.However,there has been no research investigating students’real opinions and expectations of the error feedback mechanisms,leaving educators without a ... Online programming platforms are popular in programming education.However,there has been no research investigating students’real opinions and expectations of the error feedback mechanisms,leaving educators without a solid data foundation when attempting to improve the error feedback mechanisms.This paper makes a survey of 834 students across various programming courses and investigates student perceptions of error feedback mechanisms on online programming platforms.It explores the effectiveness of existing feedback,student satisfaction,and preferences for potential improvements,focusing on automatic error localization and program repair mechanisms.Results reveal a significant portion of students are dissatisfied with current feedback due to its limited informativeness.Students also express a clear demand for stronger feedback mechanisms,such as error localization and repair hints.Nevertheless,they prefer feedback that subtly guides them toward solutions,rather than providing direct and explicit answers,valuing the opportunity to enhance their debugging skills.The findings suggest a need for balanced,educational-focused feedback mechanisms that aid learning while promoting independent problem-solving. 展开更多
关键词 Error feedback Online programming education Program error localization Automated program repair
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Reprogramming induced neurons from olfactory ensheathing glial cells: A feasible approach for spinal cord injury repair
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作者 Javier Sierra María Portela-Lomba +1 位作者 Diana Simón M.Teresa Moreno-Flores 《Neural Regeneration Research》 2026年第1期296-297,共2页
Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disruptin... Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disrupting the neural connections that allow communication between the brain and the rest of the body, which results in varying degrees of motor and sensory impairment. Disconnection in the spinal tracts is an irreversible condition owing to the poor capacity for spontaneous axonal regeneration in the affected neurons. 展开更多
关键词 INJURY feasible programming
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Global Optimization Algorithm for Minimizing Linear Fractional Programming
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作者 ZHAO Peng SHEN Pei-ping ZHONG Zhe-wei 《Chinese Quarterly Journal of Mathematics》 2026年第1期50-59,共10页
In this paper,we study a class of Linear Fractional Programming on a nonempty bounded set,called the Problem(LFP),and design a branch and bound algorithm to find the global optimal solution of the problem(LFP).First,w... In this paper,we study a class of Linear Fractional Programming on a nonempty bounded set,called the Problem(LFP),and design a branch and bound algorithm to find the global optimal solution of the problem(LFP).First,we convert the problem(LFP)to the equivalent problem(EP2).Secondly,by applying the linear relaxation technique to the problem(EP2),the linear relaxation programming problem(LRP2Y)was obtained.Then,the overall framework of the algorithm is given,and the convergence and complexity of the algorithm are analyzed.Finally,experimental results are listed to illustrate the effectiveness of the algorithm. 展开更多
关键词 Global optimization Linear Fractional programming Branch and bound algorithm Linear relaxation
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Open-loop control of combustion instabilities in a full-scale annular ramjet combustor using linear genetic programming
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作者 Jianguo TAN Zheng XU +2 位作者 Yao LIU Dongdong ZHANG Yi HOU 《Chinese Journal of Aeronautics》 2026年第2期20-28,共9页
The operational demands of a wide range significantly exacerbate combustion instability issues within ramjet combustor.To suppress combustion oscillations,an open-loop control system utilizing Linear Genetic Programmi... The operational demands of a wide range significantly exacerbate combustion instability issues within ramjet combustor.To suppress combustion oscillations,an open-loop control system utilizing Linear Genetic Programming(LGP)has been developed for a full-scale annular ramjet combustor.The LGP is used to generate control laws that include multi-frequency forcing.These laws are then transformed into square waves to actuate the solenoid valve,which modulates the kerosene supply for open-loop control.The results show that the duty cycle has little effect on instability amplitude,whereas an increase in frequency leads to a remarked reduction in combustion amplitude.After five generations evolvements,the pressure amplitude is reduced by 40.6% under the optimal control law generated by LGP.Furthermore,the machine learning process is depicted using a proximity map of control law similarity,with the search pathway visualized by the steepest descent.All individuals go forward to the upper left corner of the map with the evolution process,terminating at the optimal individual of the fifth generation. 展开更多
关键词 Annular ramjet combustor Combustion instabilities Linear genetic programming Machine learning Open-loop control
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Quality-guaranteed Dubins Path Planning for USV Based on Mixed-integer Piecewise linear Programming for Addressing the Extended Minimum-time Intercept Problem
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作者 Xing Zhou Kelin Zhu +3 位作者 Shuang Liu Zhaoqing Li Wenxin Zhang Kang Du 《哈尔滨工程大学学报(英文版)》 2026年第1期216-227,共12页
During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive... During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive distance)to a moving target as quickly as possible,resulting in the extended minimum-time intercept problem(EMTIP).Existing research has primarily focused on the zero-distance intercept problem,MTIP,establishing the necessary or sufficient conditions for MTIP optimality,and utilizing analytic algorithms,such as root-finding algorithms,to calculate the optimal solutions.However,these approaches depend heavily on the properties of the analytic algorithm,making them inapplicable when problem settings change,such as in the case of a positive effective range or complicated target motions outside uniform rectilinear motion.In this study,an approach employing a high-accuracy and quality-guaranteed mixed-integer piecewise-linear program(QG-PWL)is proposed for the EMTIP.This program can accommodate different effective interception ranges and complicated target motions(variable velocity or complicated trajectories).The high accuracy and quality guarantees of QG-PWL originate from elegant strategies such as piecewise linearization and other developed operation strategies.The approximate error in the intercept path length is proved to be bounded to h^(2)/(4√2),where h is the piecewise length. 展开更多
关键词 Minimum-time intercept problem Dubins vehicle Mixed-integer piecewise-linear program LINEARIZATION Approximate error trigonometric function USV
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Laser-induced in situ reprogramming of magnetic shape memory composites for adaptive devices
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作者 Qianqian Zhang Rui Li +5 位作者 Yuan Tao Yiyu Chen Yanlei Hu Dong Wu Jiaru Chu Jiawen Li 《International Journal of Extreme Manufacturing》 2026年第1期767-779,共13页
Programmable/reprogrammable magneto-responsive composites(MRCs)are highly desirable for applications in soft robotics,morphable actuators,and biomedical devices due to their capabilities of undergoing reversible,compl... Programmable/reprogrammable magneto-responsive composites(MRCs)are highly desirable for applications in soft robotics,morphable actuators,and biomedical devices due to their capabilities of undergoing reversible,complex,untethered,and rapid deformations.However,current MRC-based devices primarily rely on soft matrices,which revert to their original shapes and cease functioning when external magnetic fields are removed.Moreover,their magnetization programming,deformations,and functioning need to alternate between encoding and actuation platforms,limiting the adaptability and efficiency.Here,we present a reprogrammable magnetic shape-memory composite(RM-SMC)integrating a shape-memory polymer(SMP)skeleton with phase-transition magnetic microcapsules.High-intensity laser melts microcapsules for magnetic realignment under programmed fields,while low-intensity laser softens SMP for structural reconfiguration without compromising integrity.This dual-laser strategy facilitates in situ magnetization programming,shape morphing,and function execution within a single material system.Our innovative approach enables unique applications,including omnidirectional multi-degree-of-freedom actuators that can activate light switches,solar trackers that optimize energy capture,and adaptive impellers that modulate fluid pumping.By eliminating platform alternation and enabling shape/function retention post-actuation,the RM-SMC platform overcomes critical limitations in conventional MRCs,establishing a paradigm for multifunctional devices requiring persistent configuration control and field-independent operation. 展开更多
关键词 magneto-responsive composites shape memory polymer in situ programming and deformation omnidirectional multi-degree of freedom actuator adjustable fluid pumping
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基于SDP的LTE-R网络零信任架构设计
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作者 李明洋 王炫哲 陶雨婷 《铁路计算机应用》 2026年第1期71-76,共6页
随着LTE-R(Long Term Evolution for Railways)网络的发展,传统安全架构难以应对日益复杂的安全威胁,特别是针对网络边界逐渐模糊、“非法用户”越权访问等问题。文章结合“永不信任,始终验证”的零信任理念,提出一种基于软件定义边界(S... 随着LTE-R(Long Term Evolution for Railways)网络的发展,传统安全架构难以应对日益复杂的安全威胁,特别是针对网络边界逐渐模糊、“非法用户”越权访问等问题。文章结合“永不信任,始终验证”的零信任理念,提出一种基于软件定义边界(SDP,Software Defined Perimeter)的LTE-R网络零信任架构。该架构融合单包授权(SPA,Single Packet Authorization)、持续认证机制和行为审计策略,实现服务端口隐身、最小权限控制及动态权限管理,有效防御横向渗透、中间人攻击和端口扫描,为保障LTE-R核心调度系统安全和铁路通信网络的零信任转型提供了可行路径。 展开更多
关键词 零信任 软件定义边界 LTE-R网络安全 单包授权 动态授权 铁路网络安全
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基于SDP与EfficientNet的特征级融合滚动轴承故障诊断
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作者 傅媛 陈磊 +1 位作者 杨泮 张婷婷 《科学技术创新》 2025年第22期90-93,共4页
针对传统故障诊断方法难以直观看出滚动轴承的健康状态,提出了基于点对称SDP与EfficientNet故障诊断模型的特征级融合方法。首先采用SDP技术将采集得到的信号进行特征级融合,可以初步直观看出监测对象的健康状态,其次利用EfficientNet... 针对传统故障诊断方法难以直观看出滚动轴承的健康状态,提出了基于点对称SDP与EfficientNet故障诊断模型的特征级融合方法。首先采用SDP技术将采集得到的信号进行特征级融合,可以初步直观看出监测对象的健康状态,其次利用EfficientNet故障诊断算法与特征级融合后的SDP图像进行结合,可以得到监测对象的故障诊断结果。然后利用美国凯斯西储大学滚动轴承公用数据集进行实验验证,结果显示该方法对于轴承健康状态诊断的准确度达到98.7%,最后,将所提方法与ShuffleNet网络进行对比,可以得到所提方法的准确度更高。 展开更多
关键词 轴承 故障诊断 sdp 特征融合 EfficientNet
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热处理工艺对SDP80C钢组织及性能的影响 被引量:1
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作者 陈晟楠 彭睿智 吴晓春 《金属热处理》 北大核心 2025年第2期241-246,共6页
利用热膨胀相变仪测定了预硬型压铸模具钢SDP80C的奥氏体连续冷却转变曲线,研究了不同时效工艺下的组织与力学性能。结果表明,SDP80C钢的马氏体开始转变温度(Ms)为320℃,奥氏体开始转变温度(Ac_(1))为695℃,奥氏体转变终了温度(Ac_(3))... 利用热膨胀相变仪测定了预硬型压铸模具钢SDP80C的奥氏体连续冷却转变曲线,研究了不同时效工艺下的组织与力学性能。结果表明,SDP80C钢的马氏体开始转变温度(Ms)为320℃,奥氏体开始转变温度(Ac_(1))为695℃,奥氏体转变终了温度(Ac_(3))为841℃。在525~600℃时效温度范围内,时效温度的升高促进NiAl相和富Cu相的形成和生长,且马氏体组织发生回复,综合作用下SDP80C钢硬度逐渐降低,冲击性能得到提高。在525℃时效2 h后,由于纳米级NiAl相和富Cu相的析出强化,SDP80C钢达到最大硬度44.9 HRC,冲击吸收能量约为123 J。 展开更多
关键词 压铸模具钢sdp80C 时效工艺 硬度 冲击性能 NiAl相
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A SUCCESSIVE QUADRATIC PROGRAMMING ALGORITHM FOR SDP RELAXATION OF MAX-BISECTION
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作者 Mu Xuewen Zhang Yaling Liu Sanyang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2007年第4期434-440,共7页
A successive quadratic programming algorithm for solving SDP relaxation of Max- Bisection is provided and its convergence result is given. The step-size in the algorithm is obtained by solving n easy quadratic equatio... A successive quadratic programming algorithm for solving SDP relaxation of Max- Bisection is provided and its convergence result is given. The step-size in the algorithm is obtained by solving n easy quadratic equations without using the linear search technique. The numerical experiments show that this algorithm is rather faster than the interior-point method. 展开更多
关键词 semidefinite programming Max-Bisection successive quadratic programming.
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大豆脂肪酶SDP1生物信息学分析和基因编辑
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作者 谷心如 刘新宇 +5 位作者 韩旭达 赵长江 费志宏 魏金鹏 徐晶宇 李佐同 《大豆科学》 北大核心 2025年第2期53-63,共11页
三酰甘油脂肪酶(Suger-dependent1,SDP1)是一种脂解酶,在植物发育过程中发挥重要作用。为发掘大豆SDP1基因的生物学功能,利用生物信息学分析方法对大豆GmSDP1基因的进化关系、保守基序和启动子区域的顺式作用元件等进行分析。利用基因... 三酰甘油脂肪酶(Suger-dependent1,SDP1)是一种脂解酶,在植物发育过程中发挥重要作用。为发掘大豆SDP1基因的生物学功能,利用生物信息学分析方法对大豆GmSDP1基因的进化关系、保守基序和启动子区域的顺式作用元件等进行分析。利用基因编辑技术创制大豆gmsdp1-1^(CR)突变体,对其编辑事件、含油量以及脂肪酸含量进行分析。结果表明:4个大豆GmSDP 1基因与双子叶植物亲缘关系较近,保守结构域和蛋白二级结构高度相似,启动子区域含有抗逆境胁迫以及激素相关的调控元件。对GmSDP1在不同组织部位的表达量分析发现,GmSDP1在子叶、叶片和花等部位表达较高。运用CRISPR-Cas9基因编辑技术创制大豆Willimas 82品种的gmsdp1-1^(CR)突变体,设计1条靶向目的基因GmSDP1-1的特异靶点,构建pGES201-GmSDP1-1敲除载体。毛根转化试验的阳性大豆毛状根编辑效率达到56.52%。大豆稳定转化的T_(1)代基因编辑阳性植株编辑效率为1.5%,选取gmsdp1-1^(CR)突变体做进一步表型分析表明,油酸含量极显著降低,亚麻酸含量极显著升高。研究结果为深入研究GmSDP1基因的功能和调控机制提供了参考依据。 展开更多
关键词 大豆 sdp1基因 CRISPR/Cas9技术 生物信息学分析 组织特异性表达
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回火工艺对SDP1Cu塑料模具钢组织与力学性能的影响
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作者 陈旋 符蓉 +5 位作者 宗林 吴明辉 冒新国 李欣欣 翟庆华 何西娟 《金属热处理》 北大核心 2025年第5期181-189,共9页
利用扫描电镜、透射电镜和洛氏硬度计,研究了回火温度和时间对不同淬火基体组织的SDP1Cu钢组织和力学性能的影响。结果表明,在回火过程中,随着回火温度从350℃升高到600℃,马氏体淬火组织钢的硬度从42.50 HRC(350℃×1 h)下降到32.0... 利用扫描电镜、透射电镜和洛氏硬度计,研究了回火温度和时间对不同淬火基体组织的SDP1Cu钢组织和力学性能的影响。结果表明,在回火过程中,随着回火温度从350℃升高到600℃,马氏体淬火组织钢的硬度从42.50 HRC(350℃×1 h)下降到32.00 HRC(600℃×1 h),回火温度超过550℃,随着回火时间的延长,硬度急剧下降;回火温度从350℃升高到600℃,贝氏体淬火组织钢的硬度先上升后下降,在475℃回火2 h时达到硬度峰值39.50 HRC;回火温度选择500℃,回火2~20 h可以使两种淬火组织的硬度差值降低到±0.5 HRC,获得良好的硬度均匀性。马氏体组织钢以回火软化为主,主要变化为板条回复、碳化物析出;贝氏体组织钢的组织演化以析出强化为主,主要发生M/A岛的分解、M_(23)C_(6)型碳化物的析出和富铜相的析出。 展开更多
关键词 塑料模具钢 sdp1Cu钢 回火 马氏体 贝氏体 硬度均匀性
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基于零信任SDP的多模态异构无线融合网络安全防护 被引量:1
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作者 韩春福 高宇翔 +1 位作者 王玉娇 杜芳存 《微型电脑应用》 2025年第8期299-303,共5页
为了有效防护多模态异构无线融合网络攻击,提出基于零信任软件定义边界(SDP)的多模态异构无线融合网络安全防护方法。采用信息熵和改进k-means聚类方法对多模态异构无线融合网络信息展开聚类分析,获取流量数据的时序以及周期性等特征,... 为了有效防护多模态异构无线融合网络攻击,提出基于零信任软件定义边界(SDP)的多模态异构无线融合网络安全防护方法。采用信息熵和改进k-means聚类方法对多模态异构无线融合网络信息展开聚类分析,获取流量数据的时序以及周期性等特征,通过以上特征展开用户访问行为持续信任评估。建立零信任SDP安全模型,通过模型对用户基础身份展开认证和动态访问控制,完成多模态异构无线融合网络安全防护。实验结果表明,所提方法可以更好地确保异构无线融合网络的安全性,对网络安全运行具有参考意义。 展开更多
关键词 零信任sdp 多模态异构无线融合网络 安全防护 信息熵 K-MEANS聚类
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Glia-to-neuron reprogramming to the rescue?
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作者 Jack W.Hickmott Cindi M.Morshead 《Neural Regeneration Research》 SCIE CAS 2025年第5期1395-1396,共2页
Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells c... Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells could be generated from adult mouse fibroblasts is powerful proof that cell fate can be changed.An exciting extension of the discovery of cell fate impermanence is the direct cellular reprogram ming hypothesis-that terminally differentiated cells can be reprogrammed into other adult cell fates without first passing through a stem cell state. 展开更多
关键词 programming PASSING PROOF
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基于改进SDP和FasterNet-GCAM的滚动轴承故障诊断
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作者 陈家芳 唐湛恒 周健 《现代制造工程》 北大核心 2025年第7期129-138,41,共11页
对滚动轴承进行故障诊断关乎设备运行安全及稳定可靠性。使用传统卷积神经网络进行故障诊断,模型运算量过大,且易出现过拟合现象从而导致诊断精度不高,端到端模型存在可信度不高等问题。鉴于此,提出一种基于改进对称极坐标(Symmetrized ... 对滚动轴承进行故障诊断关乎设备运行安全及稳定可靠性。使用传统卷积神经网络进行故障诊断,模型运算量过大,且易出现过拟合现象从而导致诊断精度不高,端到端模型存在可信度不高等问题。鉴于此,提出一种基于改进对称极坐标(Symmetrized Dot Pattern,SDP)法和FasterNet-GCAM网络的滚动轴承故障诊断方法。首先,将一维振动信号经过小波阈值降噪处理,再输入经皮尔逊图像相关系数法优化的SDP法生成SDP图像,并通过在FasterNet网络中加入部分卷积(partial convolution)思想,构建成改进的SDP-FasterNet模型进行进一步的特征提取,并完成滚动轴承不同故障的分类诊断。为了验证模型在图像识别过程中决策的可信度,将梯度加权类激活映射(Gradient-weighted Class Activation Mapping,Grad-CAM)与FasterNet网络相结合,突出SDP图像与决策相关的重要部分。试验结果表明,所提方法相比于其他方法具有更快的收敛速度和更强的鲁棒性,且诊断识别精度达到了99.20%,并提高了诊断过程中的可解释性及可信度,为故障诊断领域提供了具备良好可行性和鲁棒性的轻量化诊断模型。 展开更多
关键词 滚动轴承 故障诊断 FasterNet网络 部分卷积 梯度加权类激活映射 对称极坐标法
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基于SSA-VMD和SDP的双通道CNN轴承故障识别方法 被引量:7
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作者 蒋丽英 高铭悦 李贺 《机电工程》 北大核心 2025年第2期257-266,共10页
针对滚动轴承故障振动信号具有非线性和非平稳性等特征,以及单通道卷积神经网络(CNN)提取故障特征不显著的问题,提出了一种基于麻雀算法-变分模态分解(SSA-VMD)和对称点模式(SDP)的双通道CNN滚动轴承故障诊断方法。首先,结合样本熵和皮... 针对滚动轴承故障振动信号具有非线性和非平稳性等特征,以及单通道卷积神经网络(CNN)提取故障特征不显著的问题,提出了一种基于麻雀算法-变分模态分解(SSA-VMD)和对称点模式(SDP)的双通道CNN滚动轴承故障诊断方法。首先,结合样本熵和皮尔逊相关系数,构建了新的综合适应度函数,利用麻雀算法(SSA)进行了自适应寻优,确定了最佳的变分模态分解(VMD)参数K和α。将原始振动信号经过VMD分解后,得到了本征模态函数(IMF)分量,通过计算各IMF分量的峭度值进行了筛选,将筛选出的信号进行重构后得到了一维特征信号;然后,根据互相关系数选择了合适的对称点模式(SDP)参数值,将原始振动信号转化为极坐标下的SDP图像,获得了具有良好可分性的二维特征图;最后,将一维和二维特征作为双通道CNN的输入进行了联合训练,将训练好的网络用于故障类型识别,在西储大学和江南大学的轴承数据集上对其有效性进行了验证。研究结果表明:通过网络训练,其故障诊断的准确率分别达到了98.5%和100%。该结果验证了该方法在准确识别故障特征方面具有优越性和普适性。 展开更多
关键词 一维特征信号构建 二维特征转换 卷积神经网络 麻雀算法 变分模态分解 对称点模式
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Neurocircuit regeneration by extracellular matrix reprogramming
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作者 Shengzhang Su Ian N.Levasseur Kimberly M.Alonge 《Neural Regeneration Research》 SCIE CAS 2025年第8期2300-2301,共2页
The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functio... The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functioning(Soles et al.,2023).Synthesized by neural and glial cells,the brain's ECM regulates a myriad of homeostatic cellular processes,including neuronal plasticity and firing(Miyata et al.,2012),cation buffering(Moraws ki et al.,2015),and glia-neuron interactions(Anderson et al.,2016).Considering the diversity of functions,dynamic remodeling of the brain's ECM indicates that this understudied medium is an active participant in both normal physiology and neurological diseases. 展开更多
关键词 MATRIX programming
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Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs 被引量:2
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作者 Jing SUN Guangtong XU +2 位作者 Zhu WANG Teng LONG Jingliang SUN 《Chinese Journal of Aeronautics》 2025年第1期537-550,共14页
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequent... Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A^(*)Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. 展开更多
关键词 Fixed-wing unmanned aerial vehicle Efficient trajectory planning Safe flight corridor Sequential convex programming Customized convex optimizer
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