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基于数字孪生与LS-SVM的燃煤机组锅炉主再热汽温寻优研究
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作者 王旭东 傅谦晶 +4 位作者 程爱勇 刘俊麟 陈辉 李斌 邵尉涛 《计算机应用文摘》 2026年第2期87-89,共3页
针对燃煤机组锅炉主再热汽温控制中存在的滞后性、多变量耦合及动态工况适应难题,文章提出一种融合数字孪生技术与最小二乘支持向量机(Least Squares Support Vector Machine,LS-SVM)的汽温寻优方法。通过构建锅炉三维数字孪生模型实现... 针对燃煤机组锅炉主再热汽温控制中存在的滞后性、多变量耦合及动态工况适应难题,文章提出一种融合数字孪生技术与最小二乘支持向量机(Least Squares Support Vector Machine,LS-SVM)的汽温寻优方法。通过构建锅炉三维数字孪生模型实现设备状态实时映射,结合LS-SVM建立多变量动态预测模型,并引入多目标微分进化算法(MODE)进行参数优化。实际应用表明,该方法使主汽温波动范围从±7℃缩小至±2.5℃,再热汽温预测误差稳定在±1.5℃以内,年节约燃煤成本超400万元,为火电机组深度调峰与能效提升提供技术支撑。 展开更多
关键词 数字孪生 ls-svm 主再热汽温 多目标优化 深度调峰
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Face-Pedestrian Joint Feature Modeling with Cross-Category Dynamic Matching for Occlusion-Robust Multi-Object Tracking
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作者 Qin Hu Hongshan Kong 《Computers, Materials & Continua》 2026年第1期870-900,共31页
To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework ba... To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework based on face-pedestrian joint feature modeling.By constructing a joint tracking model centered on“intra-class independent tracking+cross-category dynamic binding”,designing a multi-modal matching metric with spatio-temporal and appearance constraints,and innovatively introducing a cross-category feature mutual verification mechanism and a dual matching strategy,this work effectively resolves performance degradation in traditional single-category tracking methods caused by short-term occlusion,cross-camera tracking,and crowded environments.Experiments on the Chokepoint_Face_Pedestrian_Track test set demonstrate that in complex scenes,the proposed method improves Face-Pedestrian Matching F1 area under the curve(F1 AUC)by approximately 4 to 43 percentage points compared to several traditional methods.The joint tracking model achieves overall performance metrics of IDF1:85.1825%and MOTA:86.5956%,representing improvements of 0.91 and 0.06 percentage points,respectively,over the baseline model.Ablation studies confirm the effectiveness of key modules such as the Intersection over Area(IoA)/Intersection over Union(IoU)joint metric and dynamic threshold adjustment,validating the significant role of the cross-category identity matching mechanism in enhancing tracking stability.Our_model shows a 16.7%frame per second(FPS)drop vs.fairness of detection and re-identification in multiple object tracking(FairMOT),with its cross-category binding module adding aboute 10%overhead,yet maintains near-real-time performance for essential face-pedestrian tracking at small resolutions. 展开更多
关键词 Cross-category dynamic binding joint feature modeling face-pedestrian association multi object tracking occlusion robustness
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基于自适应动态无偏LS-SVM的水下移动节点定位预测算法
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作者 彭铎 查海音 曹坚 《物联网技术》 2025年第11期5-12,17,共9页
针对水下无线传感器网络中因环境的复杂性和节点的动态性导致的定位精度不高问题,提出了一种基于自适应动态无偏最小二乘支持向量机的水下移动节点定位预测算法。通过收集信标节点间的跳数向量和距离向量构建训练数据集,从而对动态无偏L... 针对水下无线传感器网络中因环境的复杂性和节点的动态性导致的定位精度不高问题,提出了一种基于自适应动态无偏最小二乘支持向量机的水下移动节点定位预测算法。通过收集信标节点间的跳数向量和距离向量构建训练数据集,从而对动态无偏LS-SVM模型开展训练;利用消除偏置项和核扩展矩阵对称正定性质的方法来增强模型的适应性。在训练过程中,引入动态增减算法和自适应时间窗长度选取算法,实时调整模型参数以应对水下环境的动态变化。实验证明,本算法在不同信标节点比例下均展现出优秀的定位精度和覆盖率;特别是当信标节点比例为30%时,相较于SVM定位算法、WSTA定位算法、HDET定位算法和BLSM定位算法,本算法的平均定位误差分别降低了21.32%、17.63%、19.03%和14.13%。此外,随着信标节点比例的增加,算法的定位精度和定位覆盖率都会提高。 展开更多
关键词 动态无偏ls-svm 动态增减算法 时间窗长度选取算法 最小二乘法 水下节点定位 移动预测
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Robustness Optimization Algorithm with Multi-Granularity Integration for Scale-Free Networks Against Malicious Attacks 被引量:1
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作者 ZHANG Yiheng LI Jinhai 《昆明理工大学学报(自然科学版)》 北大核心 2025年第1期54-71,共18页
Complex network models are frequently employed for simulating and studyingdiverse real-world complex systems.Among these models,scale-free networks typically exhibit greater fragility to malicious attacks.Consequently... Complex network models are frequently employed for simulating and studyingdiverse real-world complex systems.Among these models,scale-free networks typically exhibit greater fragility to malicious attacks.Consequently,enhancing the robustness of scale-free networks has become a pressing issue.To address this problem,this paper proposes a Multi-Granularity Integration Algorithm(MGIA),which aims to improve the robustness of scale-free networks while keeping the initial degree of each node unchanged,ensuring network connectivity and avoiding the generation of multiple edges.The algorithm generates a multi-granularity structure from the initial network to be optimized,then uses different optimization strategies to optimize the networks at various granular layers in this structure,and finally realizes the information exchange between different granular layers,thereby further enhancing the optimization effect.We propose new network refresh,crossover,and mutation operators to ensure that the optimized network satisfies the given constraints.Meanwhile,we propose new network similarity and network dissimilarity evaluation metrics to improve the effectiveness of the optimization operators in the algorithm.In the experiments,the MGIA enhances the robustness of the scale-free network by 67.6%.This improvement is approximately 17.2%higher than the optimization effects achieved by eight currently existing complex network robustness optimization algorithms. 展开更多
关键词 complex network model MULTI-GRANULARITY scale-free networks robustNESS algorithm integration
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基于RK-LS-SVM求常微分方程的近似解
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作者 胡蝶 吴俊 +1 位作者 肖海霞 黄尚柱 《湖北汽车工业学院学报》 2025年第1期20-22,27,共4页
针对线性常微分方程的初值问题,提出一种将Runge-Kutta法与最小二乘支持向量机(LS-SVM)相结合的RK-LS-SVM方法求近似解。首先通过4阶Runge-Kutta法求出微分方程的数值解,然后将此数值解转化为LSSVM回归模型的约束条件,进而求解优化问题... 针对线性常微分方程的初值问题,提出一种将Runge-Kutta法与最小二乘支持向量机(LS-SVM)相结合的RK-LS-SVM方法求近似解。首先通过4阶Runge-Kutta法求出微分方程的数值解,然后将此数值解转化为LSSVM回归模型的约束条件,进而求解优化问题,所得闭式近似解连续可微,精度较高。数值算例验证了RK-LSSVM方法的有效性和可行性。 展开更多
关键词 RUNGE-KUTTA法 ls-svm 线性常微分方程 初值问题
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Robust Backstepping Control of a Quadrotor Unmanned Aerial Vehicle under Colored Noises
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作者 Mehmet Karahan 《Computers, Materials & Continua》 SCIE EI 2025年第1期777-798,共22页
Advances in software and hardware technologies have facilitated the production of quadrotor unmanned aerial vehicles(UAVs).Nowadays,people actively use quadrotor UAVs in essential missions such as search and rescue,co... Advances in software and hardware technologies have facilitated the production of quadrotor unmanned aerial vehicles(UAVs).Nowadays,people actively use quadrotor UAVs in essential missions such as search and rescue,counter-terrorism,firefighting,surveillance,and cargo transportation.While performing these tasks,quadrotors must operate in noisy environments.Therefore,a robust controller design that can control the altitude and attitude of the quadrotor in noisy environments is of great importance.Many researchers have focused only on white Gaussian noise in their studies,whereas researchers need to consider the effects of all colored noises during the operation of the quadrotor.This study aims to design a robust controller that is resistant to all colored noises.Firstly,a nonlinear quadrotormodel was created with MATLAB.Then,a backstepping controller resistant to colored noises was designed.Thedesigned backstepping controller was tested under Gaussian white,pink,brown,blue,and purple noises.PID and Lyapunov-based controller designswere also carried out,and their time responses(rise time,overshoot,settling time)were compared with those of the backstepping controller.In the simulations,time was in seconds,altitude was in meters,and roll,pitch,and yaw references were in radians.Rise and settling time values were in seconds,and overshoot value was in percent.When the obtained values are examined,simulations prove that the proposed backstepping controller has the least overshoot and the shortest settling time under all noise types. 展开更多
关键词 Backstepping control colored noises Gaussian noise Lyapunov stability QUADROTOR robustNESS PID control
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Distributed Robust Predefined-Time Algorithm for Seeking Nash Equilibrium in MASs 被引量:1
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作者 Jing-Zhe Xu Zhi-Wei Liu +2 位作者 Ming-Feng Ge Yan-Wu Wang Dingxin He 《IEEE/CAA Journal of Automatica Sinica》 2025年第5期1053-1055,共3页
Dear Editor,This letter presents a solution to the problem of seeking Nash equilibrium(NE)in a class of non-cooperative games of multi-agent systems(MASs)subject to the input disturbance and the networked communicatio... Dear Editor,This letter presents a solution to the problem of seeking Nash equilibrium(NE)in a class of non-cooperative games of multi-agent systems(MASs)subject to the input disturbance and the networked communication.To this end,a novel distributed robust predefined-time algorithm is proposed,which ensures the precise convergence of agent states to the NE within a settling time that can be directly determined by adjusting one or more parameters.The proposed algorithm employs an integral sliding mode strategy to effectively reject disturbances.Additionally,a consensus-based estimator is designed to overcome the challenge of limited information availability,where each agent can only access information from its directly connected neighbors,which conflicts with the computation of the cost function that requires information from all agents.Finally,a numerical example is provided to demonstrate the algorithm's effectiveness and performance. 展开更多
关键词 seeking nash convergence agent states multi agent systems integral sliding mode strateg non cooperative games Nash equilibrium distributed algorithm robust control
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基于改进Robust PCA模型的地形测量工程三维测绘图像分类方法
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作者 李汝言 《工程勘察》 2025年第8期70-74,共5页
为保证三维测绘图像在地形测量工程中的利用率,提出基于改进Robust PCA模型的地形测量工程三维测绘图像分类方法。生成三维测绘图像,通过校正、滤波、增强等步骤,完成对初始测绘图像灰度直方图变换。利用改进Robust PCA模型提取测绘图... 为保证三维测绘图像在地形测量工程中的利用率,提出基于改进Robust PCA模型的地形测量工程三维测绘图像分类方法。生成三维测绘图像,通过校正、滤波、增强等步骤,完成对初始测绘图像灰度直方图变换。利用改进Robust PCA模型提取测绘图像的纹理、形状等特征,通过所提取特征与分类标准特征的匹配,实现地形测量工程三维测绘图像分类。通过性能测试实验可知,图像分类错误率降低了3.2%,在图像分类性能方面具有明显优势。 展开更多
关键词 改进robust PCA模型 地形测量工程 三维测绘 图像分类
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A robustness assessment approach for transportation networks with cyber-physical interdependencies
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作者 Konstantinos Ntafloukas Liliana Pasquale +1 位作者 Beatriz Martinez-Pastor Daniel P.McCrum 《Resilient Cities and Structures》 2025年第1期71-82,共12页
While in the past the robustness of transportation networks was studied considering the cyber and physical space as isolated environments this is no longer the case.Integrating the Internet of Things devices in the se... While in the past the robustness of transportation networks was studied considering the cyber and physical space as isolated environments this is no longer the case.Integrating the Internet of Things devices in the sensing area of transportation infrastructure has resulted in ubiquitous cyber-physical systems and increasing interdependen-cies between the physical and cyber networks.As a result,the robustness of transportation networks relies on the uninterrupted serviceability of physical and cyber networks.Current studies on interdependent networks overlook the civil engineering aspect of cyber-physical systems.Firstly,they rely on the assumption of a uniform and strong level of interdependency.That is,once a node within a network fails its counterpart fails immedi-ately.Current studies overlook the impact of earthquake and other natural hazards on the operation of modern transportation infrastructure,that now serve as a cyber-physical system.The last is responsible not only for the physical operation(e.g.,flow of vehicles)but also for the continuous data transmission and subsequently the cy-ber operation of the entire transportation network.Therefore,the robustness of modern transportation networks should be modelled from a new cyber-physical perspective that includes civil engineering aspects.In this paper,we propose a new robustness assessment approach for modern transportation networks and their underlying in-terdependent physical and cyber network,subjected to earthquake events.The novelty relies on the modelling of interdependent networks,in the form of a graph,based on their interdependency levels.We associate the service-ability level of the coupled physical and cyber network with the damage states induced by earthquake events.Robustness is then measured as a degradation of the cyber-physical serviceability level.The application of the approach is demonstrated by studying an illustrative transportation network using seismic data from real-world transportation infrastructure.Furthermore,we propose the integration of a robustness improvement indicator based on physical and cyber attributes to enhance the cyber-physical serviceability level.Results indicate an improvement in robustness level(i.e.,41%)by adopting the proposed robustness improvement indicator.The usefulness of our approach is highlighted by comparing it with other methods that consider strong interdepen-dencies and key node protection strategies.The approach is of interest to stakeholders who are attempting to incorporate cyber-physical systems into civil engineering systems. 展开更多
关键词 Transportation network Cyber-physical robustness Interdependencies Natural hazards robustness improvement indicator
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基于加权LS-SVM的电力现货交易市场价格预测
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作者 朱立刚 黄一甲 田思聪 《电气技术与经济》 2025年第10期223-225,共3页
为提高电力现货交易市场价格预测精度,利用加权LS-SVM,提出了电力现货交易市场价格预测方法研究。首先,采集历史电价数据,覆盖足够的时间跨度以反映电力价格的波动性;根据历史电价数据的波动,选取与电力现货交易市场价格趋势相关的指标... 为提高电力现货交易市场价格预测精度,利用加权LS-SVM,提出了电力现货交易市场价格预测方法研究。首先,采集历史电价数据,覆盖足够的时间跨度以反映电力价格的波动性;根据历史电价数据的波动,选取与电力现货交易市场价格趋势相关的指标,充分捕捉市场动态;将趋势指标作为输入,利用加权LS-SVM算法,对未来电力价格进行预测,生成预测结果。实验结果显示:该方法应用后,在各个时间点的预测电价与实际电价高度一致,拟合度显著提升,能够精确捕捉并预测当日电力现货交易市场价格的实时波动。 展开更多
关键词 加权ls-svm 电力 现货 交易 市场 价格 预测
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A Robustness Evaluation Method for the Robust Control of Electrical Drive Systems based on Six-sigma Methodology
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作者 Nabil Farah Gang Lei +1 位作者 Jianguo Zhu Youguang Guo 《CES Transactions on Electrical Machines and Systems》 2025年第2期131-145,共15页
Numerous uncertainties in practical production and operation can seriously affect the drive performance of permanent magnet synchronous machines(PMSMs).Various robust control methods have been developed to mitigate or... Numerous uncertainties in practical production and operation can seriously affect the drive performance of permanent magnet synchronous machines(PMSMs).Various robust control methods have been developed to mitigate or eliminate the effects of these uncertainties.However,the robustness to uncertainties of electrical drive systems has not been clearly defined.No systemic procedures have been proposed to evaluate a control system's robustness(how robust it is).This paper proposes a systemic method for evaluating control systems'robustness to uncertainties.The concept and fundamental theory of robust control are illustrated by considering a simple uncertain feedback control system.The effects of uncertainties on the control performance and stability are analyzed and discussed.The concept of design for six-sigma(a robust design method)is employed to numerically evaluate the robustness levels of control systems.To show the effectiveness of the proposed robustness evaluation method,case studies are conducted for second-order systems,DC motor drive systems,and PMSM drive systems.Besides the conventional predictive control of PMSM drive,three different robust predictive control methods are evaluated in terms of two different parametric uncertainty ranges and three application requirements against parametric uncertainties. 展开更多
关键词 Permanent magnet synchronous machines(PMSMs) Predictive control UNCERTAINTIES robustness evaluation robust control Six-sigma
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Fast,Safe and Robust Motion Planning for Autonomous Vehicles Based on Robust Control Invariant Tubes
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作者 Mingzhuo Zhao Tong Shen +1 位作者 Fanxun Wang Guodong Yin 《Chinese Journal of Mechanical Engineering》 2025年第2期326-343,共18页
This paper tackles uncertainties between planning and actual models.It extends the concept of RCI(robust control invariant)tubes,originally a parameterized representation of closed-loop control robustness in tradition... This paper tackles uncertainties between planning and actual models.It extends the concept of RCI(robust control invariant)tubes,originally a parameterized representation of closed-loop control robustness in traditional feedback control,to the domain of motion planning for autonomous vehicles.Thus,closed-loop system uncertainty can be preemptively addressed during vehicle motion planning.This involves selecting collision-free trajectories to minimize the volume of robust invariant tubes.Furthermore,constraints on state and control variables are translated into constraints on the RCI tubes of the closed-loop system,ensuring that motion planning produces a safe and optimal trajectory while maintaining flexibility,rather than solely optimizing for the open-loop nominal model.Additionally,to expedite the solving process,we were inspired by L2gain to parameterize the RCI tubes and developed a parameterized explicit iterative expression for propagating ellipsoidal uncertainty sets within closedloop systems.Furthermore,we applied the pseudospectral orthogonal collocation method to parameterize the optimization problem of transcribing trajectories using high-order Lagrangian polynomials.Finally,under various operating conditions,we incorporate both the kinematic and dynamic models of the vehicle and also conduct simulations and analyses of uncertainties such as heading angle measurement,chassis response,and steering hysteresis.Our proposed robust motion planning framework has been validated to effectively address nearly all bounded uncertainties while anticipating potential tracking errors in control during the planning phase.This ensures fast,closed-loop safety and robustness in vehicle motion planning. 展开更多
关键词 Motion planning Vehicle dynamics robust control invariant tubes Autonomous driving robust control Trajectory optimization
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基于PSO算法的LS-SVM在医疗管理系统中财务管理与决策系统的应用
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作者 姚欣 王君杰 《微型电脑应用》 2025年第2期273-276,共4页
为了提高医疗管理系统中财务管理和决策系统的精确度和运行效率,利用支持向量机(SVM)对财务数据等进行分析,并构建最小二乘支持向量机(LS-SVM)模型,结合粒子群优化(PSO)算法对参数进行自动寻优;随后将利用PSO算法优化的LS-SVM(PSO-LS-S... 为了提高医疗管理系统中财务管理和决策系统的精确度和运行效率,利用支持向量机(SVM)对财务数据等进行分析,并构建最小二乘支持向量机(LS-SVM)模型,结合粒子群优化(PSO)算法对参数进行自动寻优;随后将利用PSO算法优化的LS-SVM(PSO-LS-SVM)应用到医疗管理系统中的财务管理和决策系统中,以提供实时动态财务数据,并推动医疗管理系统的数字化建设。研究结果表明,PSO-LS-SVM能够降低算法的整体复杂程度,加快机器运算的效率,使得收敛速度得到大幅度提升。利用PSO-LS-SVM对财务数据进行仿真,发现其具有较高的精确率,偏差值介于0~0.6;在SVM、LS-SVM、PSO-LS-SVM 3种算法中,SVM的偏差值最大,LS-SVM次之,PSO-LS-SVM最小,说明基于PSO优化的LS-SVM能够为医疗系统中的财务管理和决策系统提供更加科学的服务。 展开更多
关键词 PSO ls-svm 医疗管理系统 财务管理 决策系统
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The H_(∞) Robust Stability and Performance Conditions for Uncertain Robot Manipulators
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作者 Geun Il Song Hae Yeon Park Jung Hoon Kim 《IEEE/CAA Journal of Automatica Sinica》 2025年第1期270-272,共3页
Dear Editor,H_(∞)This letter develops a new framework for the robust stability and performance conditions as well as the relevant controller synthesis with respect to uncertain robot manipulators.There often exist mo... Dear Editor,H_(∞)This letter develops a new framework for the robust stability and performance conditions as well as the relevant controller synthesis with respect to uncertain robot manipulators.There often exist model uncertainties between the nominal model and the real robot manipulator and disturbances. Hence, dealing with their effects plays a crucial role in leading to high tracking performances, as discussed in [1]–[5]. 展开更多
关键词 robot manipulator robust stability performance conditions H performance conditions nominal model robot manipulatorsthere dealing their effects robust stability
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基于极限学习机和LS-SVM算法的耙吸船疏浚优化研究
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作者 史誉州 谢云飞 +1 位作者 刘雅奇 王栋臣 《珠江水运》 2025年第17期75-78,共4页
全球贸易增长推动港口航道疏浚需求激增,耙吸船作为主力装备,面临传统作业模式效率低、能耗高、环境扰动大等挑战,智能化疏浚技术成为行业升级的核心方向。因此研究提出了一种核函数优化极限学习机,同时结合循环式最小二乘支持向量机算... 全球贸易增长推动港口航道疏浚需求激增,耙吸船作为主力装备,面临传统作业模式效率低、能耗高、环境扰动大等挑战,智能化疏浚技术成为行业升级的核心方向。因此研究提出了一种核函数优化极限学习机,同时结合循环式最小二乘支持向量机算.法构建优化模型。实验结果表明,核极限学习机算法迭代次数为150次时,平均损失值为0016,该算法识别准确率、召回率以及召回率的调和平均值均.维持在97%以上。另外将融合算法模型与实测装舱产量预测数据进行对比,重合度.达到986%,混合模型在同一时间段内完成的总疏浚量也远高于对比模型,最高达到11653m^(3)/h。上述结果表明,该算法模型对于耙吸船疏浚作业优化具有积极的效果。 展开更多
关键词 极限学习机 核函数 ls-svm 疏浚优化 耙吸船
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Bionic Mushroom Structures for Robust Super-Repellent of Low Surface Tension Liquids
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作者 Yingke Wang Donghe Zhang +3 位作者 Xuan Su Fenxiang Wang Feifei Zhou Jie Xu 《Journal of Bionic Engineering》 2025年第6期3086-3094,共9页
Rough micro-nano structures and low surface energy chemical compositions are two essential conditions for constructing superhydrophobic surfaces.However,for low surface tension liquids,which are extremely easy to spre... Rough micro-nano structures and low surface energy chemical compositions are two essential conditions for constructing superhydrophobic surfaces.However,for low surface tension liquids,which are extremely easy to spread and wet on solid surfaces,the design of cantilever structures with internal concavity is the third important parameter to achieve their superomniphobic,whose negative geometrical inflections can effectively lock the solid-liquid-gas three phase contact line,maximize the upward component of capillary force of the suspended droplets,and provide a larger breakthrough pressure for the structured surfaces to avoid the low surface tension liquids from collapsing on the solid surfaces.Based on this,microfabrication was used to prepare mushroom structured surfaces.By precisely controlling the etching parameters,mushroom structures with diameter of 3μm and circular centre distance of 8μm were prepared.The mushroom structure not only achieves super-repellent from high surface tension water(72.8 mN/m)to ultra-low surface tension perfluorohexane(10 mN/m),but also achieves complete rebound even to the high-speed impact of liquid droplets,including water droplets with an impact height of 7.9 cm and perfluorohexane with a height of 3 mm.This fabrication technology helps to build a robust superomniphobic surface for use in harsh environments such as high-speed droplet impacts. 展开更多
关键词 Superomniphobic robustness MICROFABRICATION WETTING Surface tension
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基于多分类LS-SVM的智慧变电站电力变压器故障诊断
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作者 刘刚 郭环宇 +3 位作者 周进华 季卫 范振超 齐谦康 《漫科学(科技应用)》 2025年第10期142-144,共3页
针对传统电力变压器故障诊断方法存在对复杂故障模式识别能力有限、诊断准确率不高的问题,本文提出了基于多分类LS-SVM的智慧变电站电力变压器故障诊断研究。利用小波包变换,对电力变压器信号进行特征提取,获取能反映故障状态的关键信息... 针对传统电力变压器故障诊断方法存在对复杂故障模式识别能力有限、诊断准确率不高的问题,本文提出了基于多分类LS-SVM的智慧变电站电力变压器故障诊断研究。利用小波包变换,对电力变压器信号进行特征提取,获取能反映故障状态的关键信息;构建多分类LS-SVM模型,输入提取的信号特征,利用其处理多分类问题的优势进行故障分类。实验结果显示,在运用该方法之后,对6种不同类型电力变压器故障样本开展诊断时,其诊断准确率均实现了100%的水平,有力地保障了诊断结果的精确性。 展开更多
关键词 多分类ls-svm 智慧变电站 电力变压器 故障诊断
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Laser-based fabrication of superhydrophobic glass with high transparency and robustness
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作者 LIU Chao WANG Qing-hua +4 位作者 GE Zhi-qiang LI Hao-yu FU Jia-jun WANG Hui-xin ZHANG Tai-rui 《Journal of Central South University》 2025年第1期160-173,共14页
Superhydrophobic glass has inspiring development prospects in endoscopes,solar panels and other engineering and medical fields.However,the surface topography required to achieve superhydrophobicity will inevitably aff... Superhydrophobic glass has inspiring development prospects in endoscopes,solar panels and other engineering and medical fields.However,the surface topography required to achieve superhydrophobicity will inevitably affect the surface transparency and limit the application of glass materials.To resolve the contradiction between the surface transparency and the robust superhydrophobicity,an efficient and low-cost laser-chemical surface functionalization process was utilized to fabricate superhydrophobic glass surface.The results show that the air can be effectively trapped in surface micro/nanostructure induced by laser texturing,thus reducing the solid-liquid contact area and interfacial tension.The deposition of hydrophobic carbon-containing groups on the surface can be accelerated by chemical treatment,and the surface energy is significantly reduced.The glass surface exhibits marvelous robust superhydrophobicity with a contact angle of 155.8°and a roll-off angle of 7.2°under the combination of hierarchical micro/nanostructure and low surface energy.Moreover,the surface transparency of the prepared superhydrophobic glass was only 5.42%lower than that of the untreated surface.This superhydrophobic glass with high transparency still maintains excellent superhydrophobicity after durability and stability tests.The facile fabrication of superhydrophobic glass with high transparency and robustness provides a strong reference for further expanding the application value of glass materials. 展开更多
关键词 superhydrophobic glass laser-chemical functionalization TRANSPARENCY robustNESS highly efficient
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Structural Features and Robustness of Coupled Software Networks
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作者 WANG Ershen TONG Zeqi +4 位作者 HONG Chen WANG Yanwen MEI Sen XU Song NA La 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第6期801-812,共12页
Software systems play increasing important roles in modern society,and the ability against attacks is of great practical importance to crucial software systems,resulting in that the structure and robustness of softwar... Software systems play increasing important roles in modern society,and the ability against attacks is of great practical importance to crucial software systems,resulting in that the structure and robustness of software systems have attracted a tremendous amount of interest in recent years.In this paper,based on the source code of Tar and MySQL,we propose an approach to generate coupled software networks and construct three kinds of directed software networks:The function call network,the weakly coupled network and the strongly coupled network.The structural properties of these complex networks are extensively investigated.It is found that the average influence and the average dependence for all functions are the same.Moreover,eight attacking strategies and two robustness indicators(the weakly connected indicator and the strongly connected indicator)are introduced to analyze the robustness of software networks.This shows that the strongly coupled network is just a weakly connected network rather than a strongly connected one.For MySQL,high in-degree strategy outperforms other attacking strategies when the weakly connected indicator is used.On the other hand,high out-degree strategy is a good choice when the strongly connected indicator is adopted.This work will highlight a better understanding of the structure and robustness of software networks. 展开更多
关键词 software network software structure software robustness software system complex network
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Stabilized adaptive waveform inversion for enhanced robustness in Gaussian penalty matrix parameterization and transcranial ultrasound imaging
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作者 Jun-Jie Zhao Shan-Mu Jin +2 位作者 Yue-Kun Wang Yu Wang Ya-Hui Peng 《Chinese Physics B》 2025年第8期606-621,共16页
Achieving high-resolution intracranial imaging in a safe and portable manner is critical for the diagnosis of intracranial diseases,preoperative planning of craniotomies and intraoperative management during craniotomy... Achieving high-resolution intracranial imaging in a safe and portable manner is critical for the diagnosis of intracranial diseases,preoperative planning of craniotomies and intraoperative management during craniotomy procedures.Adaptive waveform inversion(AWI),a variant of full waveform inversion(FWI),has shown potential in intracranial ultrasound imaging.However,the robustness of AWI is affected by the parameterization of the Gaussian penalty matrix and the challenges posed by transcranial scenarios.Conventional AWI struggles to produce accurate images in these cases,limiting its application in critical medical settings.To address these issues,we propose a stabilized adaptive waveform inversion(SAWI)method,which introduces a user-defined zero-lag position for theWiener filter.Numerical experiments demonstrate that SAWI can achieve accurate imaging under Gaussian penalty matrix parameter settings where AWI fails,perform successful transcranial imaging in configurations where AWI cannot,and maintain the same imaging accuracy as AWI.The advantage of this method is that it achieves these advancements without modifying the AWI framework or increasing computational costs,which helps to promote the application of AWI in medical fields,particularly in transcranial scenarios. 展开更多
关键词 ultrasound brain imaging full waveform inversion robustNESS PARAMETERIZATION
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