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APPLICATION OF FRACTAL METHOD TO OPTIMUM AND DECOUPLING DESIGN OF ELECTROMECHANICAL SYSTEM 被引量:1
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作者 Jue Zhong Youping Yi Jie Chen 《Journal of Central South University》 SCIE EI CAS 1998年第1期51-53,共3页
Complex coupling problems have been existing in electromechanical systems. According to the principles of fractal geometry, an electromechanical system was to be resolved into some simple subsystems that can be easily... Complex coupling problems have been existing in electromechanical systems. According to the principles of fractal geometry, an electromechanical system was to be resolved into some simple subsystems that can be easily described and solved. Pattern recognition theory was applied to recognize the most probable solution space. Multipletarget decision method was used to synthesize the fractal solutions of a system. A kind of fractalconcurrentsynthetic design strategy, and some decoupling optimum techniques were suggested in the article. 展开更多
关键词 FRACTAL decoupling OPTIMUM DESIGN
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Neural adaptive PSD decoupling controller and its application in three-phase electrode adjusting system of submerged arc furnace 被引量:4
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作者 贺建军 刘郁乔 +1 位作者 喻寿益 桂卫华 《Journal of Central South University》 SCIE EI CAS 2013年第2期405-412,共8页
Taking three-phase electrode adjusting system of submerged arc furnace as study object which has nonlinear, time-variant, multivariable and strong coupling features, a neural adaptive PSD(proportion, sum and different... Taking three-phase electrode adjusting system of submerged arc furnace as study object which has nonlinear, time-variant, multivariable and strong coupling features, a neural adaptive PSD(proportion, sum and differential) dispersive decoupling controller was developed by combining neural adaptive PSD algorithm with dispersive decoupling network. In this work, the production technology process and control difficulties of submerged arc furnace were simply introduced, the necessity of establishing a neural adaptive PSD dispersive decoupling controller was discussed, the design method and the implementation steps of the controller are expounded in detail, and the block diagram of the controlled system is presented. By comparison with experimental results of the conventional PID controller and the adaptive PSD controller, the decoupling ability, adaptive ability, self-learning ability and robustness of the neural adaptive PSD dispersive decoupling controller have been testified effectively. The controller is applicable to the three-phase electrode adjusting system of submerged arc furnace, and it will play an important role for achieving the power balance of three-phrase electrodes, saving energy and reducing consumption in the process of smelting. 展开更多
关键词 PSD algorithm decoupling controller submerged arc furnace three phase electrode
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Design of Luenberger function observer with disturbance decoupling for matrix second-order linear systems-a parametric approach 被引量:1
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作者 Wu Yunli Duan Guangren 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期156-162,共7页
A simple method for disturbance decoupling for matrix second-order linear systems is proposed directly in matrix second-order framework via Luenberger function observers based on complete parametric eigenstructure ass... A simple method for disturbance decoupling for matrix second-order linear systems is proposed directly in matrix second-order framework via Luenberger function observers based on complete parametric eigenstructure assignment. By introducing the H2 norm of the transfer function from disturbance to estimation error, sufficient and necessary conditions for disturbance decoupling in matrix second-order linear systems are established and are arranged into constraints on the design parameters via Luenberger function observers in terms of the closed-loop eigenvalues and the group of design parameters provided by the eigenstructure assignment approach. Therefore, the disturbance decoupling problem is converted into an eigenstructure assignment problem with extra parameter constraints. A simple example is investigated to show the effect and simplicity of the approach. 展开更多
关键词 matrix second-order linear systems Luenberger function observers eigenstructure assignment disturbance decoupling
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Multivariable Intelligent Decoupling Control System and its Application 被引量:12
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作者 Tian-YouCHAI HengYUE 《自动化学报》 EI CSCD 北大核心 2005年第1期123-131,共9页
Many industrial processes have compositive complexities including multivariable, strong coupling, nonlinearity, time-variant and operating condition variations. Combining multivariable adaptive decoupling control with... Many industrial processes have compositive complexities including multivariable, strong coupling, nonlinearity, time-variant and operating condition variations. Combining multivariable adaptive decoupling control with neural networks, this paper presents a multivariable neural networkbased decoupling control algorithm. This control algorithm is integrated with distributed control technique and intelligent control technique, and a three-leveled intelligent decoupling control system consisting of basic control level, coordinating control level, and management and decision level is developed. The configuration and function of the control system are discussed in detail. This system has been successfully applied in ball mill pulverizing systems of 200MW power units, and remarkable benefits have been obtained. 展开更多
关键词 神经网络去耦合控制 智能去耦合控制系统 煤粉碎系统 多变量 系统应用
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High AOA decoupling control for aircraft based on ADRC 被引量:9
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作者 LIU Junjie SUN Mingwei +1 位作者 CHEN Zengqiang SUN Qinglin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第2期393-402,共10页
In this paper, a practical decoupling control scheme for fighter aircraft is proposed to achieve high angle of attack(AOA)tracking and super maneuver action by utilizing the thrust vector technology. Firstly, a six de... In this paper, a practical decoupling control scheme for fighter aircraft is proposed to achieve high angle of attack(AOA)tracking and super maneuver action by utilizing the thrust vector technology. Firstly, a six degree-of-freedom(DOF) nonlinear model with 12 variables is given. Due to low sufficiency of the aerodynamic actuators at high AOA, a thrust vector model with rotatable engine nozzles is derived. Secondly, the active disturbance rejection control(ADRC) is used to realize a three-channel decoupling control such that a strong coupling between different channels can be treated as total disturbance, which is estimated by the designed extended state observer. The control surface allocation is implemented by the traditional daisy chain method. Finally,the effectiveness of the presented control strategy is demonstrated by some numerical simulation results. 展开更多
关键词 HIGH angle of attack(AOA) decoupling CONTROL linear extended state observer(LESO) active disturbance REJECTION control(ADRC) THRUST vector technology CONTROL allocation
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Design of decoupling Smith control for multivariable system with time delays 被引量:1
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作者 黄灿 桂卫华 +1 位作者 阳春华 谢永芳 《Journal of Central South University》 SCIE EI CAS 2011年第2期473-478,共6页
In order to solve the decoupling control problem of multivariable system with time delays,a new decoupling Smith control method for multivariable system with time delays was proposed. Firstly,the decoupler based on th... In order to solve the decoupling control problem of multivariable system with time delays,a new decoupling Smith control method for multivariable system with time delays was proposed. Firstly,the decoupler based on the adjoint matrix of the multivariable system model with time delays was introduced,and the decoupled models were reduced to first-order plus time delay models by analyzing the amplitude-frequency and phase-frequency characteristics. Secondly,according to the closed-loop characteristic equation of Smith predictor structure,proportion integration (PI) controllers were designed following the principle of pole assignment for Butterworth filter. Finally,using small-gain theorem and Nyquist stability criterion,sufficient and necessary conditions for robust stability were analyzed with multiplicative uncertainties,which could be encountered frequently in practice. The result shows that the method proposed has superiority for response speed and load disturbance rejection performance. 展开更多
关键词 multivariable process time delay Smith predictor decoupling robust stability
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Design of Nonlinear Decoupling Controller for Double-electromagnet Suspension System 被引量:9
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作者 LIU De-Sheng LI Jie ZHANG Kun 《自动化学报》 EI CSCD 北大核心 2006年第3期321-328,共8页
Aiming at the coupling characteristic between the two groups of electromagnets embedded in the module of the maglev train, a nonlinear decoupling controller is designed. The module is modeled as a double-electromagnet... Aiming at the coupling characteristic between the two groups of electromagnets embedded in the module of the maglev train, a nonlinear decoupling controller is designed. The module is modeled as a double-electromagnet system, and based on some reasonable assumptions its nonlinear mathematical model, a MIMO coupling system, is derived. To realize the linearization and decoupling from the input to the output, the model is linearized exactly by means of feedback linearization, and an equivalent linear decoupling model is obtained. Based on the linear model, a nonlinear suspension controller is designed using state feedback. Simulations and experiments show that the controller can effectually solve the coupling problem in double-electromagnet suspension system. 展开更多
关键词 双倍电磁体 解耦 悬浮控制器 反馈控制器
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Multiple models adaptive feedforward decoupling controller
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作者 Wang Xin Li Shaoyuan Wang Zhongjie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期837-842,共6页
When the parameters of the system change abruptly, a new multivariable adaptive feedforward decoupling controller using multiple models is presented to improve the transient response. The system models are composed of... When the parameters of the system change abruptly, a new multivariable adaptive feedforward decoupling controller using multiple models is presented to improve the transient response. The system models are composed of multiple fixed models, one free-running adaptive model and one re-initialized adaptive model. The fixed models are used to provide initial control to the process. The re-initialized adaptive model can be reinitialized as the selected model to improve the adaptation speed. The free-running adaptive controller is added to guarantee the overall system stability. At each instant, the best system model is selected according to the switching index and the corresponding controller is designed. During the controller design, the interaction is viewed as the measurable disturbance and eliminated by the choice of the weighting polynomial matrix. It not only eliminates the steady-state error but also decouples the system dynamically. The gtobel convergence is obtained and several simulation examples are presented to illustrate the effectiveness of the proposed controller. 展开更多
关键词 multiple models FEEDFORWARD decoupling indirect adaptive control.
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Optimal decoupling control system using kernel method
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作者 全勇 杨杰 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期364-370,共7页
A major difficulty in multivariable control design is the cross-coupling between inputs and outputs which obscures the effects of a specific controller on the overall behavior of the system. This paper considers the a... A major difficulty in multivariable control design is the cross-coupling between inputs and outputs which obscures the effects of a specific controller on the overall behavior of the system. This paper considers the application of kernel method in decoupling multivariable output feedback controllers. Simulation results are presented to show the feasibility of the proposed technique. 展开更多
关键词 support vector regression kernel ridge regression decoupling multivariable control systems.
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Stabilization Variable Structure Control for Singular Decoupling Motor System
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作者 Zou, Wenxun Liu, Yongqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1997年第1期65-72,共8页
This paper describes the important application of variable structure control (VSC) theory on induction motor (IM) decoupling control system. A design scheme using singular system variable structure control method for ... This paper describes the important application of variable structure control (VSC) theory on induction motor (IM) decoupling control system. A design scheme using singular system variable structure control method for a decoupling IM system is presented. The scheme is shown to be robust to parametric variations and external disturbances. Simulation results show the stability and effectiveness of the proposed scheme 展开更多
关键词 Singular system Sliding mode Variable structure control decoupling control Switch- ing function.
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Tunable reflective spin-decoupled encoding metasurface based on Dirac semimetals
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作者 HAO Xiao-yu ZHENG Si-yu +6 位作者 WANG Yu LIU Yang LIU Meng ZHANG Yu-ping ZHANG Jin-juan ZHAN Yi ZHANG Hui-yun 《中国光学(中英文)》 北大核心 2025年第4期968-978,共11页
Multiple functional metasurfaces with high information capacity have attracted considerable attention from researchers.This study proposes a 2-bit tunable spin-decoupled coded metasurface designed for the terahertz ba... Multiple functional metasurfaces with high information capacity have attracted considerable attention from researchers.This study proposes a 2-bit tunable spin-decoupled coded metasurface designed for the terahertz band,which utilizes the tunable properties of Dirac semimetals(DSM)to create a novel multilayer structure.By incorporating both geometric and propagating phases into the metasurface design,we can effectively control the electromagnetic wave.When the Fermi level(EF)of the DSM is set at 6 meV,the electromagnetic wave is manipulated by the gold patch embedded in the DSM film,operating at a frequency of 1.3 THz.When the EF of the DSM is set at 80 meV,the electromagnetic wave is manipulated by the DSM patch,operating at a frequency of 1.4 THz.Both modes enable independent control of beam splitting under left-rotating circularly polarized(LCP)and rightrotating circularly polarized(RCP)wave excitation,resulting in the generation of vortex beams with distinct orbital angular momentum(OAM)modes.The findings of this study hold significant potential for enhancing information capacity and polarization multiplexing techniques in wireless communications. 展开更多
关键词 coding metasurface dirac semimetal spin decoupling circular polarization TUNABLE
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Study on Multi-variables Decoupled Fuzzy Controller for Confined Pig House in Northern China 被引量:1
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作者 Shen Wei-zheng Zhang Si-yuan +4 位作者 Yin Yan-ling Zhang Yu Wang Run-tao Yu Hai-jiao Nagi Eltieb 《Journal of Northeast Agricultural University(English Edition)》 CAS 2019年第1期73-85,共13页
In winter, the confined pig house of northern China is severe. The environment variables are nonlinear, time-varying and coupled, which seriously affect the health of pigs and the qualities of the meat. In order to so... In winter, the confined pig house of northern China is severe. The environment variables are nonlinear, time-varying and coupled, which seriously affect the health of pigs and the qualities of the meat. In order to solve the problem multi-variables coupling, a multi-variables decoupled fuzzy logic control method was proposed. Two fuzzy logic controllers were designed based on fuzzy logic theory. The fans, heaters and humidifiers were used to control temperature, humidity and ammonia. The reductions of temperature and humidity caused by ventilating were compensated by heaters and humidifiers respectively which realized the multivariables decoupling. The proposed methods were validated through theoretical, experimental and simulation analysis. The results suggested that the methods were able to regulate the confined pig house environment effectively. In addition, comparing to the manual regulation, the proposed methods could reduce 19% power consumption as well. 展开更多
关键词 PIG house environment fuzzy CONTROL variable decoupling environmental CONTROL
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Decoupled estimation of frequency-dependent IQI and channel for OFDM systems with direct-conversion transceivers 被引量:1
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作者 Yan Liang Rongfang Song +2 位作者 Fei Li Xueyun He Lihua Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第3期435-441,共7页
The in-phase and quadrature-phase imbalance (IQI) is one of the major radio frequency impairments existing in orthogonal frequency division multiplexing (OFDM) systems with direct-conversion transceivers. During the t... The in-phase and quadrature-phase imbalance (IQI) is one of the major radio frequency impairments existing in orthogonal frequency division multiplexing (OFDM) systems with direct-conversion transceivers. During the transmission of the communication signal, the impact of IQI is coupled with channel impulse responses (CIR), which makes the traditional channel estimation schemes ineffective. A decoupled estimation scheme is proposed to separately estimate the frequency-dependent IQI and wireless channel. Firstly, the generalized channel model is built to separate the parameters of IQI and wireless channel. Then an iterative estimation scheme of frequency-dependent IQI is designed at the initial stage of communication. Finally, based on the estimation result of IQI, the least square algorithm is utilized to estimate the channel-related parameters at each time of channel variation. Compared with the joint estimation schemes of IQI and channel, the proposed decoupled estimation scheme requires much lower training overhead at each time of channel variation. Simulation results demonstrate the good estimation performance of the proposed scheme. 展开更多
关键词 direct-conversion transceivers frequency-dependent in-phase and quadrature-phase imbalance (IQI) orthogonal frequency division multiplexing (OFDM) decoupled estimation
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Research on Hybrid Power System with Dual Stator-winding and Its Decoupled Control Strategy 被引量:3
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作者 魏曙光 马晓军 +1 位作者 可荣硕 刘秋丽 《Defence Technology(防务技术)》 SCIE EI CAS 2012年第4期193-199,共7页
For the bi-power system adopted widely in future armored vehicles,a hybrid power generator with dual stator-winding was proposed.Its structure and working principle were analyzed first,and its main parameters were det... For the bi-power system adopted widely in future armored vehicles,a hybrid power generator with dual stator-winding was proposed.Its structure and working principle were analyzed first,and its main parameters were determined and verified according to the power requirements.The system's mathematical model was established,and a decoupled control method was put forward on the basis of the instantaneous reactive power theory.For the voltage building-up,a voltage control strategy was designed on the basis of mixed reactive power compensation to implement stabilized 28V and 270V outputs simultaneously.The simulation results show that the stabilization accuracy and disturbance rejection ability of the system are improved much more than other ordinary generators. 展开更多
关键词 战车 坦克 一般性问题 设计 控制系统
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Power System State Estimation Solution With Zero Injection Constraints Using Modified Newton Method and Fast Decoupled Method in Polar Coordinate 被引量:13
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作者 GUO Ye ZHANG Boming WU Wenchuag SUN Hongbin 《中国电机工程学报》 EI CSCD 北大核心 2012年第22期I0015-I0015,11,共1页
如何保证零注入节点的注入功率在状态估计结果中严格为0是电力系统状态估计研究中的重要问题。在直角坐标下,由于零注入约束为线性约束,可使用修正牛顿法来有效地解决这一问题。因此,借鉴直角坐标下修正牛顿法的思路,提出了极坐标下的... 如何保证零注入节点的注入功率在状态估计结果中严格为0是电力系统状态估计研究中的重要问题。在直角坐标下,由于零注入约束为线性约束,可使用修正牛顿法来有效地解决这一问题。因此,借鉴直角坐标下修正牛顿法的思路,提出了极坐标下的修正牛顿法和修正快速解耦估计。这些方法的计算流程与传统的极坐标下的牛顿法和快速解耦估计非常相似,计算速度与大权重法相当,同时能够保证零注入约束严格满足。仿真结果验证了所得结论。 展开更多
关键词 状态估计模型 电力系统 解耦方法 注射 极坐标 牛顿法 基尔霍夫电流定律 电压变压器
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我国碳排放驱动因素分解及脱钩努力效应研究 被引量:3
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作者 郭文强 于忠萍 +2 位作者 雷明 张雯苹 高雅琪 《环境科学研究》 北大核心 2025年第2期209-219,共11页
准确把握我国整体碳排放发展现状,分析碳排放的驱动因素并探究碳排放脱钩的内在机制演变,对我国节能减排政策的制定具有重要的指导意义。本研究运用GDIM分解模型对我国2000-2022年的整体碳排放进行因素分解,并在此基础上,结合Tapio脱钩... 准确把握我国整体碳排放发展现状,分析碳排放的驱动因素并探究碳排放脱钩的内在机制演变,对我国节能减排政策的制定具有重要的指导意义。本研究运用GDIM分解模型对我国2000-2022年的整体碳排放进行因素分解,并在此基础上,结合Tapio脱钩模型构建脱钩努力模型,测度各驱动因素的脱钩努力效应,以评估我国减排政策的有效性。结果表明:①2000-2022年,我国整体碳排放总量逐年上升,由30.03×10^(8)t增至105.77×10^(8)t,累计增加了75.74×10^(8)t,碳减排工作面临较大挑战;空间上,碳排放分布不均,呈现出东多西少、北多南少的特征,且东西差距逐渐缩小。②技术规模是碳排放增加的最大驱动力,同时经济规模、能源规模及人均碳排放因素也有明显贡献,而技术碳强度是降碳的关键因素,其次是经济碳强度、能源消费碳强度。③2012年起,经济增长与碳排放脱钩指数始终保持在-0.3~0.8的范围,以弱脱钩状态为主。④经济碳强度、技术碳强度、能源碳强度及能源强度均可促进碳排放脱钩,其中,尤其显著的是技术碳强度,其脱钩努力指数大于1的频率高达63.64%。但是,在大多数年份下总脱钩努力指数仍为负值,表明总体脱钩努力尚不足以抵消经济效应带来的碳排放增长。因此,为加强我国碳排放治理及脱钩努力效应,应重点关注碳排放控制、绿色低碳技术创新以及碳减排政策的完善与落实。 展开更多
关键词 碳排放 因素分解 GDIM Tapio脱钩模型 脱钩努力模型
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中空连续体机械臂的设计与主从任务转换避障控制 被引量:1
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作者 万淑敏 孙长超 +2 位作者 袁培康 常乐 康荣杰 《天津大学学报(自然科学与工程技术版)》 EI CAS 北大核心 2025年第1期24-35,共12页
连续体机械臂具有优良的弯曲性能和柔顺灵活性,表现出了独特的环境适应性和人机交互安全性,在微创手术、灾后救援、狭窄空间检修等非结构化环境及家庭服务领域具有广阔的应用前景.然而,连续体机械臂的中央脊椎骨占据其内部空间,模块单... 连续体机械臂具有优良的弯曲性能和柔顺灵活性,表现出了独特的环境适应性和人机交互安全性,在微创手术、灾后救援、狭窄空间检修等非结构化环境及家庭服务领域具有广阔的应用前景.然而,连续体机械臂的中央脊椎骨占据其内部空间,模块单元冗余且运动耦合导致避障运动困难等问题妨碍了其在实际场景中的应用.针对以上问题,设计了内部中空的丝驱动连续体机械臂,为末端执行器的电液气管线留置出了充足的物理空间,并通过鲍登管在结构上实现了模块单元间的运动解耦;考虑丝驱动连续体机械臂的弯曲特性,建立了解耦后的简化运动学模型和运动学闭环控制算法;构造了评估空间障碍物与连续体机械臂最短距离的计算方法;在传统变构型避障运动控制的基础上,提出了基于主从任务转换的避障控制算法,能够在末端轨迹跟踪约束下,实现对障碍的躲避,同时也可暂时舍弃对给定末端轨迹的跟踪以躲避位于末端运动轨迹附近的障碍物.仿真和实验结果表明:所设计的连续体机械臂具有良好的运动能力,轨迹跟踪控制的末端位置平均误差为2.510 mm,仅为连续体机械臂长度的0.32%;提出的主从任务转换避障控制算法有效,能够准确评估末端运动与避障运动的优先级,相关研究工作为连续体机械臂的设计和运动控制提供了新的参考和思路. 展开更多
关键词 连续体机械臂 解耦 避障 主从任务转换
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基于跨模态特征重构与解耦网络的多模态抑郁症检测方法 被引量:1
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作者 赵小明 谌自强 张石清 《计算机应用研究》 北大核心 2025年第1期236-241,共6页
抑郁症是一种广泛而严重的心理健康障碍,需要早期检测以便进行有效的干预。因为跨模态之间存在的信息冗余和模态间的异质性,集成音频和文本模态的自动化抑郁症检测是一个具有挑战性但重要的问题,先前的研究通常未能充分地明确学习音频-... 抑郁症是一种广泛而严重的心理健康障碍,需要早期检测以便进行有效的干预。因为跨模态之间存在的信息冗余和模态间的异质性,集成音频和文本模态的自动化抑郁症检测是一个具有挑战性但重要的问题,先前的研究通常未能充分地明确学习音频-文本模态的相互作用以用于抑郁症检测。为了解决这些问题,提出了基于跨模态特征重构与解耦网络的多模态抑郁症检测方法(CFRDN)。该方法以文本作为核心模态,引导模型重构音频特征用于跨模态特征解耦任务。该框架旨在从文本引导重构的音频特征中解离共享和私有特征,以供后续的多模态融合使用。在DAIC-WoZ和E-DAIC数据集上进行了充分的实验,结果显示所提方法在多模态抑郁症检测任务上优于现有技术。 展开更多
关键词 多模态 抑郁症检测 特征重构 特征解耦 特征融合
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基于一般性动力学建模的多电机复合同步控制 被引量:2
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作者 谢斌 雷力 +1 位作者 王在相 李叶松 《中国电机工程学报》 北大核心 2025年第7期2821-2831,I0033,共12页
多电机同步系统广泛应用于精密制造领域,但是多样化系统结构与差异化同步控制需求,为高通用性同步控制策略设计带来了困难。为克服这些问题,该文建立多电机同步系统的一般性动力学模型,以统一形式的数学模型描述多样化同步控制问题;通... 多电机同步系统广泛应用于精密制造领域,但是多样化系统结构与差异化同步控制需求,为高通用性同步控制策略设计带来了困难。为克服这些问题,该文建立多电机同步系统的一般性动力学模型,以统一形式的数学模型描述多样化同步控制问题;通过基于运动学的坐标变换,揭示动力学模型内部复杂耦合关系及在耦合效应影响下的同步误差形成机理;通过提出运动解耦设计方法,精确补偿驱动轴与同步轴之间动力学特性差异,并实现系统解耦;基于已解耦系统设计反馈形式的运动跟踪控制器提升系统实时同步性能。仿真与实验结果表明,依据一般性动力学建模分析提出的复合同步控制策略具有明确的可解释性,能够有效提高多电机同步控制性能。 展开更多
关键词 多电机同步 动力学建模 耦合系统 同步控制 解耦控制
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基于改进YOLOv7-tiny的无人机航拍图像小目标检测算法 被引量:4
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作者 张光华 李聪发 +1 位作者 李钢硬 卢为党 《工程科学与技术》 北大核心 2025年第3期235-246,共12页
无人机航拍图像目标检测是无人机应用的一项重要技术,针对无人机航拍图像中目标尺度变化大、小尺寸目标分布密集、背景复杂而导致的漏检和误检问题,本文提出一种基于YOLOv7-tiny带ConvMixer检测头的无人机航拍图像小目标检测算法。首先... 无人机航拍图像目标检测是无人机应用的一项重要技术,针对无人机航拍图像中目标尺度变化大、小尺寸目标分布密集、背景复杂而导致的漏检和误检问题,本文提出一种基于YOLOv7-tiny带ConvMixer检测头的无人机航拍图像小目标检测算法。首先,将激活函数LeakyReLU替换为SiLU,弥补LeakyReLU缺少的非线性表达,提升模型训练时的收敛速度与模型泛化能力;其次,为了增强对多尺度目标的特征提取能力,额外设计了小目标检测层,并衍生出一个微小目标检测头,增大了模型感受野,更好地解决目标尺度剧烈变化带来的大尺度方差问题,提升了小目标的检测能力;此外,在预测头部分集成ConvMixer层,ConvMixer中的深度卷积和逐点卷积有助于找到传递给预测头的特征信息中的空间和通道关系,提升对微小目标的处理能力;最后,将YOLOv7-tiny的耦合检测头替换为更高效的解耦头,对定位与分类任务解耦出单独的特征通道,增强对目标的分类和定位能力。为了全面验证每个改进点的有效性,本文从两个方向设计了消融实验,并对比分析了改进算法与其他算法的检测性能。实验结果表明,本文算法在Visdrone2021数据集上平均精度均值(mAP)达到40.9%,较基线算法提升了3.7%,模型内存为28.2 MB,检测速度达到35.8帧/s,改进算法综合性能与对比的主流先进算法相比更优。通过检测效果分析可知,本文算法在无人机航拍图像检测上的误检和漏检问题得到较大改善。综上,本文算法的准确性和实时性能胜任航拍图像小目标检测任务。 展开更多
关键词 无人机航拍图像 小目标检测 SiLU ConvMixer 更高效的解耦头
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