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Passive activity enhances residual control ability in patients with complete spinal cord injury 被引量:2
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作者 Yanqing Xiao Mingming Gao +6 位作者 Zejia He Jia Zheng Hongming Bai Jia-Sheng Rao Guiyun Song Wei Song Xiaoguang Li 《Neural Regeneration Research》 SCIE CAS 2025年第8期2337-2347,共11页
Patients with complete spinal cord injury retain the potential for volitional muscle activity in muscles located below the spinal injury level.However,because of prolonged inactivity,initial attempts to activate these... Patients with complete spinal cord injury retain the potential for volitional muscle activity in muscles located below the spinal injury level.However,because of prolonged inactivity,initial attempts to activate these muscles may not effectively engage any of the remaining neurons in the descending pathway.A previous study unexpectedly found that a brief clinical round of passive activity significantly increased volitional muscle activation,as measured by surface electromyography.In this study,we further explored the effect of passive activity on surface electromyographic signals during volitional control tasks among individuals with complete spinal cord injury.Eleven patients with chronic complete thoracic spinal cord injury were recruited.Surface electromyography data from eight major leg muscles were acquired and compared before and after the passive activity protocol.The results indicated that the passive activity led to an increased number of activated volitional muscles and an increased frequency of activation.Although the cumulative root mean square of surface electromyography amplitude for volitional control of movement showed a slight increase after passive activity,the difference was not statistically significant.These findings suggest that brief passive activity may enhance the ability to initiate volitional muscle activity during surface electromyography tasks and underscore the potential of passive activity for improving residual motor control among patients with motor complete spinal cord injury. 展开更多
关键词 complete spinal cord injury cycle training epidural electrical stimulation motor training passive activity physiological state spinal cord circuit surface electromyography volitional control task
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Extending DDPG with Physics-Informed Constraints for Energy-Efficient Robotic Control
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作者 Abubakar Elsafi Arafat Abdulgader Mohammed Elhag +2 位作者 Lubna A.Gabralla Ali Ahmed Ashraf Osman Ibrahim 《Computer Modeling in Engineering & Sciences》 2025年第10期621-647,共27页
Energy efficiency stands as an essential factor when implementing deep reinforcement learning(DRL)policies for robotic control systems.Standard algorithms,including Deep Deterministic Policy Gradient(DDPG),primarily o... Energy efficiency stands as an essential factor when implementing deep reinforcement learning(DRL)policies for robotic control systems.Standard algorithms,including Deep Deterministic Policy Gradient(DDPG),primarily optimize task rewards but at the cost of excessively high energy consumption,making them impractical for real-world robotic systems.To address this limitation,we propose Physics-Informed DDPG(PI-DDPG),which integrates physics-based energy penalties to develop energy-efficient yet high-performing control policies.The proposed method introduces adaptive physics-informed constraints through a dynamic weighting factor(λ),enabling policies that balance reward maximization with energy savings.Our motivation is to overcome the impracticality of rewardonly optimization by designing controllers that achieve competitive performance while substantially reducing energy consumption.PI-DDPG was evaluated in nine MuJoCo continuous control environments,where it demonstrated significant improvements in energy efficiency without compromising stability or performance.Experimental results confirm that PI-DDPG substantially reduces energy consumption compared to standard DDPG,while maintaining competitive task performance.For instance,energy costs decreased from 5542.98 to 3119.02 in HalfCheetah-v4 and from1909.13 to 1586.75 in Ant-v4,with stable performance in Hopper-v4(205.95 vs.130.82)and InvertedPendulum-v4(322.97 vs.311.29).Although DDPG sometimes yields higher rewards,such as in HalfCheetah-v4(5695.37 vs.4894.59),it requires significantly greater energy expenditure.These results highlight PI-DDPG as a promising energy-conscious alternative for robotic control. 展开更多
关键词 Physics-informed DDPG energy-efficient RL robotic control continuous control tasks MuJoCo environments reward-energy trade-off
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Hybrid task priority-based motion control of a redundant free-floating space robot 被引量:2
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作者 Cheng ZHOU Minghe JIN +2 位作者 Yechao LIU Zongwu XIE Hong LIU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第6期2024-2033,共10页
This paper presents a novel hybrid task priority-based motion planning algorithm of a space robot. The satellite attitude control task is defined as the primary task, while the leastsquares-based non-strict task prior... This paper presents a novel hybrid task priority-based motion planning algorithm of a space robot. The satellite attitude control task is defined as the primary task, while the leastsquares-based non-strict task priority solution of the end-effector plus the multi-constraint task is viewed as the secondary task. Furthermore, a null-space task compensation strategy in the joint space is proposed to derive the combination of non-strict and strict task-priority motion planning,and this novel combination is termed hybrid task priority control. Thus, the secondary task is implemented in the primary task's null-space. Besides, the transition of the state of multiple constraints between activeness and inactiveness will only influence the end-effector task without any effect on the primary task. A set of numerical experiments made in a real-time simulation system under Linux/RTAI shows the validity and feasibility of the proposed methodology. 展开更多
关键词 Base attitude control Hybrid task-priority Motion planning Multiple constraints Redundant space robot
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Cooperative formation control of multiple aerial vehicles based on guidance route in a complex task environment 被引量:9
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作者 Guibin SUN Rui ZHOU +4 位作者 Kun XU Zhi WENG Yuhang ZHANG Zhuoning DONG Yingxun WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第2期701-720,共20页
In recent years,formation control of multi-agent has been a significant research subject in the field of cooperative control.However,previous works have mainly concentrated on formation control for simple point-mass m... In recent years,formation control of multi-agent has been a significant research subject in the field of cooperative control.However,previous works have mainly concentrated on formation control for simple point-mass model and linear model.In contrast,this paper presents a novel cooperative algorithm for multiple air vehicles formation control,which aims to devise a control strategy based on guidance route to achieve precisely coordinated formation control for a group of fixed-wing aircraft in a complex task environment.The proposed method introduces the leader-follower structure for effective organization of the multi-agent coordination.Moreover,the Partial Integrated Formation and Control(PIFC)is adopted to design the control law for Guidance-Route based Formation Control(GRFC).Additionally,the proposed approach designs two guidance-route generation strategies for two special situations to demonstrate the effectiveness of GRFC in complex task environments.Theoretical analysis reveals that the proposed control protocol for guidance command can ensure the overall stability and tracking accuracy of the system.Numerical simulations are performed to illustrate the theoretical results,and verify that the proposed approach can achieve coordinated formation control precisely in a complex task environment. 展开更多
关键词 COMPLEX task environments COOPERATIVE FORMATION control Fixed-wing aircraft GUIDANCE ROUTE Leader-follower structure Partial integrated FORMATION and control
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Task analysis approach based on perceptual control theory
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作者 李娟妮 华庆一 +1 位作者 姬翔 张敏军 《Journal of Beijing Institute of Technology》 EI CAS 2016年第2期278-286,共9页
Based on perceptual control theory,a task analysis approach is proposed to describe more accurately user tasks in dynamic environments,which is of more powerful and flexible descriptive ability. Theoretically,a task m... Based on perceptual control theory,a task analysis approach is proposed to describe more accurately user tasks in dynamic environments,which is of more powerful and flexible descriptive ability. Theoretically,a task meta model is established to describe the interactive process in an individual,dynamic,and flexible way.Methodologically,an implementation framework is illustrated to map the user-oriented description into implementation-oriented models,which will be as a technical tool to transform from a task model to a user interface prototype. 展开更多
关键词 perceptual control theory (PCT) user task analysis the dynamic environments thecontext of use
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视觉伺服法在变电站异物清理机械手应用研究
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作者 李新海 刘永强 +1 位作者 曾令诚 孟晨旭 《机械设计与制造》 北大核心 2026年第1期261-267,共7页
针对变电站异物的清理问题,提出了一种具有柔性自适应夹持的异物清理机械手。在无人机上安装的摄像机获取环境点云的基础上,提出了基于点云的异物检测与定位算法,能够识别不同形状、类型和位姿的异物。采用位置的视觉伺服系统(PBVS)控... 针对变电站异物的清理问题,提出了一种具有柔性自适应夹持的异物清理机械手。在无人机上安装的摄像机获取环境点云的基础上,提出了基于点云的异物检测与定位算法,能够识别不同形状、类型和位姿的异物。采用位置的视觉伺服系统(PBVS)控制方法来解耦线速度和角速度,将基于点云的异物定位方法与分层任务优先级控制方法相结合,使得机械臂在恶劣环境中能够准确实现机械手的异物清理。最后通过搭载了机械手异物自动清理实验平台,验证了该清理机械手控制算法的有效性。 展开更多
关键词 异物清理机械手 视觉伺服 任务优先控制 控制算法
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基于Transformer的多任务协同监控架构研究
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作者 牛云鹏 索智文 +3 位作者 王惠伟 屈波 周超逸 张丽芳 《煤炭工程》 北大核心 2026年第1期35-42,共8页
煤矿智能管控面临动态响应滞后和多源数据割裂的挑战,针对传统模型难以捕捉井下瞬态异常和协同分析多模态数据的问题。文章提出基于Transformer的多任务自适应架构(MTA-Transformer),通过跨模态特征融合与共享编码器,统一建模设备振动... 煤矿智能管控面临动态响应滞后和多源数据割裂的挑战,针对传统模型难以捕捉井下瞬态异常和协同分析多模态数据的问题。文章提出基于Transformer的多任务自适应架构(MTA-Transformer),通过跨模态特征融合与共享编码器,统一建模设备振动、瓦斯浓度等数据,实现开采环境的多尺度动态感知,解决对开采环境的动态监控与风险超前预警问题。实验表明,在轴承故障检测任务中,该模型准确率达93.5%,误报率(FAR)为2.0%,响应时间在5 ms内,较传统模型有较大提升;瓦斯浓度预测NRMSE为7.83%,预测区间覆盖概率(PICP)达91.7%,超前预警时效可达6 h。MTA-Transformer为矿山智能化建设提供了可落地的模式。 展开更多
关键词 煤矿智能管控 TRANSFORMER 多任务协同 故障诊断 瓦斯浓度预测
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Impact of Chronic Stress on Attention Control:Evidence from Behavioral and Event-Related Potential Analyses 被引量:5
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作者 Qingjin Liu Yong Liu +3 位作者 Xuechen Leng Jinfeng Han Feng Xia Hong Chen 《Neuroscience Bulletin》 SCIE CAS CSCD 2020年第11期1395-1410,共16页
Chronic stress affects brain function,so assessing its hazards is important for mental health.To overcome the limitations of behavioral data,we combined behavioral and event-related potentials(ERPs)in an attention net... Chronic stress affects brain function,so assessing its hazards is important for mental health.To overcome the limitations of behavioral data,we combined behavioral and event-related potentials(ERPs)in an attention network task.This task allowed us to differentiate between three specific aspects of attention:alerting,orienting,and execution.Forty-one participants under chronic stress and 31 non-stressed participants were enrolled.On the performance level,the chronically stressed group showed a significantly slower task response and lower accuracy.Concerning ERP measures,smaller cue-N1,cueN2,and larger cue-P3 amplitudes were found in the stressed group,indicating that this group was less able to assign attention to effective information,i.e.,they made inefficient use of cues and had difficulty in maintaining alerting.In addition,the stressed group showed larger target-N2 amplitudes,indicating that this group needed to allocate more cognitive resources to deal with the conflict targets task.Subgroup analysis revealed lower target-P3 amplitudes in the stressed than in the non-stressed group.Group differences associated with the attention networks were found at the ERP level.In the stressed group,excessive depletion of resources led to changes in attention control.In this study,we examined the effects of chronic stress on individual executive function from a neurological perspective.The results may benefit the development of interventions to improve executive function in chronically stressed individuals. 展开更多
关键词 STRESS ATTENTION Event-related potential Attention control network task
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Enhanced inhibitory control during re-engagement processing in badminton athletes:An event-related potential study 被引量:5
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作者 Jiacheng Chen Yanan Li +3 位作者 Guanghui Zhang Xinhong Jin Yingzhi Lu Chenglin Zhou 《Journal of Sport and Health Science》 SCIE 2019年第6期585-594,共10页
Purpose:The purpose of present study was to investigate the impact of sport experience on response inhibition and response re-engagement in expert badminton athletes during the stop-signal task and change-signal task.... Purpose:The purpose of present study was to investigate the impact of sport experience on response inhibition and response re-engagement in expert badminton athletes during the stop-signal task and change-signal task.Methods:A total of 19 badminton athletes and 20 nonathletes performed both the stop-signal task and change-signal task.Reaction times(RTs)and event-related potentials were recorded and analyzed.Results:Behavioral results indicated that badminton athletes responded faster than nonathletes to go stimuli and to change signals,with faster change RTs and change-signal RTs,which take into consideration the variable stimulus onset time mean.During successful change trials in the change-signal task,the amplitudes of the event-related potential components N2 and P3 were smaller for badminton athletes than for nonathletes.Moreover,change-signal RTs and N2 amplitudes as well as change RTs and P3 amplitudes were significantly correlated in badminton athletes.A significant correlation was also found between the amplitude of the event-related potential component N1 and response accuracy to change signals in badminton athletes.Conclusion:Moderation of brain cortical activity in badminton athletes was more associated with their ability to rapidly inhibit a planned movement and re-engage with a new movement compared with nonathletes.The superior inhibitory control and more efficient neural mechanisms in badminton athletes compared with nonathletes might be a result of badminton athletes’ professional training experience. 展开更多
关键词 BADMINTON ATHLETES Change-signal task EVENT-RELATED potentials INHIBITORY control Stop-signal task
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A high-precision control system for robotic welding positioner 被引量:1
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作者 石玗 樊丁 陈剑虹 《China Welding》 EI CAS 2005年第1期53-57,共5页
Aiming at the robotic welding positioner with characteristic of parameter change, load change, nonlinearity, and an intelligent control system was researched and developed. This control system used a two-mode controll... Aiming at the robotic welding positioner with characteristic of parameter change, load change, nonlinearity, and an intelligent control system was researched and developed. This control system used a two-mode controller that based on Fuzzy and PID control method. The results of simulation show that the dynamic and steady performances of the intelligent controller are better than that of single PID or Fuzzy controller. This paper has made a detail theoretical analysis of the constitution design and real-time controlled software and brought up the design and fulfillment method of multi-task real-time control software of high precisely and numerically controlled welding positioner, which has a good result in practice. 展开更多
关键词 numerically controlled welding positioner intelligent tow-mode controller multi-task real-time control system arc welding robot
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Perti Net-Based Workflow Access Control Model 被引量:2
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作者 陈卓 骆婷 +1 位作者 石磊 洪帆 《Journal of Shanghai University(English Edition)》 CAS 2004年第1期63-69,共7页
Access control is an important protection mechanism for information systems. This paper shows how to make access control in workflow system. We give a workflow access control model (WACM) based on several current acce... Access control is an important protection mechanism for information systems. This paper shows how to make access control in workflow system. We give a workflow access control model (WACM) based on several current access control models. The model supports roles assignment and dynamic authorization. The paper defines the workflow using Petri net. It firstly gives the definition and description of the workflow, and then analyzes the architecture of the workflow access control model (WACM). Finally, an example of an e-commerce workflow access control model is discussed in detail. 展开更多
关键词 WORKFLOW task access control AUTHORIZATION Petri net access control matrix E-COMMERCE SET protocol.
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Modeling robotic operations controlled by natural language
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《Control Theory and Technology》 EI CSCD 2017年第4期258-266,共9页
There are multiple ways to control a robotic system. Most of them require the users to have prior knowledge about robots or get trained before using them. Natural language based control attracts increasing attention d... There are multiple ways to control a robotic system. Most of them require the users to have prior knowledge about robots or get trained before using them. Natural language based control attracts increasing attention due to its versatility and less requirements for users. Since natural language instructions from users cannot be understood by the robots directly, the linguistic input has to be processed into a formal representation which captures the task specification and removes the ambiguity inherent in natural language. For most of existing natural language controlled robotic system, they assume the given language instructions are already in correct orders. However, it is very likely for untrained users to give commands in a mixed order based on their direct observation and intuitive thinking. Simply following the order of the commands can lead to failures of tasks. To provide a remedy for the problem, we propose a novel framework named dependency relation matrix (DRM) to model and organize the semantic information extracted from language input, in order to figure out an executable sequence of subtasks for later execution. In addition, the proposed approach projects abstract language input and detailed sensory information into the same space, and uses the difference between the goal specification and temporal status of the task under implementation to monitor the progress of task execution. In this paper, we describe the DRM framework in detail, and illustrate the utility of this approach with experiment results. 展开更多
关键词 Natural language control task planning human-machine interaction
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Distributed tasks-platforms scheduling method to holonic-C2 organization 被引量:3
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作者 WANG Xun YAO Peiyang +2 位作者 ZHANG Jieyong WAN Lujun JIA Fangchao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第1期110-120,共11页
To solve the problem of distributed tasks-platforms scheduling in holonic command and control(C2) organization,the basic elements of the organization are analyzed firstly and the formal description of organizational e... To solve the problem of distributed tasks-platforms scheduling in holonic command and control(C2) organization,the basic elements of the organization are analyzed firstly and the formal description of organizational elements and structure is provided. Based on the improvement of task execution quality,a single task resource scheduling model is established and the solving method based on the m-best algorithm is proposed. For the problem of tactical decision-holon cannot handle tasks with low priority effectively, a distributed resource scheduling collaboration mechanism based on platform pricing and a platform exchange mechanism based on resource capacities are designed. Finally,a series of experiments are designed to prove the effectiveness of these methods. The results show that the proposed distributed scheduling methods can realize the effective balance of platform resources. 展开更多
关键词 COMMAND and control (C2) decision-holon distributed task allocation task EXECUTION quality platform PRICE order optimization.
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Analysis of Interface and Screen for Ground Control System 被引量:2
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作者 Eunghyun Lee Suhwan Kim Yongjin James Kwon 《Journal of Computer and Communications》 2016年第5期60-65,共6页
This study is a preparation phase for visualization of utilized information using ergonomic user interface and standardization of elements for GCS (Ground Control System). Therefore, we investigated the instances of G... This study is a preparation phase for visualization of utilized information using ergonomic user interface and standardization of elements for GCS (Ground Control System). Therefore, we investigated the instances of GCS (such as hawk and patriot missile’s GCS) for defense system. Based on the collected data, we compared and analyzed the GCS screen design. In this paper, we conduct case study for ergonomically development of GCS. It is expected that this research improves the situational awareness and reduces the user’s task load. 展开更多
关键词 Ground control Station Human Interface Situational Awareness task Load
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可编程序控制器应用技术活页教材开发 被引量:1
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作者 梁冠英 《河北能源职业技术学院学报》 2025年第1期87-90,共4页
活页式教材是适应职业教育发展的新形式教材,具有灵活性和职业性的特点。基于典型工作任务进行了可编程序控制器应用技术活页式教材的开发。教材从工作岗位和课程定位入手,结合职业教育标准,由易到难精心设计工作任务,多方案解决问题。... 活页式教材是适应职业教育发展的新形式教材,具有灵活性和职业性的特点。基于典型工作任务进行了可编程序控制器应用技术活页式教材的开发。教材从工作岗位和课程定位入手,结合职业教育标准,由易到难精心设计工作任务,多方案解决问题。每个项目都由任务描述、相关知识和工作任务三部分组成,突出理论知识、实践技能和综合素质三个维度。 展开更多
关键词 活页教材 可编程序控制器 任务
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Analysis of Design Directions for Ground Control Station (GCS) 被引量:3
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作者 Yongjin (James) Kwon Jinyeong Heo +2 位作者 Sekyung Jeong Seunghee Yu Suhwan Kim 《Journal of Computer and Communications》 2016年第15期1-7,共7页
This study is a preparation phase for integrated visualization of battlefield situation. To develop the ground control station for unmanned systems, many factors have to be considered from the design stages, such as l... This study is a preparation phase for integrated visualization of battlefield situation. To develop the ground control station for unmanned systems, many factors have to be considered from the design stages, such as layout, information component, representation scheme, and human operation methods. Considering such many factors can be very difficult, hence we conducted an in-depth investigation of design factors from major UAV stations around the world. We analyzed the design characteristics and the specifics. In conclusion, we were able to derive some common aspects of design characteristics, which lead to the successful design approach. 展开更多
关键词 Ground control Station UAV Human Machine Interface Situation Awareness task Load
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Cooperative task assignment of multiple heterogeneous unmanned aerial vehicles using a modifed genetic algorithm with multi-type genes 被引量:41
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作者 Deng Qibo Yu Jianqiao Wang Ningfei 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第5期1238-1250,共13页
The task assignment problem of multiple heterogeneous unmanned aerial vehicles (UAVs), concerned with cooperative decision making and control, is studied in this paper. The heterogeneous vehicles have different oper... The task assignment problem of multiple heterogeneous unmanned aerial vehicles (UAVs), concerned with cooperative decision making and control, is studied in this paper. The heterogeneous vehicles have different operational capabilities and kinematic constraints, and carry limited resources (e.g., weapons) onboard. They are designated to perform multiple consecutive tasks cooperatively on multiple ground targets. The problem becomes much more complicated because of these terms of heterogeneity. In order to tackle the challenge, we modify the former genetic algorithm with multi-type genes to stochastically search a best solution. Genes of chromo- somes are different, and they are assorted into several types according to the tasks that must be performed on targets. Different types of genes are processed specifically in the improved genetic operators including initialization, crossover, and mutation. We also present a mirror representation of vehicles to deal with the limited resource constraint. Feasible chromosomes that vehicles could perform tasks using their limited resources under the assignment are created and evolved by genetic operators. The effect of the proposed algorithm is demonstrated in numerical simulations. The results show that it effectively provides good feasible solutions and finds an optimal one. 展开更多
关键词 Cooperative control Genetic algorithm Heterogeneous unmanned aerial vehicles Multi-type genes task assignment
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基于前馈补偿的轮腿式平台多任务复合运动解耦控制 被引量:1
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作者 刘辉 马嘉勇 +1 位作者 杨海洋 郝伟赫 《北京理工大学学报》 EI CAS 北大核心 2025年第1期26-33,共8页
轮腿式平台在执行复杂作战环境载运任务时,由于其动态协调腿部与车轮运动是复杂耦合的,其行驶速度的稳定性、位姿控制的精确性都十分困难.文中基于轮腿式平台通过有限高度场景的动态协调任务,提出了一种基于前馈补偿的多任务优先级复合... 轮腿式平台在执行复杂作战环境载运任务时,由于其动态协调腿部与车轮运动是复杂耦合的,其行驶速度的稳定性、位姿控制的精确性都十分困难.文中基于轮腿式平台通过有限高度场景的动态协调任务,提出了一种基于前馈补偿的多任务优先级复合运动解耦控制框架.首先,分别建立了关节和车轮动力学模型,降低模型复杂度;然后,搭建了基于任务优先级的前馈关节力矩解算,叠加轮端前馈交互力和反馈控制力矩降低实时位姿调整对质心速度的影响;最后,采用转速闭环PI控制器,并引入车轮滚动阻力实现车轮速度到质心速度的有效传递.仿真结果表明,所提出控制方法在受限场景运动过程中平台质心速度最大跟踪误差小于3%,为轮腿式平台复杂环境下执行任务提供了可行控制框架. 展开更多
关键词 轮腿式平台 前馈补偿 任务优先级 解耦控制
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Cooperative Search and Task Allocation Among Heterogeneous Teams of UAVs 被引量:2
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作者 沈延航 周洲 《Defence Technology(防务技术)》 SCIE EI CAS 2008年第3期198-202,共5页
A cooperative control method of multi-class UAV(unmanned air vehicle) team is investigated.During the mission,the UAVs perform search,classification,attack and battle damage assessment(BDA) tasks at various locations,... A cooperative control method of multi-class UAV(unmanned air vehicle) team is investigated.During the mission,the UAVs perform search,classification,attack and battle damage assessment(BDA) tasks at various locations,which involves a combination of the team intelligence type of decision making combined with control,estimate and real-time trajectory optimization.The search-theoretic approach based on rate of return(ROR) maps is developed to get the cooperative search strategy.Templates are developed and views are combined to maximize the probability of correct target identification over various aspect angles.Monte Carle simulation runs for the scenario to evaluate the performance of the approach with various decision parameters,UAVs distributions and UAV team characteristics.Simulation results show that the cooperative behavior can significantly improve the operational effectiveness of UAV team,and the cooperative control allows for near optimal solution of the correlative behavior of a group of UAVs in battlefield. 展开更多
关键词 飞机构造 飞机设计 控制导航技术 无人飞行器
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随机任务驱动下机床间歇状态的动态节能控制方法
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作者 江志刚 祝青森 +2 位作者 朱硕 鄢威 张华 《机械工程学报》 北大核心 2025年第11期348-360,共13页
机床加工间歇期间的状态控制是提升机床节能效果的重要途径之一。针对当前未充分考虑随机任务情况对机床间歇状态控制的影响,导致机床在固定的节能控制策略下节能效果差的问题,提出一种随机任务驱动下机床间歇状态的动态节能控制方法。... 机床加工间歇期间的状态控制是提升机床节能效果的重要途径之一。针对当前未充分考虑随机任务情况对机床间歇状态控制的影响,导致机床在固定的节能控制策略下节能效果差的问题,提出一种随机任务驱动下机床间歇状态的动态节能控制方法。首先,分析随机任务下机床加工间歇的能耗模式,设计多种随机任务驱动下的机床间歇状态动态节能控制策略与切换机制;在此基础上,根据分析影响状态控制的关键因素建立随机任务加工环境信息样本集,构建堆栈去噪自编码节能控制模型,提取随机任务加工环境信息与机床节能控制策略紧密相关的深层特征,并作为Soft Max分类器的输入进行节能控制策略选择,以建立随机任务与机床节能控制策略的复杂映射关系,实现机床间歇状态的动态控制。最后以工件随机到达、新订单插入等随机任务为例进行验证。结果表明,所提方法能够实现机床间歇状态在随机任务引起的加工间歇长短改变情况下,节能、高效、准确地调整控制策略。 展开更多
关键词 随机任务 动态控制 加工间歇 节能控制策略 堆栈去噪自编码
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