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基于OODA环的网络化防空体系作战效能评估
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作者 陈伟 张庆波 +2 位作者 刘洋 宁国平 王栋 《火力与指挥控制》 CSCD 北大核心 2024年第5期27-35,共9页
以网络化防空体系作战效能评估为对象开展研究,针对效能评估过程中概念梳理不清、指标体系不科学、指标权重不合理等问题,系统梳理网络化防空体系OODA环模型,分析网络化防空体系作战流程。运用德尔菲法制定动态的效能评估指标体系,采用... 以网络化防空体系作战效能评估为对象开展研究,针对效能评估过程中概念梳理不清、指标体系不科学、指标权重不合理等问题,系统梳理网络化防空体系OODA环模型,分析网络化防空体系作战流程。运用德尔菲法制定动态的效能评估指标体系,采用层次分析法确定评估指标体系指标权重。构建灰色模糊评估模型,对网络化防空体系作战效能进行综合评估,并用实例验证该方法和模型的有效性。该方法可为构建网络化防空体系,评估防空体系作战效能提供方法和参考。 展开更多
关键词 ooda 网络化防空体系 作战效能评估 灰色模糊评估
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面向复杂决策的OODA环:智能赋能与认知增强
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作者 白成超 张琦 +2 位作者 谢旭东 颜鹏 郭继峰 《指挥与控制学报》 CSCD 北大核心 2024年第3期284-297,共14页
传统OODA环理论存在认知粒度低、单向循环、单一入口等缺点,无法满足未来以智能化、网络化、体系化为特征的多域联合作战需求,尚不具备在以跨域协同、体系聚优等为代表的复杂决策环境中应用的能力。通过梳理分析OODA环理论发展历程及演... 传统OODA环理论存在认知粒度低、单向循环、单一入口等缺点,无法满足未来以智能化、网络化、体系化为特征的多域联合作战需求,尚不具备在以跨域协同、体系聚优等为代表的复杂决策环境中应用的能力。通过梳理分析OODA环理论发展历程及演进路线,确定了面向复杂决策的OODA环理论的重点是突出认知环节与决策环节在整个OODA环中的作用;通过分析智能技术的赋能方式,构建了智能态势认知与智能复杂决策框架,并将这两个框架嵌入认知粒度提高的OODA环,形成面向复杂决策的智能CT-OODA环理论;基于Cynefin理论说明了复杂决策问题的环境分类方法,阐述了在不同复杂程度决策环境下智能CT-OODA环的运行方式,以及如何通过OODA的决策循环实现决策环境改变的动力学;提出了面向复杂决策的智能OODA及其具体结构和运行方式,并且提出了分类复杂决策环境的方法,为未来人机融合态势认知与复杂决策提供参考。 展开更多
关键词 复杂决策 ooda 态势认知 智能决策
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基于OODA环的杀伤网节点重要性评估 被引量:3
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作者 陈登 陈楚湘 周春华 《兵工学报》 EI CAS CSCD 北大核心 2024年第2期363-372,共10页
基于网络信息体系的联合作战中,破坏敌杀伤网、降效敌杀伤体系作战效能,要求能够识别敌杀伤网中关键节点。基于OODA环理论及杀伤链概念建模,利用节点删除法,通过网络作战能力及网络循环效率两项指标的下降程度评估杀伤网节点的重要性,... 基于网络信息体系的联合作战中,破坏敌杀伤网、降效敌杀伤体系作战效能,要求能够识别敌杀伤网中关键节点。基于OODA环理论及杀伤链概念建模,利用节点删除法,通过网络作战能力及网络循环效率两项指标的下降程度评估杀伤网节点的重要性,克服传统评估方法在指标计算中存在冗余的问题,提高评估精度。采用该方法评估某作战演练中敌方杀伤网节点的重要性,精准识别指挥决策节点的枢纽作用,验证方法的有效性,并对杀伤网节点的重要性进行评估排序,为选择进攻要点提供依据。 展开更多
关键词 ooda 杀伤链 节点删除法 作战能力 循环效率
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基于OODA环的低空防御装备体系作战效能评估
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作者 孟宪良 张搏 +2 位作者 张明亮 薛明 赵捷 《兵器装备工程学报》 CAS CSCD 北大核心 2024年第S01期176-182,共7页
针对低空防御装备体系存在功能结构复杂、信息交互多、任务抛面大、新装融合不确定等因素导致装备体系作战效能评估容易产生误差的问题,根据装备和任务特点建立低空防御装备战技指标评价体系,采用OODA环理论构建作战网络评估模型,借鉴... 针对低空防御装备体系存在功能结构复杂、信息交互多、任务抛面大、新装融合不确定等因素导致装备体系作战效能评估容易产生误差的问题,根据装备和任务特点建立低空防御装备战技指标评价体系,采用OODA环理论构建作战网络评估模型,借鉴信息熵和ADC相关概念计算网络边和节点的自信息量,通过多路作战环信息熵的聚合得到装备体系作战效能,最后对新型低空防御装备体系作战效能实例进行评估,分别得出高能激光武器、高能率微波、电子压制、蜂群对抗、粒子束等装备加入低空防御体系后对小型无人机类目标、巡飞弹类、蜂群类目标的作战效能,给出低空防御装备体系建设相关建议。 展开更多
关键词 装备体系 ooda 低空防御 作战效能
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基于OODA环的作战体系能力演化分析
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作者 郭昊明 王芳 +2 位作者 陆凌云 李智 燕雪峰 《指挥信息系统与技术》 2024年第1期22-28,共7页
传统的指标聚合方法虽然能够评估层次化评估指标体系,但却无法有效分析指标间复杂关联关系。为适应体系能力动态演化的评估需求,提出了一种基于观察—判断—决策—行动(OODA)环的作战体系能力演化分析方法。首先,构建了作战体系的体系... 传统的指标聚合方法虽然能够评估层次化评估指标体系,但却无法有效分析指标间复杂关联关系。为适应体系能力动态演化的评估需求,提出了一种基于观察—判断—决策—行动(OODA)环的作战体系能力演化分析方法。首先,构建了作战体系的体系能力评估框架;然后,基于OODA环理论,结合网络层次分析法,构建了作战体系的网络化指标体系;最后,结合时间演化分析建立了作战体系能力的动态分析模型。应用实例分析可知,该方法适用于作战体系的体系能力动态分析研究。 展开更多
关键词 作战体系 观察—判断—决策—行动(ooda)环 时间演化分析 体系能力分析
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OODAFlow:面向智能无人系统的流式数据处理框架
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作者 全振宇 尹龙祥 +1 位作者 陈晓明 韩银和 《高技术通讯》 CAS 北大核心 2024年第9期905-920,共16页
智能无人系统是一种能够在复杂环境中自主进行实时推理、决策和制定行动方案的计算系统。智能无人系统实现实时决策的关键在于对流式数据的实时处理,然而随着人工智能技术和传感器技术的快速发展,智能无人系统需要处理的数据规模不断增... 智能无人系统是一种能够在复杂环境中自主进行实时推理、决策和制定行动方案的计算系统。智能无人系统实现实时决策的关键在于对流式数据的实时处理,然而随着人工智能技术和传感器技术的快速发展,智能无人系统需要处理的数据规模不断增长,数据类型变得更加复杂。面对不断增长的数据处理性能需求,智能无人系统需要一个充分优化的专用流式数据处理框架来提升其数据处理性能。针对该问题,本文提出了一种面向智能无人系统的流式数据处理框架OODAFlow,该框架将智能无人系统的硬件特征和智能计算任务的数据特征与观察-判断-决策-行动(OODA)模型思想相融合,实现了OODA任务创建、任务调度、资源调度等功能,能够实现对智能无人系统异构资源的调度和智能计算任务的处理。本文在智能无人系统上搭建了一套OODA任务处理系统,验证了所提OODAFlow框架的可行性。通过提出的图像预处理过程优化、流水线优化以及判断节点并行加速优化等方法,提高了系统的数据吞吐性能和资源利用率。无人机智能控制任务的实验表明,采用本文提出的OODAFlow框架后,智能无人系统的数据处理性能提升了73倍。 展开更多
关键词 智能无人系统 深度学习加速卡 观察-判断-决策-行动(ooda) 流式数据处理框架 异构计算资源
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智能感知在防空反导OODA环中的应用 被引量:2
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作者 张迪 王辉 +2 位作者 安国琛 顾村锋 樊田峥 《空天防御》 2024年第1期1-5,共5页
在未来智能化战争中,瞬息万变的战场态势对防空反导武器系统的探测感知和指挥决策提出了新的挑战。本文聚焦智能感知技术赋能未来防空反导作战装备,剖析了智能感知概念及内涵,围绕防空反导“观察、定位、决策、行动”(OODA)环以及典型... 在未来智能化战争中,瞬息万变的战场态势对防空反导武器系统的探测感知和指挥决策提出了新的挑战。本文聚焦智能感知技术赋能未来防空反导作战装备,剖析了智能感知概念及内涵,围绕防空反导“观察、定位、决策、行动”(OODA)环以及典型作战流程,梳理感知对抗形态,主要包括预警与反预警、探测与反探测、跟踪与反跟踪、干扰与反干扰;揭示了智能感知对抗的核心科学问题是特征的隐匿与识别,给出了感知对抗技术在OODA环中的主要应用场景;最后,提出了提高防空反导装备智能感知对抗水平所需的关键技术发展建议。 展开更多
关键词 防空反导 智能感知 感知对抗 ooda
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Observer-based robust high-order fully actuated attitude autopilot design for spinning glide-guided projectiles 被引量:1
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作者 Wei Wang Yuchen Wang +2 位作者 Shiwei Chen Yongcang Guo Zhongjiao Shi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第4期282-294,共13页
This paper investigates the design of an attitude autopilot for a dual-channel controlled spinning glideguided projectile(SGGP),addressing model uncertainties and external disturbances.Based on fixed-time stable theor... This paper investigates the design of an attitude autopilot for a dual-channel controlled spinning glideguided projectile(SGGP),addressing model uncertainties and external disturbances.Based on fixed-time stable theory,a disturbance observer with integral sliding mode and adaptive techniques is proposed to mitigate total disturbance effects,irrespective of initial conditions.By introducing an error integral signal,the dynamics of the SGGP are transformed into two separate second-order fully actuated systems.Subsequently,employing the high-order fully actuated approach and a parametric approach,the nonlinear dynamics of the SGGP are recast into a constant linear closed-loop system,ensuring that the projectile's attitude asymptotically tracks the given goal with the desired eigenstructure.Under the proposed composite control framework,the ultimately uniformly bounded stability of the closed-loop system is rigorously demonstrated via the Lyapunov method.Validation of the effectiveness of the proposed attitude autopilot design is provided through extensive numerical simulations. 展开更多
关键词 Spinning glide-guided projectile Attitude control Sliding mode disturbance observer Fixed-time stable theory High-order fully actuated approach
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一种基于OODA循环的作战能力评估模型
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作者 路佳杰 《火力与指挥控制》 CSCD 北大核心 2024年第7期75-79,共5页
以作战能力为对象,OODA循环为参考、马尔科夫过程为工具,提出了一种基于OODA循环的作战能力评估模型。在模型准备上,借鉴OODA循环思想,从一般意义将作战任务的执行过程界定为顺序相连的循环程序。在模型建立上,视每运行一次OODA循环即... 以作战能力为对象,OODA循环为参考、马尔科夫过程为工具,提出了一种基于OODA循环的作战能力评估模型。在模型准备上,借鉴OODA循环思想,从一般意义将作战任务的执行过程界定为顺序相连的循环程序。在模型建立上,视每运行一次OODA循环即在理论上执行了一次作战任务,多次循环后将形成关于作战任务完成程度的样本空间,从随机事件角度建立了马尔科夫过程模型。在模型解算上,给出了侦察感知、作战决策、指挥控制、火力打击能力和目标出现概率的解析解,依据作战能力的时变图和对比图,提出了相关评估建议。 展开更多
关键词 ooda循环 作战能力 评估模型 火力打击 指挥控制
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Trajectory tracking guidance of interceptor via prescribed performance integral sliding mode with neural network disturbance observer 被引量:1
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作者 Wenxue Chen Yudong Hu +1 位作者 Changsheng Gao Ruoming An 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期412-429,共18页
This paper investigates interception missiles’trajectory tracking guidance problem under wind field and external disturbances in the boost phase.Indeed,the velocity control in such trajectory tracking guidance system... This paper investigates interception missiles’trajectory tracking guidance problem under wind field and external disturbances in the boost phase.Indeed,the velocity control in such trajectory tracking guidance systems of missiles is challenging.As our contribution,the velocity control channel is designed to deal with the intractable velocity problem and improve tracking accuracy.The global prescribed performance function,which guarantees the tracking error within the set range and the global convergence of the tracking guidance system,is first proposed based on the traditional PPF.Then,a tracking guidance strategy is derived using the integral sliding mode control techniques to make the sliding manifold and tracking errors converge to zero and avoid singularities.Meanwhile,an improved switching control law is introduced into the designed tracking guidance algorithm to deal with the chattering problem.A back propagation neural network(BPNN)extended state observer(BPNNESO)is employed in the inner loop to identify disturbances.The obtained results indicate that the proposed tracking guidance approach achieves the trajectory tracking guidance objective without and with disturbances and outperforms the existing tracking guidance schemes with the lowest tracking errors,convergence times,and overshoots. 展开更多
关键词 BP network neural Integral sliding mode control(ISMC) Missile defense Prescribed performance function(PPF) State observer Tracking guidance system
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基于OODA环的合成旅装备保障效能评估
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作者 孔放 朱连军 胡锦将 《舰船电子工程》 2024年第3期124-129,共6页
对合成旅装备保障流程进行分析,论文创建了基于OODA环的装备保障效能评估指标体系,以ADC法为基础,采用AHP法和熵权法对评价指标进行组合赋权,通过模糊综合评判法求解装备保障能力,最终计算得出装备保障整体效能。最后通过实例分析,验证... 对合成旅装备保障流程进行分析,论文创建了基于OODA环的装备保障效能评估指标体系,以ADC法为基础,采用AHP法和熵权法对评价指标进行组合赋权,通过模糊综合评判法求解装备保障能力,最终计算得出装备保障整体效能。最后通过实例分析,验证了评估模型的有效性,对分析研究合成旅装备保障提供有益借鉴。 展开更多
关键词 合成旅 装备保障 ooda 效能评估
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Observer-Based Adaptive Robust Precision Motion Control of a Multi-Joint Hydraulic Manipulator
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作者 Zheng Chen Shizhao Zhou +3 位作者 Chong Shen Litong Lyu Junhui Zhang Bin Yao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第5期1213-1226,共14页
Hydraulic manipulators are usually applied in heavy-load and harsh operation tasks.However,when faced with a complex operation,the traditional proportional-integral-derivative(PID)control may not meet requirements for... Hydraulic manipulators are usually applied in heavy-load and harsh operation tasks.However,when faced with a complex operation,the traditional proportional-integral-derivative(PID)control may not meet requirements for high control performance.Model-based full-state-feedback control is an effective alternative,but the states of a hydraulic manipulator are not always available and reliable in practical applications,particularly the joint angular velocity measurement.Considering that it is not suitable to obtain the velocity signal directly from differentiating of position measurement,the low-pass filtering is commonly used,but it will definitely restrict the closed-loop bandwidth of the whole system.To avoid this problem and realize better control performance,this paper proposes a novel observerbased adaptive robust controller(obARC)for a multi-joint hydraulic manipulator subjected to both parametric uncertainties and the lack of accurate velocity measurement.Specifically,a nonlinear adaptive observer is first designed to handle the lack of velocity measurement with the consideration of parametric uncertainties.Then,the adaptive robust control is developed to compensate for the dynamic uncertainties,and the close-loop system robust stability is theoretically proved under the observation and control errors.Finally,comparative experiments are carried out to show that the designed controller can achieve a performance improvement over the traditional methods,specifically yielding better control accuracy owing to the closed-loop bandwidth breakthrough,which is limited by low-pass filtering in fullstate-feedback control. 展开更多
关键词 HANDLE observeR FILTERING
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Disturbance Observer-Based Predictive Tracking Control of Uncertain HOFA Cyber-Physical Systems
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作者 Da-Wei Zhang Guo-Ping Liu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第7期1711-1713,共3页
Dear Editor,In this letter,an output tracking control problem of uncertain cyber-physical systems(CPSs)is considered in the perspective of high-order fully actuated(HOFA)system theory,where a lumped disturbance is use... Dear Editor,In this letter,an output tracking control problem of uncertain cyber-physical systems(CPSs)is considered in the perspective of high-order fully actuated(HOFA)system theory,where a lumped disturbance is used to denote the total uncertainties containing parameters perturbations and external disturbances. 展开更多
关键词 observeR UNCERTAIN LETTER
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Quantum Realities and Observer-Dependent Universes: An Advanced Observer Model
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作者 Joseph Hon Cheung Wong 《Journal of Quantum Information Science》 CAS 2024年第3期69-121,共53页
This paper presents a novel observer model that integrates quantum mechanics, relativity, idealism, and the simulation hypothesis to explain the quantum nature of the universe. The model posits a central server transm... This paper presents a novel observer model that integrates quantum mechanics, relativity, idealism, and the simulation hypothesis to explain the quantum nature of the universe. The model posits a central server transmitting multi-media frames to create observer-dependent realities. Key aspects include deriving frame rates, defining quantum reality, and establishing hierarchical observer structures. The model’s impact on quantum information theory and philosophical interpretations of reality are examined, with detailed discussions on information loss and recursive frame transmission in the appendices. 展开更多
关键词 Quantum Mechanics observer Model Frame Rates Quantum Reality Hierarchical observers Information Theory Simulation Hypothesis Recursive Frame Transmission Information Loss
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基于“OODA环”优化的卫星导航定位安全与对抗应用研究
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作者 吴鹏 张启福 +2 位作者 魏鹏飞 姚远 叶菁 《遥测遥控》 2024年第1期91-99,共9页
卫星导航定位设备的“生存”环境日益复杂、严峻,各类电子对抗、干扰欺骗十分激烈,人为干扰已成为卫星导航定位安全与对抗的重点。针对传统手段无法有效应对干扰复杂性、全面性、系统性的不足,本文在分析“OODA环”理论和实践转化的基础... 卫星导航定位设备的“生存”环境日益复杂、严峻,各类电子对抗、干扰欺骗十分激烈,人为干扰已成为卫星导航定位安全与对抗的重点。针对传统手段无法有效应对干扰复杂性、全面性、系统性的不足,本文在分析“OODA环”理论和实践转化的基础上,结合复杂环境下“干扰-抗干扰”的整体对抗过程,优化“OODA环”运行,将其与卫星导航定位安全与对抗应用进行耦合,提出基于“环境感知-筛选隔离-检测识别-效能评估-策略规划-对抗反制-回访反馈-再感知”的卫星导航定位安全与对抗不定向循环链路,并对拓展、映射的七个环节及关键技术进行分析、论证。通过引入“循环”和“不定向”两个概念,不仅实现了周期性外循环和部分环节内循环的嵌套迭代和导向性传输的运行机制;而且优化了内循环的自由度,使得各环节互联且独立、循环但不定向,有效增强了卫星导航定位安全与对抗的鲁棒性。本文的设计思路可加快实现循环链路的动态闭环,提高对抗的整体效能,在实践应用和技术论证中具有一定的参考价值。 展开更多
关键词 卫星导航定位 ooda 安全与对抗 压制式 欺骗式 不定向循环链路 内循环
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Intraseasonal variability of the Kuroshio observed via mooring at 18°N
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作者 Xin YUAN Qingye WANG +2 位作者 Jie MA Shijian HU Dunxin HU 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2024年第2期468-483,共16页
Insufficient observations near the origin of the Kuroshio have led to incomplete understanding of the intraseasonal variability(ISV)of the Kuroshio.Direct measurements of the Kuroshio velocity were performed with an a... Insufficient observations near the origin of the Kuroshio have led to incomplete understanding of the intraseasonal variability(ISV)of the Kuroshio.Direct measurements of the Kuroshio velocity were performed with an array of three profiler moorings(122.7°E,123°E,and 123.3°E)along 18°N from January 2018 to February 2020.The ISV of the Kuroshio at 18°N was investigated based on a combination of mooring observations and global high-resolution HYbrid Coordinate Ocean Model reanalysis data.The estimated time-averaged transport in the upper 350 m across the observation transect was 6.5±2.6 Sv(1.0 Sv=10^(6)m^(3)/s).Two significant ISV peaks at 50-60 and~100 d were recognized in the power spectra of the meridional velocity and transport.Further analysis indicated that the ISV at 50-60 d was caused by westward-propagating eddies at average propagation speed of~13 cm/s and wavelength of~635 km.Another ISV peak at~100 d was mainly caused by northward-propagating eddies generated in the North Equatorial Current region.Further investigation indicated that the ISV of the Kuroshio at 18°N is dominated by meridional transport,rather than by the zonal migration of the Kuroshio main axis.Our findings provide a better understanding of the ISV of the Kuroshio east of Luzon Island. 展开更多
关键词 intraseasonal variability(ISV) KUROSHIO mooring observation EDDY
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A Novel Disturbance Observer Based Fixed-Time Sliding Mode Control for Robotic Manipulators With Global Fast Convergence
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作者 Dan Zhang Jiabin Hu +2 位作者 Jun Cheng Zheng-Guang Wu Huaicheng Yan 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第3期661-672,共12页
This paper proposes a new global fixed-time sliding mode control strategy for the trajectory tracking control of uncertain robotic manipulators.First,a fixed-time disturbance observer(FTDO) is designed to deal with th... This paper proposes a new global fixed-time sliding mode control strategy for the trajectory tracking control of uncertain robotic manipulators.First,a fixed-time disturbance observer(FTDO) is designed to deal with the adverse effects of model uncertainties and external disturbances in the manipulator systems.Then an adaptive scheme is used and the adaptive FTDO(AFTDO) is developed,so that the priori knowledge of the lumped disturbance is not required.Further,a new non-singular fast terminal sliding mode(NFTSM) surface is designed by using an arctan function,which helps to overcome the singularity problem and enhance the robustness of the system.Based on the estimation of the lumped disturbance by the AFTDO,a fixed-time non-singular fast terminal sliding mode controller(FTNFTSMC)is developed to guarantee the trajectory tracking errors converge to zero within a fixed time.The settling time is independent of the initial state of the system.In addition,the stability of the AFTDO and FTNFTSMC is strictly proved by using Lyapunov method.Finally,the fixed-time NFESM(FTNFTSM) algorithm is validated on a 2-link manipulator and comparisons with other existing sliding mode controllers(SMCs) are performed.The comparative results confirm that the FTNFTSMC has superior control performance. 展开更多
关键词 Disturbance observer(DO) fixed-time non-singular sliding mode control robotic manipulator trajectory tracking
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基于Observer的典型飞行学员起飞阶段操作行为差异研究
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作者 张贯超 《山东工业技术》 2024年第2期34-41,共8页
为了研究飞行学员起飞训练阶段的行为特性,选取某航校培训的150名飞行学员,在实训固态模拟机(DA-40)上执行大侧风起飞航线任务,通过多角度录像的方法记录下飞行的全过程,并选取A、B两组飞行学员(表现最好和最差)的操作视频,对其操纵动... 为了研究飞行学员起飞训练阶段的行为特性,选取某航校培训的150名飞行学员,在实训固态模拟机(DA-40)上执行大侧风起飞航线任务,通过多角度录像的方法记录下飞行的全过程,并选取A、B两组飞行学员(表现最好和最差)的操作视频,对其操纵动作进行编码,应用The Observer XT(12.0)行为分析软件得出两组飞行学员各行为的可视图,并结合数理统计的方法对其俯仰操纵、航向操纵、滚转操纵等行为的持续时间、发生频次、所占飞行总时长的百分比进行对比分析。结果表明:在大侧风起飞任务下,两组飞行学员的俯仰操纵和滚转操纵行为在持续时间、发生频次、所占飞行总时长的百分比差异较为明显,其他操作行为无显著性差异。 展开更多
关键词 The observer XT 飞行学员 起飞阶段 操作行为
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Design of integral sliding mode guidance law based on disturbance observer
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作者 ZHOU Jianping ZHANG Wenjie +2 位作者 ZHOU Hang LI Qiang XIA Qunli 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2024年第1期186-194,共9页
With the increasing precision of guidance,the impact of autopilot dynamic characteristics and target maneuvering abilities on precision guidance is becoming more and more significant.In order to reduce or even elimina... With the increasing precision of guidance,the impact of autopilot dynamic characteristics and target maneuvering abilities on precision guidance is becoming more and more significant.In order to reduce or even eliminate the autopilot dynamic operation and the target maneuvering influence,this paper suggests a guidance system model involving a novel integral sliding mode guidance law(ISMGL).The method utilizes the dynamic characteristics and the impact angle,combined with a sliding mode surface scheme that includes the desired line-ofsight angle,line-of-sight angular rate,and second-order differential of the angular line-of-sight.At the same time,the evaluation scenario considere the target maneuvering in the system as the external disturbance,and the non-homogeneous disturbance observer estimate the target maneuvering as a compensation of the guidance command.The proposed system’s stability is proven based on the Lyapunov stability criterion.The simulations reveale that ISMGL effectively intercepted large maneuvering targets and present a smaller miss-distance compared with traditional linear sliding mode guidance laws and trajectory shaping guidance laws.Furthermore,ISMGL has a more accurate impact angle and fast convergence speed. 展开更多
关键词 disturbance observer pilot dynamics integral sliding mode impact angle constraint maneuvering target
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Data-Driven Modeling of Partially Observed Biological Systems
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作者 Wei-Hung Su Ching-Shan Chou Dongbin Xiu 《Communications on Applied Mathematics and Computation》 EI 2024年第1期739-754,共16页
We present a numerical approach for modeling unknown dynamical systems using partially observed data,with a focus on biological systems with(relatively)complex dynamical behavior.As an extension of the recently develo... We present a numerical approach for modeling unknown dynamical systems using partially observed data,with a focus on biological systems with(relatively)complex dynamical behavior.As an extension of the recently developed deep neural network(DNN)learning methods,our approach is particularly suitable for practical situations when(i)measurement data are available for only a subset of the state variables,and(ii)the system parameters cannot be observed or measured at all.We demonstrate that,with a properly designed DNN structure with memory terms,effective DNN models can be learned from such partially observed data containing hidden parameters.The learned DNN model serves as an accurate predictive tool for system analysis.Through a few representative biological problems,we demonstrate that such DNN models can capture qualitative dynamical behavior changes in the system,such as bifurcations,even when the parameters controlling such behavior changes are completely unknown throughout not only the model learning process but also the system prediction process.The learned DNN model effectively creates a“closed”model involving only the observables when such a closed-form model does not exist mathematically. 展开更多
关键词 Deep neural network(DNN) Governing equation discovery Biological system Partial observation
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