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基于SPA-GA-SVR模型的土壤水分及温度预测 被引量:5
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作者 朱成杰 汪正权 《中国农村水利水电》 北大核心 2024年第1期30-36,共7页
土壤湿度和温度是影响水文循环和气候变化的重要参数,在农业实践活动和生态平衡中起着重要作用。为及时、准确地监测土壤含水量(Soil Moisture Content,SMC)及温度,提出了一种基于高光谱数据的预测方法。实验数据集来自为期5天的实地测... 土壤湿度和温度是影响水文循环和气候变化的重要参数,在农业实践活动和生态平衡中起着重要作用。为及时、准确地监测土壤含水量(Soil Moisture Content,SMC)及温度,提出了一种基于高光谱数据的预测方法。实验数据集来自为期5天的实地测量,所获得的高光谱数据包含大量的噪声及冗余信息,因此首先用Savitzky-Golay卷积平滑对光谱数据进行降噪处理,利用连续投影算法(Successive Projection Algorithm,SPA)提取数据特征波长,然后通过遗传算法(Genetic Algorithm,GA)对支持向量机回归(Support Vector Regression,SVR)的超参数权值和偏置进行优化,构建SPA-GASVR混合算法模型对土壤水分和温度进行预测,并与BP神经网络(Back Propagation Neural Network,BPNN)、SPA-BP、SVR、SPA-SVR、GA-SVR这5种模型的预测性能进行比较。实验结果表明:各模型在土壤湿度低于30%的情况下,表现出的预测能力差异并不显著。但整体上,复合模型相比于单一的神经网络或机器学习模型具有明显的优势,且经过连续投影算法优化的模型进一步的提高其预测能力,最终SPA-GA-SVR算法在各项指标上均优于其他模型,土壤水分预测模型的R^(2)=0.981、RMSE=0.473%,土壤温度预测模型R^(2)=0.963、RMSE=0.883℃。实验证明基于高光谱数据,经过SPA和GA优化的SVR模型能实现对土壤湿度和温度精准的预测。该方法具有一定的应用价值和现实意义,可应用于便携式高光谱仪和无人机上,实现对土壤水分和温度的实时监测,为今后的播种及灌溉提供理论参考。 展开更多
关键词 土壤水分 土壤温度 高光谱 连续投影算法(spa) 遗传算法-支持向量机回归(GA-SVR)
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SPA-H钢分层缺陷问题分析及改进措施
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作者 李超 尚德义 +4 位作者 徐英士 赵文涛 刘博 田永久 张宏亮 《鞍钢技术》 CAS 2024年第1期59-62,共4页
针对SPA-H热轧板加工过程中出现的分层缺陷问题,通过宏观观察、金相分析、组织分析后认为,材料中的Al_(2)O_(3)夹杂物及偏析是导致分层缺陷的主要原因。采取了降低转炉终点氧含量、优化钢包顶渣改质工艺、全程保护浇铸、确定拉速为(1.55... 针对SPA-H热轧板加工过程中出现的分层缺陷问题,通过宏观观察、金相分析、组织分析后认为,材料中的Al_(2)O_(3)夹杂物及偏析是导致分层缺陷的主要原因。采取了降低转炉终点氧含量、优化钢包顶渣改质工艺、全程保护浇铸、确定拉速为(1.55±0.05) m/min、确定过热度为(25±5)℃等措施后,夹杂缺陷返修率为零,材料中未发现明显偏析。 展开更多
关键词 spa-H钢 分层缺陷 夹杂物 偏析
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Docker API与SpringBoot Actuator未授权访问风险分析与防范研究
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作者 贾美娟 李欣 +2 位作者 朱庆 张丽华 张百顺 《电脑与电信》 2024年第6期22-25,30,共5页
随着云计算技术的普及和容器化技术的发展,Docker和SpringBoot已成为现代软件开发和部署的重要工具。然而,这种广泛的使用也伴随着安全风险。针对DockerAPI与SpringBoot Actuator的未授权访问风险进行了深入分析。当这些关键组件暴露于... 随着云计算技术的普及和容器化技术的发展,Docker和SpringBoot已成为现代软件开发和部署的重要工具。然而,这种广泛的使用也伴随着安全风险。针对DockerAPI与SpringBoot Actuator的未授权访问风险进行了深入分析。当这些关键组件暴露于未授权访问之下时,攻击者可能利用这些漏洞执行恶意操作,如部署恶意容器、篡改应用程序配置或窃取敏感信息。这些行为不仅可能导致服务中断和数据泄露,还可能对企业造成严重的声誉和财务损失。 展开更多
关键词 Docker API SpringBoot actuator 未授权访问 风险分析与防范
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SPA-H钢低氧出钢的生产技术实践
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作者 李超 于海岐 +3 位作者 刘博 崔福祥 金百刚 苏小利 《冶金能源》 北大核心 2024年第1期14-18,32,共6页
针对生产SPA-H钢冶炼中低氧控制出钢技术开展研究,分析了相关热力学理论及低氧出钢必要性,确定了SPA-H钢合理低氧范围应为(198~333)×10^(-6)。为实现低氧控制开展了技术改进,合理控制转炉终渣成分,合理排产,实行灵活的溅渣护炉措施... 针对生产SPA-H钢冶炼中低氧控制出钢技术开展研究,分析了相关热力学理论及低氧出钢必要性,确定了SPA-H钢合理低氧范围应为(198~333)×10^(-6)。为实现低氧控制开展了技术改进,合理控制转炉终渣成分,合理排产,实行灵活的溅渣护炉措施;改进冶炼制度,采用“一批料”模式或留少量料模式,改进氧枪工作参数,降低平均枪位,优化枪位控制,保证低枪位拉碳时间,终点温度按照1680℃控制,碳按照0.06%~0.11%控制;采用碳—氧修正模型、转炉质谱仪等辅助手段。改进后,平均终点氧含量降低,氧含量80%控制在选定合理范围,磷、硫、碳及锰含量控制水平均有提升。 展开更多
关键词 spa-H 低氧 磷含量 硫含量 碳含量 锰含量
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SPA-H钢转炉快速脱碳冶炼生产实践
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作者 刘博 李超 +4 位作者 殷东明 黄岩 崔福祥 李文博 裴晓华 《鞍钢技术》 CAS 2024年第2期58-61,共4页
根据SPA-H钢成分特点,通过理论分析认为,该钢种具有快速脱碳的条件。采取优化供氧流量和压力,降低平均枪位,改善造渣制度,优化底吹系统等措施后,该钢种冶炼时间平均降低0.6 min,提高了转炉作业效率。
关键词 spa-H钢 转炉 脱碳 冶炼时间 供氧制度 枪位
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基于组合赋权和SPA-TOPSIS的煤矿安全投入决策模型
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作者 姜福川 杨浩 +2 位作者 王昊 金凤春 安泽文 《中国安全科学学报》 CAS CSCD 北大核心 2024年第8期86-92,共7页
为解决煤矿安全投入结构和决策方案不合理的问题,首先基于安全价值的视角,考虑安全功能与安全产出关系,选取8个评价指标,构建煤炭企业安全投入评价体系;其次采用熵权法与层次分析法(AHP),综合确定指标权重;最后采用集对分析(SPA)理论改... 为解决煤矿安全投入结构和决策方案不合理的问题,首先基于安全价值的视角,考虑安全功能与安全产出关系,选取8个评价指标,构建煤炭企业安全投入评价体系;其次采用熵权法与层次分析法(AHP),综合确定指标权重;最后采用集对分析(SPA)理论改进逼近理想解排序法(TOPSIS),建立决策模型,用以分析评价某煤矿2012—2022年的决策方案,优选评价方案,并针对实际问题提出改善意见。研究表明:该煤矿企业应更注重安全教育和工业卫生指标的投入;煤矿企业在安全投入决策时应综合考虑安全功能需要与安全产出效益,借鉴最佳投入配置,合理调整未来安全投入决策重点。 展开更多
关键词 组合赋权 集对分析(spa) 逼近理想解排序法(TOPSIS) 安全投入 决策模型
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High-performance liquid metal electromagnetic actuator fabricated by femtosecond laser 被引量:1
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作者 Yiyu Chen Hao Wu +11 位作者 Rui Li Shaojun Jiang Shuneng Zhou Zehang Cui Yuan Tao Xinyuan Zheng Qianqian Zhang Jiawen Li Guoqiang Li Dong Wu Jiaru Chu Yanlei Hu 《International Journal of Extreme Manufacturing》 SCIE EI CAS CSCD 2024年第2期511-521,共11页
Small-scale electromagnetic soft actuators are characterized by a fast response and simplecontrol,holding prospects in the field of soft and miniaturized robotics.The use of liquid metal(LM)to replace a rigid conducto... Small-scale electromagnetic soft actuators are characterized by a fast response and simplecontrol,holding prospects in the field of soft and miniaturized robotics.The use of liquid metal(LM)to replace a rigid conductor inside soft actuators can reduce the rigidity and enhance the actuation performance and robustness.Despite research efforts,challenges persist in the flexible fabrication of LM soft actuators and in the improvement of actuation performance.To address these challenges,we developed a fast and robust electromagnetic soft microplate actuator based on a laser-induced selective adhesion transfer method.Equipped with unprecedentedly thin LM circuit and customized low Young’s modulus silicone rubber(1.03 kPa),our actuator exhibits an excellent deformation angle(265.25?)and actuation bending angular velocity(284.66 rad·s^(-1)).Furthermore,multiple actuators have been combined to build an artificial gripper with a wide range of functionalities.Our actuator presents new possibilities for designing small-scaleartificial machines and supports advancements in ultrafast soft and miniaturized robotics. 展开更多
关键词 soft actuators femtosecond laser liquid metal
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基于SPA-WOA-SVR的青霉素发酵过程软测量建模方法
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作者 吴萍 《镇江高专学报》 2024年第3期88-93,共6页
针对青霉素发酵过程中关键参数难以直接在线测量这一工程技术难题提出基于SPA-WOA-SVR的软测量方法。采用连续投影算法(SPA)选取发酵过程辅助变量,以选取的特征辅助变量(CO_(2)浓度η、溶解氧浓度D_(O)、pH值、酸流加速率μ、碱流加速... 针对青霉素发酵过程中关键参数难以直接在线测量这一工程技术难题提出基于SPA-WOA-SVR的软测量方法。采用连续投影算法(SPA)选取发酵过程辅助变量,以选取的特征辅助变量(CO_(2)浓度η、溶解氧浓度D_(O)、pH值、酸流加速率μ、碱流加速率l)为输入,以发酵过程关键参数(菌体浓度X、基质浓度S和产物浓度P)为输出,基于支持向量机回归(SVR)建立软测量模型。为提高软测量模型的预测精度和稳定性,采用鲸鱼优化算法(WOA)对模型的重要参数(核函数宽度σ、惩罚因子c和不敏感系数ε)进行寻优。将构建的软测量模型应用于青霉素发酵过程关键参数预测,仿真结果表明,与传统SVR软测量建模方法相比,采用SPA-WOA-SVR软测量方法,关键参数X、S、P测试集中的决定系数R^(2)均在0.953 3以上,均方根误差R_(MSE)均小于0.029 3,特别是菌体浓度R^(2)由0.904 4提升到0.987 9,R_(MSE)由0.031 4下降为0.009 8,说明基于SPA-WOA-SVR的软测量建模方法有效提升了模型的预测性能,具有更高的预测精度和稳定性,可推广应用于一般非线性系统的软传感器建模。 展开更多
关键词 青霉素发酵 连续投影算法(spa) 鲸鱼优化算法(WOA) 软测量
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Path-Following Control With Obstacle Avoidance of Autonomous Surface Vehicles Subject to Actuator Faults 被引量:1
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作者 Li-Ying Hao Gege Dong +1 位作者 Tieshan Li Zhouhua Peng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第4期956-964,共9页
This paper investigates the path-following control problem with obstacle avoidance of autonomous surface vehicles in the presence of actuator faults,uncertainty and external disturbances.Autonomous surface vehicles in... This paper investigates the path-following control problem with obstacle avoidance of autonomous surface vehicles in the presence of actuator faults,uncertainty and external disturbances.Autonomous surface vehicles inevitably suffer from actuator faults in complex sea environments,which may cause existing obstacle avoidance strategies to fail.To reduce the influence of actuator faults,an improved artificial potential function is constructed by introducing the lower bound of actuator efficiency factors.The nonlinear state observer,which only depends on measurable position information of the autonomous surface vehicle,is used to address uncertainties and external disturbances.By using a backstepping technique and adaptive mechanism,a path-following control strategy with obstacle avoidance and fault tolerance is designed which can ensure that the tracking errors converge to a small neighborhood of zero.Compared with existing results,the proposed control strategy has the capability of obstacle avoidance and fault tolerance simultaneously.Finally,the comparison results through simulations are given to verify the effectiveness of the proposed method. 展开更多
关键词 actuator faults autonomous surface vehicle(ASVs) improved artificial potential function nonlinear state observer obstacle avoidance
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医务人员鼻定植金黄色葡萄球菌的筛查和spa分型
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作者 徐茂锁 林勇 +2 位作者 周聪 张慧 申春梅 《检验医学》 CAS 2024年第6期592-597,共6页
目的 了解医务人员鼻腔金黄色葡萄球菌定植情况,以及鼻定植金黄色葡萄球菌spa类型与psmmec、pvl、qacA/B、mecA基因分布。方法 收集复旦大学附属上海市第五人民医院247名医务人员鼻拭子,采用质谱仪进行菌种鉴定。采用聚合酶链反应(PCR)... 目的 了解医务人员鼻腔金黄色葡萄球菌定植情况,以及鼻定植金黄色葡萄球菌spa类型与psmmec、pvl、qacA/B、mecA基因分布。方法 收集复旦大学附属上海市第五人民医院247名医务人员鼻拭子,采用质谱仪进行菌种鉴定。采用聚合酶链反应(PCR)检测spa类型和psm-mec、pvl、qacA/B、mecA基因。采用自动化鉴定药敏仪进行甲氧西林敏感性试验。采用高通量测序技术对甲氧西林耐药金黄色葡萄球菌(MRSA)进行分子分型。结果 医务人员鼻腔金黄色葡萄球菌定植率为23.89%(59/247),MRSA定植率为4.45%(11/247)。鼻定植金黄色葡萄球菌主要spa类型依次为t084(8/59,13.56%)、t309(5/59,8.47%)和t338(5/59,8.47%)、t034(4/59,6.78%)、t701(3/59,5.08%)。基于spa基因构建的进化树将鼻定植金黄色葡萄球菌归为3个主要进化支。MRSA分离株以ST398-t034-SCCmecⅤ型(36.36%,4/11)为主,甲氧西林敏感金黄色葡萄球菌(MSSA)分离株以t084型(16.67%,8/48)为主,MRSA和MSSA菌株spa类型分布差异有统计学意义(χ^(2)=49.843,P=0.017)。psm-mec、pvl、qacA/B、mecA基因检出率分别为3.39%(2/59)、11.86%(7/59)、6.78%(4/59)、18.64%(11/59)。psm-mec(χ^(2)=59.000,P=0.001)、pvl(χ^(2)=40.582,P<0.001)和mec A(χ^(2)=18.724,P=0.001)在不同spa类型中的分布差异有统计学意义。结论 医务人员鼻定植金黄色葡萄球菌spa类型多样,MRSA的SCCmec类型和ST类型多样,毒力基因和耐药基因在不同spa类型中存在分布差异。 展开更多
关键词 金黄色葡萄球菌 鼻腔 定植 spa分型 医务人员
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基于SPA-MC的地铁施工作业人员不安全行为风险动态评估 被引量:1
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作者 李晓云 姜吉坤 《辽宁工业大学学报(自然科学版)》 2024年第2期121-127,共7页
结合SPA与MC方法,从组织管理因素、作业人员个体因素、环境因素、技术因素四个维度建立指标体系,构建地铁施工作业人员不安全行为风险动态评估模型。以某地铁项目为例,对16个施工时段的作业人员不安全行为风险状态进行动态评估及预测。... 结合SPA与MC方法,从组织管理因素、作业人员个体因素、环境因素、技术因素四个维度建立指标体系,构建地铁施工作业人员不安全行为风险动态评估模型。以某地铁项目为例,对16个施工时段的作业人员不安全行为风险状态进行动态评估及预测。结果表明:地铁施工作业人员不安全行为风险为“低风险”,集对势及悲观势均整体向低风险等级发展;计算了稳态联系度,表现为同势,势力较强,基本安全,有向好发展的趋势。评价模型能够科学合理地反映施工作业人员不安全行为风险状态,为地铁施工单位动态评估作业人员不安全行为风险提供了新的评价方法。 展开更多
关键词 spa-MC模型 地铁施工 不安全行为 动态评估
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Airfoil friction drag reduction based on grid-type and super-dense array plasma actuators
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作者 方子淇 宗豪华 +2 位作者 吴云 梁华 苏志 《Plasma Science and Technology》 SCIE EI CAS CSCD 2024年第2期94-103,共10页
To improve the cruise flight performance of aircraft, two new configurations of plasma actuators(grid-type and super-dense array) were investigated to reduce the turbulent skin friction drag of a low-speed airfoil. Th... To improve the cruise flight performance of aircraft, two new configurations of plasma actuators(grid-type and super-dense array) were investigated to reduce the turbulent skin friction drag of a low-speed airfoil. The induced jet characteristics of the two actuators in quiescent air were diagnosed with high-speed particle image velocimetry(PIV), and their drag reduction efficiencies were examined under different operating conditions in a wind tunnel. The results showed that the grid-type plasma actuator was capable of producing a wall-normal jet array(peak magnitude: 1.07 m/s) similar to that generated in a micro-blowing technique, while the superdense array plasma actuator created a wavy wall-parallel jet(magnitude: 0.94 m/s) due to the discrete spanwise electrostatic forces. Under a comparable electrical power consumption level,the super-dense array plasma actuator array significantly outperformed the grid-type configuration,reducing the total airfoil friction drag by approximately 22% at a free-stream velocity of 20 m/s.The magnitude of drag reduction was proportional to the dimensionless jet velocity ratio(r), and a threshold r = 0.014 existed under which little impact on airfoil drag could be discerned. 展开更多
关键词 plasma actuator flow control drag reduction AIRFOIL
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Observer-based dynamic event-triggered control for distributed parameter systems over mobile sensor-plus-actuator networks
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作者 穆文英 庄波 邱芳 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第4期237-243,共7页
We develop a policy of observer-based dynamic event-triggered state feedback control for distributed parameter systems over a mobile sensor-plus-actuator network.It is assumed that the mobile sensing devices that prov... We develop a policy of observer-based dynamic event-triggered state feedback control for distributed parameter systems over a mobile sensor-plus-actuator network.It is assumed that the mobile sensing devices that provide spatially averaged state measurements can be used to improve state estimation in the network.For the purpose of decreasing the update frequency of controller and unnecessary sampled data transmission, an efficient dynamic event-triggered control policy is constructed.In an event-triggered system, when an error signal exceeds a specified time-varying threshold, it indicates the occurrence of a typical event.The global asymptotic stability of the event-triggered closed-loop system and the boundedness of the minimum inter-event time can be guaranteed.Based on the linear quadratic optimal regulator, the actuator selects the optimal displacement only when an event occurs.A simulation example is finally used to verify that the effectiveness of such a control strategy can enhance the system performance. 展开更多
关键词 distributed parameter systems event-triggered control mobile sensors mobile actuators
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A framework for dynamic modelling of railway track switches considering the switch blades,actuators and control systems
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作者 Saikat Dutta Tim Harrison +2 位作者 Christopher Ward Roger Dixon Phil Winship 《Railway Engineering Science》 EI 2024年第2期162-176,共15页
The main contribution of this paper is the development and demonstration of a novel methodology that can be followed to develop a simulation twin of a railway track switch system to test the functionality in a digital... The main contribution of this paper is the development and demonstration of a novel methodology that can be followed to develop a simulation twin of a railway track switch system to test the functionality in a digital environment.This is important because,globally,railway track switches are used to allow trains to change routes;they are a key part of all railway networks.However,because track switches are single points of failure and safety-critical,their inability to operate correctly can cause significant delays and concomitant costs.In order to better understand the dynamic behaviour of switches during operation,this paper has developed a full simulation twin of a complete track switch system.The approach fuses finite element for the rail bending and motion,with physics-based models of the electromechanical actuator system and the control system.Hence,it provides researchers and engineers the opportunity to explore and understand the design space around the dynamic operation of new switches and switch machines before they are built.This is useful for looking at the modification or monitoring of existing switches,and it becomes even more important when new switch concepts are being considered and evaluated.The simulation is capable of running in real time or faster meaning designs can be iterated and checked interactively.The paper describes the modelling approach,demonstrates the methodology by developing the system model for a novel“REPOINT”switch system,and evaluates the system level performance against the dynamic performance requirements for the switch.In the context of that case study,it is found that the proposed new actuation system as designed can meet(and exceed)the system performance requirements,and that the fault tolerance built into the actuation ensures continued operation after a single actuator failure. 展开更多
关键词 Railway track switch Mathematical modelling Redundant actuation Finite element analysis
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Fuzzy Proportional Integral Derivative control of a voice coil actuator system for adaptive deformable mirrors
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作者 Ziqiang Cui Heng Zuo +4 位作者 Weikang Qiao Hao Li Fujia Du Yifan Wang Jinrui Guo 《Astronomical Techniques and Instruments》 CSCD 2024年第3期179-186,共8页
Research on adaptive deformable mirror technology for voice coil actuators(VCAs)is an important trend in the development of large ground-based telescopes.A voice coil adaptive deformable mirror contains a large number... Research on adaptive deformable mirror technology for voice coil actuators(VCAs)is an important trend in the development of large ground-based telescopes.A voice coil adaptive deformable mirror contains a large number of actuators,and there are problems with structural coupling and large temperature increases in their internal coils.Additionally,parameters of the traditional proportional integral derivative(PID)control cannot be adjusted in real-time to adapt to system changes.These problems can be addressed by introducing fuzzy control methods.A table lookup method is adopted to replace real-time calculations of the regular fuzzy controller during the control process,and a prototype platform has been established to verify the effectiveness and robustness of this process.Experimental tests compare the control performance of traditional and fuzzy proportional integral derivative(Fuzzy-PID)controllers,showing that,in system step response tests,the fuzzy control system reduces rise time by 20.25%,decreases overshoot by 78.24%,and shortens settling time by 67.59%.In disturbance rejection experiments,fuzzy control achieves a 46.09%reduction in the maximum deviation,indicating stronger robustness.The Fuzzy-PID controller,based on table lookup,outperforms the standard controller significantly,showing excellent potential for enhancing the dynamic performance and disturbance rejection capability of the voice coil motor actuator system. 展开更多
关键词 Adaptive optics Deformable mirror Voice coil actuator Fuzzy control
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A Hybrid Compensation Scheme for the Input Rate-Dependent Hysteresis of the Piezoelectric Ceramic Actuators
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作者 DONG Ruili TAN Yonghong +1 位作者 HOU Jiajia ZHENG Bangsheng 《Journal of Donghua University(English Edition)》 CAS 2024年第4期436-446,共11页
A hybrid compensation scheme for piezoelectric ceramic actuators(PEAs)is proposed.In the hybrid compensation scheme,the input rate-dependent hysteresis characteristics of the PEAs are compensated.The feedforward contr... A hybrid compensation scheme for piezoelectric ceramic actuators(PEAs)is proposed.In the hybrid compensation scheme,the input rate-dependent hysteresis characteristics of the PEAs are compensated.The feedforward controller is a novel input rate-dependent neural network hysteresis inverse model,while the feedback controller is a proportion integration differentiation(PID)controller.In the proposed inverse model,an input ratedependent auxiliary inverse operator(RAIO)and output of the hysteresis construct the expanded input space(EIS)of the inverse model which transforms the hysteresis inverse with multi-valued mapping into single-valued mapping,and the wiping-out,rate-dependent and continuous properties of the RAIO are analyzed in theories.Based on the EIS method,a hysteresis neural network inverse model,namely the dynamic back propagation neural network(DBPNN)model,is established.Moreover,a hybrid compensation scheme for the PEAs is designed to compensate for the hysteresis.Finally,the proposed method,the conventional PID controller and the hybrid controller with the modified input rate-dependent Prandtl-Ishlinskii(MRPI)model are all applied in the experimental platform.Experimental results show that the proposed method has obvious superiorities in the performance of the system. 展开更多
关键词 hybrid control input rate-dependent hysteresis inverse model neural network piezoelectric ceramic actuator
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Actuator and sensor fault isolation in a class of nonlinear dynamical systems
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作者 Hamed Tirandaz Christodoulos Keliris Marios M.Polycarpou 《Journal of Automation and Intelligence》 2024年第2期57-72,共16页
Fault isolation in dynamical systems is a challenging task due to modeling uncertainty and measurement noise,interactive effects of multiple faults and fault propagation.This paper proposes a unified approach for isol... Fault isolation in dynamical systems is a challenging task due to modeling uncertainty and measurement noise,interactive effects of multiple faults and fault propagation.This paper proposes a unified approach for isolation of multiple actuator or sensor faults in a class of nonlinear uncertain dynamical systems.Actuator and sensor fault isolation are accomplished in two independent modules,that monitor the system and are able to isolate the potential faulty actuator(s)or sensor(s).For the sensor fault isolation(SFI)case,a module is designed which monitors the system and utilizes an adaptive isolation threshold on the output residuals computed via a nonlinear estimation scheme that allows the isolation of single/multiple faulty sensor(s).For the actuator fault isolation(AFI)case,a second module is designed,which utilizes a learning-based scheme for adaptive approximation of faulty actuator(s)and,based on a reasoning decision logic and suitably designed AFI thresholds,the faulty actuator(s)set can be determined.The effectiveness of the proposed fault isolation approach developed in this paper is demonstrated through a simulation example. 展开更多
关键词 actuator and sensor fault isolation Adaptive approximation Observer-based fault diagnosis Reasoning-based decision logic
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Practical prescribed-time fuzzy tracking control for uncertain nonlinear systems with time-varying actuators faults
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作者 Shuxing Xuan Hongjing Liang Tingwen Huang 《Journal of Automation and Intelligence》 2024年第1期40-49,共10页
The paper investigates the practical prescribed-time fuzzy tracking control problem for a category of nonlinear system subject to time-varying actuator faults.The presence of unknown nonlinear dynamics and actuator fa... The paper investigates the practical prescribed-time fuzzy tracking control problem for a category of nonlinear system subject to time-varying actuator faults.The presence of unknown nonlinear dynamics and actuator faults makes achieving tracking control within a prescribed-time challenging.To tackle this issue,we propose a novel practical prescribed-time fuzzy tracking control strategy,which is independent of the initial state of the system and does not rely on precise modeling of the system and actuators.We apply the approximation capabilities of fuzzy logic systems to handle the unknown nonlinear functions and unidentified actuator faults in the system.The piecewise controller and adaptive law constructed based on piecewise prescribed time-varying function and backstepping technique method establish the theoretical framework of practical prescribed-time tracking control,and extend the range of prescribed-time tracking control to infinity.Regardless of the initial conditions,the proposed control strategy can guarantee that all signals remain uniformly bounded within the practical prescribed time in the presence of unknown nonlinear item and time-varying actuator faults.Simulation example is presented to demonstrate the effectiveness of the proposed control strategy. 展开更多
关键词 Prescribed-time tracking control Adaptive fuzzy control actuator faults Uncertain nonlinear system
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LDPC码SPA算法的迭代加速
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作者 李韦健 《科学与信息化》 2024年第1期99-101,共3页
迭代加速是提高SPA效率的关键,对变量节点和校验节点个别调度可加速迭代,但运算复杂度和控制开销不容小觑。受高斯迭代法求解方程的启发,本文提出SPA迭代加速算法,每次信息更新均使用最新信息。在常用信噪比下,与SPA相比,该算法所需平... 迭代加速是提高SPA效率的关键,对变量节点和校验节点个别调度可加速迭代,但运算复杂度和控制开销不容小觑。受高斯迭代法求解方程的启发,本文提出SPA迭代加速算法,每次信息更新均使用最新信息。在常用信噪比下,与SPA相比,该算法所需平均迭代次数减少了43%。在无控制开销增加且计算复杂度和存储复杂度几乎没有增加的情况下,迭代加速算法的误比特率低于SPA。 展开更多
关键词 LDPC spa算法 迭代 高斯迭代
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Optical micro/nanofiber enabled tactile sensors and soft actuators:A review
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作者 Lei Zhang Yuqi Zhen Limin Tong 《Opto-Electronic Science》 2024年第8期13-29,共17页
As a combination of fiber optics and nanotechnology,optical micro/nanofiber(MNF)is considered as an important multifunctional building block for fabricating various miniaturized photonic devices.With the rapid progres... As a combination of fiber optics and nanotechnology,optical micro/nanofiber(MNF)is considered as an important multifunctional building block for fabricating various miniaturized photonic devices.With the rapid progress in flexible optoelectronics,MNF has been emerging as a promising candidate for assembling tactile sensors and soft actuators owing to its unique optical and mechanical properties.This review discusses the advances in MNF enabled tactile sensors and soft actuators,specifically,focusing on the latest research results over the past 5 years and the applications in health monitoring,human-machine interfaces,and robotics.Future prospects and challenges in developing flexible MNF devices are also presented. 展开更多
关键词 flexible opto-electronic devices tactile sensors soft actuators optical micro/nanofibers
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