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Stability of Iterative Learning Control with Data Dropouts via Asynchronous Dynamical System 被引量:18
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作者 Xu-Hui Bu Zhong-Sheng Hou 《International Journal of Automation and computing》 EI 2011年第1期29-36,共8页
In this paper, the stability of iterative learning control with data dropouts is discussed. By the super vector formulation, an iterative learning control (ILC) system with data dropouts can be modeled as an asynchr... In this paper, the stability of iterative learning control with data dropouts is discussed. By the super vector formulation, an iterative learning control (ILC) system with data dropouts can be modeled as an asynchronous dynamical system with rate constraints on events in the iteration domain. The stability condition is provided in the form of linear matrix inequalities (LMIS) depending on the stability of asynchronous dynamical systems. The analysis is supported by simulations. 展开更多
关键词 Iterative learning control (ILC) networked control systems (NCSs) data dropouts asynchronous dynamical system robustness.
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Dynamic Thermal Model and Temperature Control of Proton Exchange Membrane Fuel Cell Stack 被引量:5
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作者 邵庆龙 卫东 +1 位作者 曹广益 朱新坚 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2005年第2期218-224,共7页
A dynamic thermal transfer model of a proton exchange membrane fuel cell (PEMFC) stack is developed based on energy conservation in order to reach better temperature control of PEMFC stack. Considering its uncertain p... A dynamic thermal transfer model of a proton exchange membrane fuel cell (PEMFC) stack is developed based on energy conservation in order to reach better temperature control of PEMFC stack. Considering its uncertain parameters and disturbance, we propose a robust adaptive controller based on backstepping algorithm of Lyaponov function. Numerical simulations indicate the validity of the proposed controller. 展开更多
关键词 proton exchange membrane fuel cell stack dynamic thermal transfer model temperature control
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Sampled-data modeling and dynamical effect of output-capacitor time-constant for valley voltage-mode controlled buck-boost converter 被引量:5
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作者 周述晗 周国华 +2 位作者 曾绍桓 冷敏瑞 徐顺刚 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第11期515-525,共11页
By analyzing the output voltage ripple of a buck-boost converter with large equivalent series resistance(ESR) of output capacitor, one valley voltage-mode controller for buck-boost converter is proposed. Considering... By analyzing the output voltage ripple of a buck-boost converter with large equivalent series resistance(ESR) of output capacitor, one valley voltage-mode controller for buck-boost converter is proposed. Considering the fact that the increasing and decreasing slopes of the inductor current are assumed to be constant during each switching cycle, an especial sampleddata model of valley voltage-mode controlled buck-boost converter is established. Based on this model, the dynamical effect of an output-capacitor time-constant on the valley voltage-mode controlled buck-boost converter is revealed and analyzed via the bifurcation diagrams, the movements of eigenvalues, the Lyapunov exponent spectra, the boundary equations,and the operating-state regions. It is found that with gradual reduction of output-capacitor time-constant, the buck-boost converter in continuous conduction mode(CCM) shows the evolutive dynamic behavior from period-1 to period-2, period-4, period-8, chaos, and invalid state. The stability boundary and the invalidated boundary are derived theoretically by stability analysis, where the stable state of valley voltage-mode controlled buck-boost converter can enter into an unstable state, and the converter can shift from the operation region to a forbidden region. These results verified by time-domain waveforms and phase portraits of both simulation and experiment indicate that the sampled-data model is correct and the time constant of the output capacitor is a critical factor for valley voltage-mode controlled buck-boost converter, which has a significant effect on the dynamics as well as control stability. 展开更多
关键词 buck-boost converter valley voltage-mode control sampled-data modeling dynamics
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Corrosion risk analysis of tube-and-shell heat exchangers and design of outlet temperature control system 被引量:1
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作者 Hao-Zhe Jin Yong Gu Guo-Fu Ou 《Petroleum Science》 SCIE CAS CSCD 2021年第4期1219-1229,共11页
This study deals with the high-risk shell-and-tube heat exchangers in the effluent system of hydrogenation reaction of the petrochemical industry.The process of hydroprocessing reactor effluent system is simulated in ... This study deals with the high-risk shell-and-tube heat exchangers in the effluent system of hydrogenation reaction of the petrochemical industry.The process of hydroprocessing reactor effluent system is simulated in Aspen Plus to study the distribution of corrosive medium in the three phases of oil,gas and water.The least-squares method is utilized to calculate the ammonium salt crystallization temperature.Then,the heat exchanger with risk of ammonium salt crystal corrosion is identified.Dynamic mathematical modeling of the heat exchanger is established to determine the transfer function.A temperature control system with proportional integral derivative(PID)control of the heat exchanger outlet is designed,and fuzzy logic is used to implement self-tuning of PID parameters.After MATLAB simulation,the results show the control system can achieve rapid control of the heat exchanger outlet temperature. 展开更多
关键词 Shell-and-tube heat exchanger Corrosion risk dynamic model Fuzzy logic control PID control
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Dynamic Spectrum Control-Assisted Secure and Efficient Transmission Scheme in Heterogeneous Cellular Networks 被引量:1
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作者 Chenxi Li Lei Guan +3 位作者 Huaqing Wu Nan Cheng Zan Li Xuemin(Sherman)Shen 《Engineering》 SCIE EI CAS 2022年第10期220-231,共12页
Heterogeneous cellular networks(HCNs)are envisioned as a promising architecture to provide seamless wireless coverage and increase network capacity.However,the densified multi-tier network architecture introduces exce... Heterogeneous cellular networks(HCNs)are envisioned as a promising architecture to provide seamless wireless coverage and increase network capacity.However,the densified multi-tier network architecture introduces excessive intra-and cross-tier interference and makes HCNs vulnerable to eavesdropping attacks.In this article,a dynamic spectrum control(DSC)-assisted transmission scheme is proposed for HCNs to strengthen network security and increase the network capacity.Specifically,the proposed DSC-assisted transmission scheme leverages the idea of block cryptography to generate sequence families,which represent the transmission decisions,by performing iterative and orthogonal sequence transformations.Based on the sequence families,multiple users can dynamically occupy different frequency slots for data transmission simultaneously.In addition,the collision probability of the data transmission is analyzed,which results in closed-form expressions of the reliable transmission probability and the secrecy probability.Then,the upper and lower bounds of network capacity are further derived with given requirements on the reliable and secure transmission probabilities.Simulation results demonstrate that the proposed DSC-assisted scheme can outperform the benchmark scheme in terms of security performance.Finally,the impacts of key factors in the proposed DSC-assisted scheme on the network capacity and security are evaluated and discussed. 展开更多
关键词 Heterogeneous cellular networks dynamic spectrum control Transmission security Efficient data transmission
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Optimal Tracking Control for a Class of Unknown Discrete-time Systems with Actuator Saturation via Data-based ADP Algorithm 被引量:4
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作者 SONG Rui-Zhuo XIAO Wen-Dong SUN Chang-Yin 《自动化学报》 EI CSCD 北大核心 2013年第9期1413-1420,共8页
为有致动器浸透和未知动力学的分离时间的系统的一个班的一个新奇最佳的追踪控制方法在这份报纸被建议。计划基于反复的适应动态编程(自动数据处理) 算法。以便实现控制计划,一个 data-based 标识符首先为未知系统动力学被构造。由介绍... 为有致动器浸透和未知动力学的分离时间的系统的一个班的一个新奇最佳的追踪控制方法在这份报纸被建议。计划基于反复的适应动态编程(自动数据处理) 算法。以便实现控制计划,一个 data-based 标识符首先为未知系统动力学被构造。由介绍 M 网络,稳定的控制的明确的公式被完成。以便消除致动器浸透的效果, nonquadratic 表演功能被介绍,然后一个反复的自动数据处理算法被建立与集中分析完成最佳的追踪控制解决方案。为实现最佳的控制方法,神经网络被用来建立 data-based 标识符,计算性能索引功能,近似最佳的控制政策并且分别地解决稳定的控制。模拟例子被提供验证介绍最佳的追踪的控制计划的有效性。 展开更多
关键词 最优跟踪控制 离散时间系统 饱和执行器 DP算法 控制方案 神经网络 性能指标 系统动力学
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Quantized dynamic output feedback control for networked control systems 被引量:1
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作者 Chong Jiang Dexin Zou +1 位作者 Qingling Zhang Song Guo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期1025-1032,共8页
The problem of the quantized dynamic output feedback controller design for networked control systems is mainly discussed. By using the quantized information of the system measurement output and the control input, a no... The problem of the quantized dynamic output feedback controller design for networked control systems is mainly discussed. By using the quantized information of the system measurement output and the control input, a novel networked control system model is described. This model includes many networkinduced features, such as multi-rate sampled-data, quantized signal, time-varying delay and packet dropout. By constructing suitable Lyapunov-Krasovskii functional, a less conservative stabilization criterion is established in terms of linear matrix inequalities. The quantized control strategy involves the updating values of the quantizer parameters μi(i = 1, 2)(μi take on countable sets of values which dependent on the information of the system measurement outputs and the control inputs). Furthermore, a numerical example is given to illustrate the effectiveness of the proposed method. 展开更多
关键词 networked control systems SAMPLED-data linear matrix inequalities quantized dynamic output feedback.
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Dynamic Control System of Automatic Monitoring Equipment for Waste Gas Pollution Source
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作者 Yun WU Chengxin PAN Hanju BAO 《Asian Agricultural Research》 2021年第5期48-52,共5页
In order to improve the quality of automatic monitoring data of pollution sources and apply the automatic monitoring data to verify the environmental tax,Shandong Province took the lead in adopting the Internet of Thi... In order to improve the quality of automatic monitoring data of pollution sources and apply the automatic monitoring data to verify the environmental tax,Shandong Province took the lead in adopting the Internet of Things technology and drawing on the successful experience of air automatic monitoring stations and surface water automatic monitoring stations in management,and developed a dynamic management and control system for automatic monitoring equipment of pollution sources to improve and strengthen the quality audit of automatic monitoring data,further improve the quality of automatic monitoring data and better provide a basis for environmental management and decision making.The system realizes the simultaneous monitoring of monitoring data,running state and parameters of the automatic monitoring equipment,eliminates the phenomenon of falsification by modifying equipment parameters,and judges the validity of the collected data by acquiring the working state of the equipment remotely and randomly.After the actual operation test of the Department of Ecological Environment of Shandong Province,the system is proved to have the characteristics of practicality,real time and high efficiency,and be able to make up for low frequency and narrow coverage of manual inspection,with good application prospect in the field of environment and pollution source monitoring. 展开更多
关键词 dynamic management and control Monitoring data Running state Equipment parameter Negative control
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Exchange邮件系统的安全策略设计与实现
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作者 戴萍萍 连海明 《集成电路应用》 2024年第12期144-145,共2页
阐述针对Exchange平台邮件系统的安全风险和挑战,包括恶意软件、垃圾邮件、网络钓鱼等,从访问控制、数据加密、安全审计等方面,提出基于Exchange平台的邮件系统安全策略设计。
关键词 exchange平台 电子邮件系统 信息安全策略 访问控制 数据加密 信息安全审计
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基于动态集群的风电机组异常状态检测方法
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作者 于华楠 李靖雨 +2 位作者 王鹤 李石强 边竞 《电力自动化设备》 北大核心 2025年第3期64-71,94,共9页
针对风电机组异常状态的检测问题,提出了考虑相似机组运行状态的风电机组异常检测方法。基于滑动时窗和K-means聚类算法对风电机组运行数据进行分析,提出了风电机组动态集群方法,进而建立了考虑时空相关性的风电机组集群。提出基于自适... 针对风电机组异常状态的检测问题,提出了考虑相似机组运行状态的风电机组异常检测方法。基于滑动时窗和K-means聚类算法对风电机组运行数据进行分析,提出了风电机组动态集群方法,进而建立了考虑时空相关性的风电机组集群。提出基于自适应权重与Levy飞行策略的北方苍鹰优化(WLNGO)算法;利用五折交叉验证(5CV)改进WLNGO算法,得到WLNGO-5CV算法,并利用该算法对核极限学习机(KELM)的超参数进行优化,进一步提出WLNGO-5CV-KELM回归模型。结合滑动时窗对相似机组预测残差进行统计分析得到实时预警阈值,消除了工况等因素对风电机组的影响,能够对目标风电机组进行可靠的异常检测。通过对中国东北某风电场的实际数据进行仿真分析,验证了所提方法的有效性和准确性。 展开更多
关键词 风电机组 WLNGO-5CV-KELM回归模型 时空相关性 动态集群 异常状态监测 数据采集与监控系统
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炼钢-连铸区段的协同智造
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作者 刘青 兰模 +1 位作者 信自成 张江山 《工程科学学报》 北大核心 2025年第4期654-667,共14页
在阐述炼钢-连铸区段协同智造技术架构的基础上,本文从工序/装置的过程制造到炼钢-连铸区段制造进行了较为系统的建模研发,首先,在工序/装置层构建了转炉炼钢、钢包精炼和连铸的工艺控制模型;其次,在工序衔接层和生产计划与调度层构建... 在阐述炼钢-连铸区段协同智造技术架构的基础上,本文从工序/装置的过程制造到炼钢-连铸区段制造进行了较为系统的建模研发,首先,在工序/装置层构建了转炉炼钢、钢包精炼和连铸的工艺控制模型;其次,在工序衔接层和生产计划与调度层构建了多工序协调控制模型,并通过研发关键工序工艺控制模型、生产计划与调度模型、制造执行系统(MES)同动态知识图谱和数字孪生系统之间的数据接口,实现了MES与生产工艺、流程运行、生产计划与调度之间的有机融合与动态协同,以及认知知识图谱的自主进化和虚拟空间孪生体的可视化运行;最后,完成了从炼钢-连铸区段工序/装置层到计划与调度层再到系统综合层最终到认知知识图谱和数字孪生系统的全方位建模研发.通过机理模型、数据模型与专家知识的协同驱动和虚实模型间的双向交互联动,以及多工序的横向协同与多层级之间的纵向协同,实现了炼钢-连铸区段的协同运行与动态决策.本文从炼钢-连铸流程全局出发进行了系统创新与实践,研究成果对冶金工业高端化、智能化、绿色化发展具有重要的参考价值,对流程工业企业智能制造也有很强的借鉴意义,可为钢铁工业发展新质生产力、解决“卡脖子”问题提供强有力支撑. 展开更多
关键词 炼钢-连铸区段 工艺模型 生产运行模式 计划与调度 运行评价 数据接口 协同控制 动态决策
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PEM电解制氢系统压力抗干扰控制策略研究
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作者 宋洁 宗正 +6 位作者 梁丹曦 徐桂芝 俎焱敏 梁立晓 李根蒂 郜捷 徐超 《动力工程学报》 北大核心 2025年第3期431-442,共12页
质子交换膜(PEM)电解制氢技术作为一种高效、环保的高纯度氢气制备方法,其压力控制对系统效率、寿命和安全至关重要。为提高系统的抗干扰性能,对电解制氢系统的压力控制进行了研究。首先,建立了压力动态模型并通过实验进行验证。随后,... 质子交换膜(PEM)电解制氢技术作为一种高效、环保的高纯度氢气制备方法,其压力控制对系统效率、寿命和安全至关重要。为提高系统的抗干扰性能,对电解制氢系统的压力控制进行了研究。首先,建立了压力动态模型并通过实验进行验证。随后,采用了比例-积分-微分(PID)、回路整形、前置滤波、超前-滞后等策略设计了氢氧压力控制器。最后,通过对控制器进行仿真分析,以确定具有良好稳定性和动态响应的最优参数配置。结果表明:经过优化的控制策略能够使系统在波动功率下仍有效地维持氢氧压力稳定,实现系统的高效稳定运行;该控制器具有较强的抗干扰能力,并且可以精确控制氢氧压力。 展开更多
关键词 氢能 电解制氢 质子交换膜 压力控制 动态模型
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人口流动与媒体宣传对病毒传播的影响研究
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作者 马英红 李然 刘伦 《管理科学学报》 北大核心 2025年第2期50-63,共14页
流行性病毒的传播严重影响着人类的生命健康和社会经济的发展.如何控制病毒传播是社会各界共同关注的问题.在与刚过去的一场流行病传播的斗争中,人们通过宣传普及病毒知识和防护措施、精准调控人口流动,有效地遏制了病毒传播,保障了人... 流行性病毒的传播严重影响着人类的生命健康和社会经济的发展.如何控制病毒传播是社会各界共同关注的问题.在与刚过去的一场流行病传播的斗争中,人们通过宣传普及病毒知识和防护措施、精准调控人口流动,有效地遏制了病毒传播,保障了人类生命安全.本研究梳理了病毒传播的相关数据,将病毒传播发展过程划分为三个阶段,充分考虑密切接触者和潜伏者作为病毒传播的重要环节,扩展经典的病毒传播状态转移模式,探讨人口流动、媒体宣传对病毒传播的影响机制,提出了出行管控和媒体宣传联合作用的病毒传播动力学方程.从数值仿真和拟合角度证明了适度的媒体宣传和人口流动管控有利于快速降低病毒传播的影响. 展开更多
关键词 病毒传播 数据分析 动力学方程 控制策略
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基于VLAN技术隔离的镀锌线工业控制网络安全技术研究
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作者 李晶晶 袁帅 周攀 《冶金动力》 2025年第2期35-38,共4页
某钢铁厂镀锌线的工业控制网络系统采用L1、L2、L3共用交换机,使用VLAN技术隔离进行数据交换,此方法设置较复杂,并且每台交换机的配置内容不相同。针对此问题,采用网络分离的方式来更改镀锌线工业控制网络系统。首先,通过两张物理上分... 某钢铁厂镀锌线的工业控制网络系统采用L1、L2、L3共用交换机,使用VLAN技术隔离进行数据交换,此方法设置较复杂,并且每台交换机的配置内容不相同。针对此问题,采用网络分离的方式来更改镀锌线工业控制网络系统。首先,通过两张物理上分开的独立网络完成L1、L2的组网;其次,完成L1的硬件组态及程序的更改;最后,对触摸屏、单体设备等IP地址进行更改,重新接入一级网络,从而提高了生产线的网络通信能力。 展开更多
关键词 工业控制网络系统 VLAN技术隔离 数据交换 交换机
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Scheduling transactions in mobile distributed real-time database systems 被引量:1
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作者 雷向东 赵跃龙 +1 位作者 陈松乔 袁晓莉 《Journal of Central South University of Technology》 EI 2008年第4期545-551,共7页
A DMVOCC-MVDA (distributed multiversion optimistic concurrency control with multiversion dynamic adjustment) protocol was presented to process mobile distributed real-time transaction in mobile broadcast environment... A DMVOCC-MVDA (distributed multiversion optimistic concurrency control with multiversion dynamic adjustment) protocol was presented to process mobile distributed real-time transaction in mobile broadcast environments. At the mobile hosts, all transactions perform local pre-validation. The local pre-validation process is carried out against the committed transactions at the server in the last broadcast cycle. Transactions that survive in local pre-validation must be submitted to the server for local final validation. The new protocol eliminates conflicts between mobile read-only and mobile update transactions, and resolves data conflicts flexibly by using multiversion dynamic adjustment of serialization order to avoid unnecessary restarts of transactions. Mobile read-only transactions can be committed with no-blocking, and respond time of mobile read-only transactions is greatly shortened. The tolerance of mobile transactions of disconnections from the broadcast channel is increased. In global validation mobile distributed transactions have to do check to ensure distributed serializability in all participants. The simulation results show that the new concurrency control protocol proposed offers better performance than other protocols in terms of miss rate, restart rate, commit rate. Under high work load (think time is ls) the miss rate of DMVOCC-MVDA is only 14.6%, is significantly lower than that of other protocols. The restart rate of DMVOCC-MVDA is only 32.3%, showing that DMVOCC-MVDA can effectively reduce the restart rate of mobile transactions. And the commit rate of DMVOCC-MVDA is up to 61.2%, which is obviously higher than that of other protocols. 展开更多
关键词 mobile distributed real-time database systems muliversion optimistic concurrency control multiversion dynamic adjustment pre-validation multiversion data broadcast
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基于ControlLogix平台的备煤控制系统
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作者 林国萍 寇传乾 《山东冶金》 CAS 2003年第6期56-57,共2页
针对煤场地域广、设备分布线长等特点 ,备煤控制系统采用了两套大型的 Control Logix控制器 ,分别对输送工段、粉碎与除尘工段加以控制 ,而煤塔工段因控制点相对较少 ,采用微型的 SLC5 / 0 4控制器。三套控制器之间利用 Control Net和 ... 针对煤场地域广、设备分布线长等特点 ,备煤控制系统采用了两套大型的 Control Logix控制器 ,分别对输送工段、粉碎与除尘工段加以控制 ,而煤塔工段因控制点相对较少 ,采用微型的 SLC5 / 0 4控制器。三套控制器之间利用 Control Net和 DH+构成通讯网络 ,各监控站通过 RSlinx与 PL C通讯 ,以完成数据的实时采集与控制。系统投运后 ,自动化控制水平大幅提高 ,网络的应用使控制更加方便快捷、维护简单 ;备煤生产能力也由原来的日产 3 0 0 0 t上升至近 70 0 0 展开更多
关键词 controlLogix平台 备煤 控制系统 可编程控制器 动态数据交换
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Digital Servo Control of a Robotic Excavator 被引量:4
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作者 GU Jun SEWARD Derek 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第2期190-197,共8页
An electro-hydraulic control system is designed and implemented for a robotic excavator known as the Lancaster University Computerised and Intelligent Excavator (LUCIE). The excavator is being developed to autonomou... An electro-hydraulic control system is designed and implemented for a robotic excavator known as the Lancaster University Computerised and Intelligent Excavator (LUCIE). The excavator is being developed to autonomously dig trenches without human intervention. Since the behavior of the excavator arm is dominated by the nonlinear dynamics of the hydraulic actuators and by the large and unpredictable external disturbances when digging, it is difficult to provide adequate accurate, quick and smooth movement under traditional control methodology, e.g., PI/PID, which is comparable with that of an average human operator. The data-based dynamic models are developed utilizing the simplified refined instrumental variable (SRIV) identification algorithm to precisely describe the nonlinear dynamical behaviour of the electro-hydraulic actuation system. Based on data-based model and proportional-integral-plus (PIP) methodology, which is a non-minimal state space method of control system design based on the true digital control (TDC) system design philosophy, a novel control system is introduced to drive the excavator arm accurately, quickly and smoothly along the desired path. The performance of simulation and field tests which drive the bucket along straight lines both demonstrate the feasibility and validity of the proposed control scheme. 展开更多
关键词 robotic excavator nonlinear dynamics data-based model true digital control (TDC) proportional-integral-plus (PIP)
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Detecting the nested determinants of the Australian Dollar-U.S.Dollar exchange rate regime and simulating its behaviour
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作者 Xin Zheng Master of Economics(2010-2011),Economics and Business,the University of Sydney 《中国商界》 2010年第8期96-,共1页
This paper aims to detect the underlying regime behind the historical data of the Australian Dollar-U.S.Dollar exchange rate and potential influential factors.Based on academic research and empirical analysis,a series... This paper aims to detect the underlying regime behind the historical data of the Australian Dollar-U.S.Dollar exchange rate and potential influential factors.Based on academic research and empirical analysis,a series of statistical analysis are carried out to capture the significant factors and their channels through which they could exert effects upon the dynamic behaviour of the exchange rate. 展开更多
关键词 exchange rate statistical ANALYSIS empirical ANALYSIS factors SIGNIFICANT research dynamic paper data AIMS
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基于LSTM-MPC的PEMFC运行状态建模与容错控制 被引量:2
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作者 袁铁江 郭泽林 胡辰康 《中国电机工程学报》 EI CSCD 北大核心 2024年第10期3927-3936,I0015,共11页
质子交换膜燃料电池(proton exchange membrane fuel cell,PEMFC)具有多物理场耦合特性易产生不同故障且难以控制。为了能在故障状态下快速有效控制,提出基于模型预测控制(modelpredictivecontrol,MPC)的容错控制方案。首先,以长短时记... 质子交换膜燃料电池(proton exchange membrane fuel cell,PEMFC)具有多物理场耦合特性易产生不同故障且难以控制。为了能在故障状态下快速有效控制,提出基于模型预测控制(modelpredictivecontrol,MPC)的容错控制方案。首先,以长短时记忆神经网络(long short-term memory,LSTM)的预测误差为遗传算法的适应度函数,寻优获取LSTM的最优超参数组合,基于数据驱动构建PEMFC系统在4种不同运行状态下的LSTM预测模型作为预测模型模块。然后,建立基于神经网络的控制器作为优化控制器模块,根据上述模块制定以PEMFC系统阴阳极输入气体压强为控制量、电堆电压为输出量的容错控制方案。最后,仿真验证LSTM预测模型与容错控制方案得到,LSTM预测模型在训练集和测试集的评估指标均方根误差(root mean square error,RMSE)指标值分别为0.0489和0.0558,具有较好的拟合效果。在不同故障状态下,MPC相较于传统PID容错控制方案电压恢复时间缩短50%及以上,并在氢气泄露故障状态下,最大压降降低22.2%,证明了所提控制策略的有效性和正确性。 展开更多
关键词 质子交换膜燃料电池 数据驱动 神经网络 模型预测控制 容错控制
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无模型自适应滑模控制的微波加热过程温度控制 被引量:3
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作者 杨彪 刘承 +3 位作者 李鑫培 杜婉 高皓 马红涛 《控制工程》 CSCD 北大核心 2024年第1期103-111,共9页
微波加热模型具有无限维、非线性和时变等特点,导致控制器难于设计和实现。针对此问题,提出了一种适用于微波加热过程的无模型自适应滑模控制方法。首先,对微波加热过程传热数学模型进行分析,建立了微波加热过程输入功率与温度之间的全... 微波加热模型具有无限维、非线性和时变等特点,导致控制器难于设计和实现。针对此问题,提出了一种适用于微波加热过程的无模型自适应滑模控制方法。首先,对微波加热过程传热数学模型进行分析,建立了微波加热过程输入功率与温度之间的全格式动态线性化数据模型。然后,根据该数据模型设计了无模型自适应滑模控制器,并给出了数据模型中相关未知时变参数和未知干扰的估计算法。最后,利用COMSOL和MATLAB进行仿真,仿真结果验证了所提控制方法的有效性。 展开更多
关键词 微波加热 温度控制 全格式动态线性化数据模型 自适应滑模控制 径向基函数神经网络
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