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基于MPC的分布式电动汽车直接横摆力矩控制
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作者 吴坚 冯佳杰 何睿 《汽车文摘》 2026年第1期39-45,共7页
分布式电动汽车通过轮毂电机实现了独立、精确的转矩控制,为直接横摆力矩控制提供了新的技术路径,但传统策略存在能耗高、干预滞后等问题。为提升车辆稳定性与经济性,提出了一种基于模型预测控制的直接横摆力矩分层控制策略。上层基于... 分布式电动汽车通过轮毂电机实现了独立、精确的转矩控制,为直接横摆力矩控制提供了新的技术路径,但传统策略存在能耗高、干预滞后等问题。为提升车辆稳定性与经济性,提出了一种基于模型预测控制的直接横摆力矩分层控制策略。上层基于车辆二自由度模型设计附加横摆力矩,实现对车辆运动状态的实时预判与主动调节;下层以轮胎附着力利用率最小为目标,结合电机特性与路面附着约束进行转矩优化分配。通过CarSim与MATLAB/Simulink联合仿真,在双移线、蛇行等典型工况下验证控制效果。仿真结果表明,该策略有效控制了车辆的质心侧偏角和横摆角速度,提升了行驶安全性与灵活性,同时兼顾了经济性与稳定性。研究成果为分布式电动汽车的直接横摆力矩控制提供了工程化方案,其分层控制架构与约束优化方法对多电机驱动系统的协调控制具有参考价值。 展开更多
关键词 分布式电动汽车 模型预测控制 直接横摆力矩控制 转矩分配控制
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基于VSD-MPC的主动悬架预瞄控制策略
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作者 赵健 周文博 +5 位作者 王月 朱冰 陈志成 韩嘉懿 张培兴 宋东鉴 《汽车工程》 北大核心 2026年第1期146-155,共10页
针对主动悬架预瞄控制策略对车速适应性弱的问题,提出一种基于变速离散模型预测控制(variable speed discrete-model predictive control,VSD-MPC)的主动悬架预瞄控制策略。首先,通过时域转换方法设计一种车速自适应路面高程信息采样机... 针对主动悬架预瞄控制策略对车速适应性弱的问题,提出一种基于变速离散模型预测控制(variable speed discrete-model predictive control,VSD-MPC)的主动悬架预瞄控制策略。首先,通过时域转换方法设计一种车速自适应路面高程信息采样机制,匹配不同车速下主动悬架对控制周期内所需路面信息的变化需求。其次,提出一种VSD-MPC方法用于主动悬架预瞄控制。利用拉盖尔函数将传统MPC中二次规划求解最优控制序列的过程替代为拟合求导环节,降低算力需求。仿真测试结果表明,本文设计的主动悬架预瞄控制策略不仅能够在不同的车速下使车辆的垂向性能至少提升39.4%,同时可以将算力降低50%以上。 展开更多
关键词 车辆工程 主动悬架 预瞄控制 车速自适应 模型预测控制
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基于MPC的汽车转向与悬架集成控制研究
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作者 崔滔文 王帅印 +3 位作者 曹雨祥 翟宇龙 瞿元 刘家宝 《机械制造与自动化》 2026年第1期255-259,270,共6页
转向与悬架系统对汽车操纵稳定性和行驶平顺性均具有重要影响,而且两者相互耦合。单系统控制的叠加难以发挥底盘控制潜力。围绕底盘系统综合控制效果提升课题建立整车动力学模型与路面模型等,构建集成系统控制框架,设计基于模型预测控... 转向与悬架系统对汽车操纵稳定性和行驶平顺性均具有重要影响,而且两者相互耦合。单系统控制的叠加难以发挥底盘控制潜力。围绕底盘系统综合控制效果提升课题建立整车动力学模型与路面模型等,构建集成系统控制框架,设计基于模型预测控制的转向与悬架集成控制器并完成仿真验证。研究结果表明:相较于单系统控制,集成控制下车辆的横摆角速度、车身侧倾角、悬架动挠度等控制效果得以改善,车辆操纵性和行驶平顺性得以提高。 展开更多
关键词 汽车 主动转向 主动悬架 集成控制 mpc预测控制
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基于MPC的混联式HEV能量管理控制策略
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作者 谭莉莉 罗文广 《广西科技大学学报》 2026年第1期84-90,107,共8页
针对P1P3构型混联式混合动力汽车(hybrid electric vehicles,HEVs)的能量管理问题,本文提出一种基于模型预测控制(model predictive control,MPC)的能量管理策略。首先,根据控制算法构建系统预测模型,使用二次规划算法优化求解车辆最小... 针对P1P3构型混联式混合动力汽车(hybrid electric vehicles,HEVs)的能量管理问题,本文提出一种基于模型预测控制(model predictive control,MPC)的能量管理策略。首先,根据控制算法构建系统预测模型,使用二次规划算法优化求解车辆最小化油耗的优化问题;然后,利用MATLAB/Simulink仿真平台,在2种标准循环工况下对本文所提出的能量管理控制策略进行仿真验证,并与基于规则的能量管理控制策略进行了对比分析。结果表明,相对于基于规则的控制策略,采用基于MPC的控制策略在2种循环工况下的车辆百公里油耗分别降低了5.6%和5.2%,可有效提升燃油经济性。 展开更多
关键词 混联式混合动力汽车 燃油经济性 模型预测控制(mpc) 二次规划
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基于MPC的高速包装机柔顺运动控制算法研究
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作者 杨闯 张华 朱国良 《轻工机械》 2026年第1期69-75,85,共8页
针对枕式包装机高速包装过程中,因切刀轴和送膜轴、送料轴协同控制不同步而导致的包装精度低的问题,课题组提出了基于模型预测控制(Model Predictive Control, MPC)的高速包装机柔顺运动控制算法。首先,建立的枕式包装机的柔顺性运动学... 针对枕式包装机高速包装过程中,因切刀轴和送膜轴、送料轴协同控制不同步而导致的包装精度低的问题,课题组提出了基于模型预测控制(Model Predictive Control, MPC)的高速包装机柔顺运动控制算法。首先,建立的枕式包装机的柔顺性运动学模型,并基于柔顺性运动模型采用速度控制方法控制送膜装置和送料装置,以及采用基于MPC算法的加速度控制方法控制切刀;接着,基于参考位置与当前位置的偏差,预测下一时刻包装机状态输出,从而实现期望的误差补偿;最后,进行了仿真实验和实机试验验证。研究结果表明:与传统PID控制算法相比,基于MPC的柔顺运动控制算法能够更快速、更稳定地到达期望位置;当送料轴和送膜轴完成速度匹配后,控制切刀进行剪切有效提高了剪切精度。基于MPC的柔顺运动控制算法的枕式包装机可根据给定的运动轨迹实现更高精度、更高速度的物品包装。 展开更多
关键词 枕式包装机 多轴协同控制 误差补偿 模型预测控制 速度控制 加速度控制
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基于SPSM-MPC的海上风电系统陆上换流站优化控制策略
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作者 李慧 钱磊 +1 位作者 范新桥 魏玲 《电力系统保护与控制》 北大核心 2026年第2期48-57,共10页
海上风电并网系统中基于模块化多电平换流器的陆上换流站,在风电出力突变、设备投切及电网电压跌落等工况下易引发扰动。针对此问题,提出一种融合斜率无源滑模与模型预测控制(slop passivity-based sliding mode-model predictive contr... 海上风电并网系统中基于模块化多电平换流器的陆上换流站,在风电出力突变、设备投切及电网电压跌落等工况下易引发扰动。针对此问题,提出一种融合斜率无源滑模与模型预测控制(slop passivity-based sliding mode-model predictive control,SPSM-MPC)的优化策略。该策略以电流内环控制为核心,采用无源滑模(passivity-based sliding mode,PSM)控制搭建基础框架,通过引入斜率调节机制构建斜率无源滑模(slop passivity-based sliding mode,SPSM)控制策略。并将模型预测控制(model predictive control,MPC)有机嵌入调制算法体系。利用仿真模型对比传统PI、PSM与SPSM-MPC这3种策略在系统正常运行及3种典型扰动工况下的动态性能。结果表明:SPSM-MPC策略可将系统稳态运行输出电流THD降至4.45%,风电出力突变响应时间缩短至2 ms,电网电压跌落工况下有功稳定时间缩短至0.15 s。SPSM-MPC策略通过斜率机制与预测控制的协同作用,有效提升了系统在动态扰动下的鲁棒性,为海上风电并网系统的稳定运行提供了新的控制方案。 展开更多
关键词 风电并网 模块化多电平换流器 无源滑模控制 模型预测控制 最近电平逼近调制
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Precision Synchronous Control of Multiple Motion Systems:A Tube-Based MPC Approach
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作者 Shuaiqi Chen Fazhi Song +3 位作者 Yue Dong Ning Cui Yang Liu Xinkai Chen 《IEEE/CAA Journal of Automatica Sinica》 2025年第5期974-988,共15页
Lithography machines operate in scanning mode for the fabrication of large-scale integrated circuits(ICs),requiring high-precision synchronous motion between the reticle and wafer stages.Disturbances generated by each... Lithography machines operate in scanning mode for the fabrication of large-scale integrated circuits(ICs),requiring high-precision synchronous motion between the reticle and wafer stages.Disturbances generated by each stage during high-acceleration movements are transmitted through the base frame,resulting in degradation of synchronization performance.To address this challenge,this paper proposes a tube-based model predictive control(tube-MPC)approach for synchronization in lithography machines.First,the proposed modeling method accurately characterizes the coupling disturbances and synchronization dynamics.Subsequently,a tube-MPC approach is developed to ensure that the states of the nominal system are constrained within the terminal constraint set.To reduce the complexity of online computations,an approach is employed to transform online optimization problems into offline problems by creating an online lookup table.This enables the determination of optimal control inputs via a simplified online optimization algorithm.The robustness and trajectory tracking performance of the proposed approach are verified through simulation experiments,demonstrating its effectiveness in enhancing the synchronization performance of multiple motion systems. 展开更多
关键词 Coupled disturbance model predictive control multiple systems precision motion control(PMC) robust control wafer scanner
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基于MPC的无人水翼板纵向姿态控制
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作者 张凯杰 徐东阳 +1 位作者 白一鸣 郑凯 《航海技术》 2026年第1期4-7,共4页
针对复杂干扰情况下的无人水翼板纵向运动控制问题,基于模型预测控制(Model Predictive Control,MPC)方法对无人水翼板纵向运动系统进行建模分析。鉴于无人水翼板在航行过程中会受海浪等外部因素的干扰,无法准确通过分析系统模型的原理... 针对复杂干扰情况下的无人水翼板纵向运动控制问题,基于模型预测控制(Model Predictive Control,MPC)方法对无人水翼板纵向运动系统进行建模分析。鉴于无人水翼板在航行过程中会受海浪等外部因素的干扰,无法准确通过分析系统模型的原理建立无人水翼板纵向运动控制系统模型,基于采集的水翼板试验平台输入和输出数据,采用模型辨识方法建立水翼板的纵向运动数学模型,并设计其纵向姿态MPC控制器。在MATLAB软件中对该MPC控制器进行仿真分析,找到其合适的参数配置,验证其能有效控制水翼板的纵向姿态。研究表明,该MPC控制器的控制效果良好,能使无人水翼板在海面平稳运行。 展开更多
关键词 无人水翼板 模型预测控制(mpc) 纵向姿态控制 系统辨识
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Path Tracking Robust Control Strategy for Intelligent Vehicle Based on Force-Driven with MPC and H_(∞)
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作者 Qiangqiang Yao Yiheng Shi +1 位作者 Peng Hang Ying Tian 《Chinese Journal of Mechanical Engineering》 2025年第5期351-361,共11页
Due to errors in vehicle dynamics modeling,uncertainty in model parameters,and disturbances from curvature,the performance of the path tracking controller is poor or even unstable under high-speed and large-curvature ... Due to errors in vehicle dynamics modeling,uncertainty in model parameters,and disturbances from curvature,the performance of the path tracking controller is poor or even unstable under high-speed and large-curvature conditions.Therefore,a path tracking robust control strategy based on force-driven H_(∞)and MPC is proposed.To fully exploit the nonlinear dynamics characteristics of tires,a force-driven state space model of a path tracking system based on a linear time-varying tire model is established;the H_(∞)and MPC methods are used to design a robust controller.Considering disturbance and system state constraints,the robust control constraint model based on LMI is established.Finally,the proposed controller is validated through joint simulations using CarSim and MATLAB.The results show that the maximum lateral deviation is reduced by 17.07%,and the maximum course angle deviation is reduced by 13.04%under large curvature disturbance conditions.The maximum lateral deviation is reduced by 27.85%,and the maximum course angle deviation is reduced by 31.17%under conditions of uncertain road adhesion coefficients.Based on the controller’s performance,the proposed controller effectively mitigates modeling errors,parameter uncertainties,and curvature disturbances. 展开更多
关键词 Intelligent vehicles Model predictive control Robust control Path tracking Force-driven
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Adaptive Disturbance Rejection Balance Control for Humanoid Robots via Variable-Inertia Centroidal MPC
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作者 Xiang Meng Zhangguo Yu +5 位作者 Tao Han Xiaofeng Liu Qingqing Li Xuechao Chen Fei Meng Qiang Huang 《Journal of Bionic Engineering》 2025年第6期2885-2899,共15页
The problem of disturbance rejection in humanoid robots has been properly studied,with most prior work focusing on hip-ankle-stepping compliance control strategies or whole-body inverse dynamics control.This paper pre... The problem of disturbance rejection in humanoid robots has been properly studied,with most prior work focusing on hip-ankle-stepping compliance control strategies or whole-body inverse dynamics control.This paper presents an adaptive disturbance rejection balance controller based on a Variable-inertia Centroidal Model Predictive Control(ViC-MPC)approach,designed to address both minor disturbances that affect standing balance and major disturbances requiring stepping adjustments.The controller also facilitates reliable balance recovery after stepping adjustments.The humanoid robot is modeled as a spatial variable-inertia ellipsoid,representing the distribution of centroidal dynamics,with the contact wrenches optimized in real-time through a customized MPC formulation.Inspired by capturability-based constraints,we propose an adaptive dynamic stability transition strategy.This strategy is activated based on the Retrospective Horizon Average Centroidal Velocity(RHACV)and the Capture Point(CP),ensuring effective stepping adjustments and disturbance rejection.With the torque-controlled humanoid robot BHR8P,extensive simulation and experimental results demonstrate the effectiveness of the proposed method,highlighting its capability to adapt to and recover from various disturbances with improved stability. 展开更多
关键词 Humanoid robots Locomotion control Model predictive control Centroidal dynamics
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基于QEMU仿真的MPC750处理器MMU技术研究
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作者 王佳明 华榕 王宁 《集成电路与嵌入式系统》 2026年第1期26-30,共5页
针对基于QEMU5.1.0的MPC750处理器硬件模拟器在运行ARINC653分区操作系统及应用程序时,无法正确执行分区应用程序的问题,开展了异常原因分析、相关技术研究以及问题代码排查工作。基于QEMU提供的PPC模拟器源码、MPC750处理器说明文档以... 针对基于QEMU5.1.0的MPC750处理器硬件模拟器在运行ARINC653分区操作系统及应用程序时,无法正确执行分区应用程序的问题,开展了异常原因分析、相关技术研究以及问题代码排查工作。基于QEMU提供的PPC模拟器源码、MPC750处理器说明文档以及ARINC653操作系统相关代码的研究,通过对操作系统异常打印信息分析、模拟器内存状态修改观察、MMU相关状态寄存器值设置试验等步骤,进行了QEMU代码问题定位,实现了在MPC750处理器模拟硬件以及ARINC653操作系统环境下分区应用程序的正常启动运行。 展开更多
关键词 QEMU 指令翻译 mpc750处理器 ARINC653分区操作系统 MMU
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基于ESO-MPC的水上无人机短距起降构型切换控制
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作者 秦宇洋 曹东 王程 《机械与电子》 2026年第1期81-87,95,共8页
针对水上无人机在起降时收放襟翼过程中易出现高度大幅变化的问题,提出一种具备自主决策能力的过渡控制策略,以提升其在收放襟翼过程中无人机爬升或下滑的平稳性。首先建立水上无人机空中飞行非线性数学模型,将纵向通道进行解耦后分离... 针对水上无人机在起降时收放襟翼过程中易出现高度大幅变化的问题,提出一种具备自主决策能力的过渡控制策略,以提升其在收放襟翼过程中无人机爬升或下滑的平稳性。首先建立水上无人机空中飞行非线性数学模型,将纵向通道进行解耦后分离出升降舵通道并对该无人机进行特性分析。然后设计基于扩展状态观测器的模型预测控制(ESO-MPC)方法,用于对俯仰角进行控制,使无人机稳定爬升或下降。同时引入基于ESO观测器的前馈补偿,对建模不精确部分和外部干扰进行估计和补偿,进一步提升系统的鲁棒性。仿真结果表明,该系统能够实现襟翼收放过程中高度的平稳变化。 展开更多
关键词 水上无人机 模型预测控制 扩张状态观测器 襟翼收放
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基于MPC算法的电力系统负荷频率主动控制方法
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作者 徐艳芳 李德林 《科技创新与生产力》 2026年第2期120-122,共3页
研究提出了一种将模型预测控制(MPC)算法应用于电力系统负荷频率主动控制的方法,该方法首先利用MPC算法对采集的负荷频率数据进行处理,划分可执行的控制阈值,并建立考虑系统动态与约束的控制目标函数。通过结合自抗扰控制器,将频率波动... 研究提出了一种将模型预测控制(MPC)算法应用于电力系统负荷频率主动控制的方法,该方法首先利用MPC算法对采集的负荷频率数据进行处理,划分可执行的控制阈值,并建立考虑系统动态与约束的控制目标函数。通过结合自抗扰控制器,将频率波动轨迹的预测值转换为外部干扰矩阵,并运用二次规划求解约束下的控制变量。仿真实验结果表明,相较于传统方法,所提方法在不同时间下均能将系统频率偏差有效控制在较低水平,具有较好的控制鲁棒性和与系统稳态频率的良好拟合性能。 展开更多
关键词 mpc算法 电力系统 负荷频率 自抗扰控制 频率偏差
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Hybrid Controller for Steady Speed of Agricultural Machinery on Slopes
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作者 WU Caicong XU Haisong GAO Xingyu 《农业机械学报》 北大核心 2026年第2期416-426,共11页
Steady speed control of agricultural machinery can improve operating quality and efficiency.To address the impact of farmland slope variations on the speed stability of unmanned operation agricultural machinery,a hybr... Steady speed control of agricultural machinery can improve operating quality and efficiency.To address the impact of farmland slope variations on the speed stability of unmanned operation agricultural machinery,a hybrid control method was proposed.This method included a hybrid controller composed of a slope-based controller and a proportional-integral-derivative(PID)controller.The speed of agricultural machinery was influenced by longitudinal forces,which were divided into two parts:one part was slope-related forces and conventional resistance,and the other was hard-to-estimate forces,such as sliding friction.For the first part,a slope-based controller was designed;for the second part,a PID controller was implemented.By combining these two controllers,the system can dynamically adjust the throttle opening and the brake master cylinder pressure,ensuring steady speed travel on sloping farmland.Simulation tests at a target speed of 7 km/h demonstrated that the proposed controller maintained a stable speed,achieving a root mean square error of 0.13 km/h and a mean absolute percentage error of 1.6%.Field tests on a practical experimental platform validated the method’s effectiveness,with results showing consistent control performance across varying slope conditions.The proposed controller demonstrated superior control performance.Experimental data verified that this method can achieve precise control of the agricultural machinery’s movement speed,meeting the stability requirements for agricultural operations. 展开更多
关键词 farmland slope PID controller steady speed control agricultural machinery unmanned operation
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Multi-agent System Cooperative Control of Autonomous Vehicle Chassis Based on Scenario-driven Hybrid-DMPC with Variable Topology
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作者 Yuxing Li Yingfeng Cai +2 位作者 Yubo Lian Xiaoqiang Sun Long Chen 《Chinese Journal of Mechanical Engineering》 2025年第5期156-175,共20页
The development of chassis active safety control technology has improved vehicle stability under extreme conditions.However,its cross-system and multi-functional characteristics make the controller difficult to achiev... The development of chassis active safety control technology has improved vehicle stability under extreme conditions.However,its cross-system and multi-functional characteristics make the controller difficult to achieve cooperative goals.In addition,the chassis system,which has high complexity,numerous subsystems,and strong coupling,will also lead to low computing efficiency and poor control effect of the controller.Therefore,this paper proposes a scenario-driven hybrid distributed model predictive control algorithm with variable control topology.This algorithm divides multiple stability regions based on the vehicle’s β−γ phase plane,forming a mapping relationship between the control structure and the vehicle’s state.A control input fusion mechanism within the transition domain is designed to mitigate the problems of system state oscillation and control input jitter caused by switching control structures.Then,a distributed state-space equation with state coupling and input coupling characteristics is constructed,and a weighted local agent cost function in quadratic programming is derived.Through cost coupling,local agents can coordinate global performance goals.Finally,through Simulink/CarSim joint simulation and hardware-in-the-loop(HIL)test,the proposed algorithm is validated to improve vehicle stability while ensuring trajectory tracking accuracy and has good applicability for multi-objective coordinated control.This paper combines the advantages of distributed MPC and decentralized MPC,achieving a balance between approximating the global optimal results and the solution’s efficiency. 展开更多
关键词 Autonomous vehicle Distributed control Multi-agent system Hybrid-Dmpc Variable topology
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Prescribed-Time Active Disturbance Rejection Control for Electromagnetic Formation Flight Under Model Uncertainties and Disturbances
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作者 SHEN Xixi MENG Bin HU Jiangping 《空间控制技术与应用(中英文)》 北大核心 2026年第1期94-102,共9页
This study investigates prescribed-time position tracking control for electromagnetic satellite formations subject to model uncertainties and external disturbances.Using the Clohessy-Wiltshire equations as the relativ... This study investigates prescribed-time position tracking control for electromagnetic satellite formations subject to model uncertainties and external disturbances.Using the Clohessy-Wiltshire equations as the relative motion dynamics model,a prescribed time output feedback control strategy is proposed.A prescribed-time extended state observer is designed to estimate the relative velocity and external disturbances.The disturbance estimates are then used as the feedforward component of the controller.Building on this framework,a novel prescribed-time active disturbance rejection control strategy for position tracking is developed via a backstepping control design.The convergence of the extended state observer and the stability of the closed-loop system are rigorously analyzed using Lyapunov stability theory.Numerical simulations are performed to validate the effectiveness of the proposed controller. 展开更多
关键词 electromagnetic formation prescribed time active disturbance rejection control output feedback control
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Robust current tracking control for three-phase grid-connected inverters with LCL filter
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作者 LIU Wei WU Ben +2 位作者 SUN Wei-jie XUE Ying CAI Feng-huang 《控制理论与应用》 北大核心 2026年第1期41-51,共11页
This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper cons... This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper constructs an internal model to learn the information of the states and input of the grid-connected inverter under steady state.Second,by utilizing the internal model principle,the paper turns the tracking control problem into the robust stabilization control problem based on some appropriate coordinate transformations.Then,The paper designs a dynamics state feedback control law to deal with this robust stabilization problem,and thus the solution of the robust current tracking control problem of three-phase grid-connected inverters can be obtained.This control method can ensure the asymptotic stability of the closedloop system.Finally,the paper illustrates the effectiveness of the proposed control approach through several groups of simulations,and compares it with the feedforward control method to verify the robustness of the proposed control method to uncertain parameters. 展开更多
关键词 grid-connected inverter internal model principle current tracking disturbance suppression robust control
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PID Steering Control Method of Agricultural Robot Based on Fusion of Particle Swarm Optimization and Genetic Algorithm
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作者 ZHAO Longlian ZHANG Jiachuang +2 位作者 LI Mei DONG Zhicheng LI Junhui 《农业机械学报》 北大核心 2026年第1期358-367,共10页
Aiming to solve the steering instability and hysteresis of agricultural robots in the process of movement,a fusion PID control method of particle swarm optimization(PSO)and genetic algorithm(GA)was proposed.The fusion... Aiming to solve the steering instability and hysteresis of agricultural robots in the process of movement,a fusion PID control method of particle swarm optimization(PSO)and genetic algorithm(GA)was proposed.The fusion algorithm took advantage of the fast optimization ability of PSO to optimize the population screening link of GA.The Simulink simulation results showed that the convergence of the fitness function of the fusion algorithm was accelerated,the system response adjustment time was reduced,and the overshoot was almost zero.Then the algorithm was applied to the steering test of agricultural robot in various scenes.After modeling the steering system of agricultural robot,the steering test results in the unloaded suspended state showed that the PID control based on fusion algorithm reduced the rise time,response adjustment time and overshoot of the system,and improved the response speed and stability of the system,compared with the artificial trial and error PID control and the PID control based on GA.The actual road steering test results showed that the PID control response rise time based on the fusion algorithm was the shortest,about 4.43 s.When the target pulse number was set to 100,the actual mean value in the steady-state regulation stage was about 102.9,which was the closest to the target value among the three control methods,and the overshoot was reduced at the same time.The steering test results under various scene states showed that the PID control based on the proposed fusion algorithm had good anti-interference ability,it can adapt to the changes of environment and load and improve the performance of the control system.It was effective in the steering control of agricultural robot.This method can provide a reference for the precise steering control of other robots. 展开更多
关键词 agricultural robot steering PID control particle swarm optimization algorithm genetic algorithm
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A New Inversion-free Iterative Method for Solving the Nonlinear Matrix Equation and Its Application in Optimal Control
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作者 GAO Xiangyu XIE Weiwei ZHANG Lina 《应用数学》 北大核心 2026年第1期143-150,共8页
In this paper,we consider the maximal positive definite solution of the nonlinear matrix equation.By using the idea of Algorithm 2.1 in ZHANG(2013),a new inversion-free method with a stepsize parameter is proposed to ... In this paper,we consider the maximal positive definite solution of the nonlinear matrix equation.By using the idea of Algorithm 2.1 in ZHANG(2013),a new inversion-free method with a stepsize parameter is proposed to obtain the maximal positive definite solution of nonlinear matrix equation X+A^(*)X|^(-α)A=Q with the case 0<α≤1.Based on this method,a new iterative algorithm is developed,and its convergence proof is given.Finally,two numerical examples are provided to show the effectiveness of the proposed method. 展开更多
关键词 Nonlinear matrix equation Maximal positive definite solution Inversion-free iterative method Optimal control
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