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A complex control system based on the fuzzy PID control and state predictor feedback control 被引量:7
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作者 ZhengxiLi JieLiu +1 位作者 DehuiSun RentaoZhao 《Journal of University of Science and Technology Beijing》 CSCD 2004年第1期90-93,共4页
A multi-mode adaptive controller was proposed. The controller features in thecombination of Bang-bang and Fuzzy PID controls with state predictor. When large error exists, thecontroller operates in Bang-bang mode, oth... A multi-mode adaptive controller was proposed. The controller features in thecombination of Bang-bang and Fuzzy PID controls with state predictor. When large error exists, thecontroller operates in Bang-bang mode, otherwise it works as a fuzzy PID controller. For only fewparameters to be adjusted, the real time controlled system achieveed good stability and fastresponse. Furthermore, the introduction of state observer was also discussed to extend thecapability of the proposed controller to the plant with time-delay factors. The classical PIDcontroller and the multi-mode controller were applied to the same second-order system successively.By comparison of the simulation results, the effectiveness of the controller were shown. At last, onelectric-wire production line, this approach was practiced to control electric-wire diameter withan additive random disturbance signal. The test result further proved the effectiveness of themulti-mode controller. 展开更多
关键词 MULTI-MODE fuzzy pid state predictor time delay
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New Asymmetric Fuzzy PID Control for Pneumatic Position Control System 被引量:1
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作者 薛阳 彭光正 +1 位作者 范萌 伍清河 《Journal of Beijing Institute of Technology》 EI CAS 2004年第1期29-33,共5页
A fuzzy control algorithm of asymmetric fuzzy strategy is introduced for a servo-pneumatic position system. It can effectively solve the difficult problems of single rod low friction cylinders, which are mainly caused... A fuzzy control algorithm of asymmetric fuzzy strategy is introduced for a servo-pneumatic position system. It can effectively solve the difficult problems of single rod low friction cylinders, which are mainly caused by asymmetric structures and different friction characteristics in two directions. On the basis of this algorithm, a traditional PID control is used to improve dynamic performance. Furthermore, a new asymmetric fuzzy PID control with α factor is advanced to improve the self-adaptability and robustness of the system. Both the theoretical analyses and experimental results prove that, with this control strategy, the dynamic performance of the system can be greatly improved. The system using this control algorithm has strong robustness and it obtains desired overshoot and repeatability in both transient and steady-state responses. 展开更多
关键词 pneumatic position control system asymmetric fuzzy strategy construct function fuzzy pid control with α factor
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Design of Adaptive Fuzzy PID Altitude Control System for Unmanned Aerial Vehicle
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作者 石刚 杨树兴 +1 位作者 敬亚兴 徐勇 《Journal of Beijing Institute of Technology》 EI CAS 2008年第1期58-61,共4页
Based on Matlab/Simulink and Fuzzy Logic toolboxes, the altitude control system is designed and simulated. The validity of conventional PID control method and adaptive fuzzy PID control method is compared. It can be d... Based on Matlab/Simulink and Fuzzy Logic toolboxes, the altitude control system is designed and simulated. The validity of conventional PID control method and adaptive fuzzy PID control method is compared. It can be drawn out that the adaptive fuzzy PID control method is superior to the conventional PID in rising time and overshoot etc. The effectiveness of a fuzzy PID controller shows potential application in the future, especially in the presence of model uncertainty or changing dynamics and time-varying parameters. 展开更多
关键词 unmanned aerial vehicle ADAPTIVE fuzzy pid altitude control system
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The control of welding wire feed self-adaptive mechanism based on fuzzy PID 被引量:2
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作者 杜宏旺 赵亚楠 +2 位作者 史洪宇 杨生 罗祥 《China Welding》 EI CAS 2012年第2期59-63,共5页
The welding wire feed mechanism is an important component of welding equipment, both reliability and stabilization are the premise that the welding quality can be ensured. The PID is currently adapted to control the w... The welding wire feed mechanism is an important component of welding equipment, both reliability and stabilization are the premise that the welding quality can be ensured. The PID is currently adapted to control the welding wire feed mechanism, although the fuzzy PID has advantage of fast response and adaptation, the precision of fuzzy PID is lower. Accordingly, the fuzzy self-adaptive PID controller was proposed through changing fuzzy input variables and output variables based on variable universe, simple furwtion is adopted as scaling factor, the fuzzy PID controller parameters are adjusted to improve the precision and adjustment range. Simulation results show that control effects of fuzzy self-adaptive PID adopted by the welding wire feed mechanism have good adaptive ability and robustness based on variable universe, the welding experiments indicate that the welding quality met the requirements actually. 展开更多
关键词 welding wire feed mechanism variable universe fuzzy self-adaptive pid
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Motion Control of Omnidirectional Mobile Platform based on Fuzzy PID 被引量:3
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作者 PENG Jiang-tao GAO Peng-fei +2 位作者 YANG Dong AKBOTA Kalizhanova MENG Hua-lin 《International Journal of Plant Engineering and Management》 2017年第3期150-158,共9页
The omnidirectional mobile platform has three degrees of freedom that make it widely applicable to all areas of industry, while the Mecanum wheel has the disadvantages wheel omnidirectional mobile platform is always d... The omnidirectional mobile platform has three degrees of freedom that make it widely applicable to all areas of industry, while the Mecanum wheel has the disadvantages wheel omnidirectional mobile platform is always difficult in of large vibration, the trajectory precision of Mecanum the omnidirectional mobile platform. To control the trajectory of the omnidirectional mobile platform better, this paper proposes a fuzzy self-tuning PID control model, through establishing the motion model of omnidirectional mobile platform in Adams software, then combined with Simulink simulation, analysis of fuzzy PID controller to improve the accuracy of the speed control of omnidirectional mobile platform, improve the control method of a precise trajectory of the omnidirectional mobile platform motion. 展开更多
关键词 omnidirectional mobile platform fuzzy self-tuning pid control model
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Electronic control seed-metering system for precision seeding maize based on fuzzy PID
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作者 Xiaoshun Zhao Hongpeng Zhao +3 位作者 Zehe Wang Jincai Li Huali Yu Qing Yan 《International Journal of Agricultural and Biological Engineering》 SCIE 2024年第4期217-226,共10页
Aiming at the problem of poor uniformity of maize sowing caused by ground wheel slip,an electronic control seed-metering system(ECSMS)for maize single seed precision sowing was designed and a mathematical model for mo... Aiming at the problem of poor uniformity of maize sowing caused by ground wheel slip,an electronic control seed-metering system(ECSMS)for maize single seed precision sowing was designed and a mathematical model for motor control of the ECSMS was determined.The PID parameters were set by Z-N method and fuzzy control.The fuzzy PID control design and Simulink simulation were completed by MATLAB,which reduced response time of the system by 0.23 s and improved the control accuracy.Experiments on the JPS-12 test bench show that the qualification index(QI)of maize seed-metering device with the ECSMS increases by 4.47%,the multiples index(MI)decreases by 1.96%,the miss index(MIX)decreases by 2.81%,and the coefficient of variation(CV)of qualified seed spacing decreases by 5.06%,and the sowing uniformity has been greatly improved.Test results of the soil-tank test bench show that the system has good sowing uniformity and stability.And the QI is 96.74%,the MI is 2.15%,the MIX is 1.10%,and the CV of qualified seed spacing is 16.24%.Under different setting seed spacing and different sowing operation speed,the change range of seeding quality index was within 10%.The results of field sowing test show that the QI was 84.21%,the MI was 2.63%,the MIX was 7.89%,and the CV of qualified seed spacing was 22.15%,which meet the requirements of JB/T 10293-2013‘Specification for single seed planters(precision planters)’and the agronomic requirements for maize precision sowing.The system runs stably and reliably in practical operation and has good operation performance. 展开更多
关键词 maize seed-metering system electronic control precision sowing parameters tuning fuzzy pid control simulink simulation
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Design of motor-driven precision seed-metering device with improved fuzzy PID controller for small peanut planters
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作者 Yan Yu Yanrui Hu +3 位作者 Shuqi Shang Linsong Diao Ruchao Ge Xing Zhang 《International Journal of Agricultural and Biological Engineering》 SCIE CAS 2023年第1期136-144,共9页
Traditional passive ground wheel drive of peanut planters has displayed poor high-speed seeding performance and the slippage caused in case of sticky and wet soil.Given this,an integrated electric-driven precision see... Traditional passive ground wheel drive of peanut planters has displayed poor high-speed seeding performance and the slippage caused in case of sticky and wet soil.Given this,an integrated electric-driven precision seed metering device and controller were designed,which features the application of improved fuzzy PID algorithm.Based on a small peanut planter with one ridge width and duplicate rows,the servo motor drive is used to replace the traditional passive ground wheel.In addition,the satellite speed measurement is employed to complete the electric driving and controlling modification of the seed meter and precise seeding control.A working process mathematical model for the peanut metering device was established to conduct motor speed and field tests which aim at comparing performances between the conventional and the improved fuzzy PID controls.The motor speed trial shows that the average error of the actual speed of the improved fuzzy PID motor was±1 rad/min,and the coefficient of variation was less than 1%.Against the conventional one,it can better suppress overshoot and improve the response speed.The stable output speed can still be obtained even in case of step changes.Field tests show that when working at medium and low speeds,the qualified rate of plant spacing was greater than 98%,and the rate of missed sowing is<2%;while working at high speed,the qualified rate was greater than 94%,and the rate of missed sowing was less than 4%.The average plant spacing qualification rate of the seed device increased by 6.72%;compared with other electric-driven peanut seed meters,the plant spacing qualification rate increased by 4%during high-speed sowing.In summary,this study has provided an effective technical reference for high-speed precision planting of peanuts. 展开更多
关键词 peanut planter precision seeding control system improved fuzzy pid
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基于变论域模糊自适应PID的供热系统控制策略
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作者 屈晓宇 苏晓峰 吴守霞 《兰州工业学院学报》 2024年第3期59-64,共6页
针对传统供热系统控制策略存在精度不高和响应速度慢的问题,提出了一种基于变论域模糊自适应PID的控制策略。设计变论域模糊自适应PID控制器,通过伸缩因子动态调整控制参数,根据系统状态调整模糊控制器的论域,从而优化控制效果和提高系... 针对传统供热系统控制策略存在精度不高和响应速度慢的问题,提出了一种基于变论域模糊自适应PID的控制策略。设计变论域模糊自适应PID控制器,通过伸缩因子动态调整控制参数,根据系统状态调整模糊控制器的论域,从而优化控制效果和提高系统的整体性能。利用MATLAB建立仿真模型,与PID和Fuzzy自适应PID控制进行对比分析。结果表明,变论域模糊自适应PID控制器可以有效地提高供热系统的控制精度和响应速度,具有更好的稳定性、鲁棒性和适应性。 展开更多
关键词 供热系统 变论域 fuzzy自适应pid 伸缩因子
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高精度气压源的Fuzzy-PID控制研究 被引量:6
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作者 刁爱民 鲜麟波 李宝仁 《海军工程大学学报》 CAS 北大核心 2006年第4期105-108,共4页
设计了Fuzzy-PID双模控制器并应用到高精度气源压力控制系统中.试验表明,单纯采用PID控制的高精度气源压力控制系统具有精度高的优点,但不适应系统参数的变化.Fuzzy-PID双模控制器具有响应速度快、稳态误差小、鲁棒性强的优点.通过试验... 设计了Fuzzy-PID双模控制器并应用到高精度气源压力控制系统中.试验表明,单纯采用PID控制的高精度气源压力控制系统具有精度高的优点,但不适应系统参数的变化.Fuzzy-PID双模控制器具有响应速度快、稳态误差小、鲁棒性强的优点.通过试验比较了传统PID、Fuzzy控制和Fuzzy-PID双模控制3种控制策略,试验结果表明,Fuzzy-PID双模控制器综合了Fuzzy控制和PID控制的优点,适用于高精度气源压力控制系统. 展开更多
关键词 气源压力 伺服控制 fuzzypid双模控制器
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一种基于模糊规则切换的Fuzzy-PID双模控制器 被引量:7
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作者 荣盘祥 付刚 戴如俊 《哈尔滨理工大学学报》 CAS 2006年第6期8-12,共5页
设计了一种基于偏差和偏差变化率的模糊规则切换Fuzzy-PID双模控制器,避免了传统Fuzzy-PID双模控制阈值切换是由程序自动进行切换,而存在的阈值如何选取及切换扰动等问题.给出了本控制器的控制性能,如鲁棒性、跟踪性和抗干扰能力与PID... 设计了一种基于偏差和偏差变化率的模糊规则切换Fuzzy-PID双模控制器,避免了传统Fuzzy-PID双模控制阈值切换是由程序自动进行切换,而存在的阈值如何选取及切换扰动等问题.给出了本控制器的控制性能,如鲁棒性、跟踪性和抗干扰能力与PID和常规Fuzzy-PID双模控制的仿真比较. 展开更多
关键词 模糊控制 fuzzypid双模控制 阈值切换 模糊规则切换
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Fuzzy-PID复合控制在水泥冷却过程中的应用 被引量:6
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作者 王孝红 张加良 于宏亮 《控制工程》 CSCD 北大核心 2011年第2期232-235,247,共5页
针对PID在水泥生产线冷却过程中实际应用所发现的问题,提出了将Fuzzy-PID复合控制算法应用于现场的控制思路,该算法将Fuzzy和PID两种控制方式的控制优点有机结合,根据多次现场实验得到的模糊切换隶属度函数在两种控制方式下自动切换,该... 针对PID在水泥生产线冷却过程中实际应用所发现的问题,提出了将Fuzzy-PID复合控制算法应用于现场的控制思路,该算法将Fuzzy和PID两种控制方式的控制优点有机结合,根据多次现场实验得到的模糊切换隶属度函数在两种控制方式下自动切换,该控制既能在动态过程中快速调节,又能在稳态过程中准确调节。冷却过程控制软件采用VC++编写,通过在某水泥厂的实际应用表明了该方案的正确性和实用性。 展开更多
关键词 冷却过程 fuzzypid复合控制 模糊切换
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基于Matlab的2种Fuzzy-PID控制器的设计与仿真 被引量:20
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作者 牟贇 侯力 +2 位作者 王炳炎 孙明明 郭春华 《机械与电子》 2007年第1期70-72,共3页
针对电温控制,提出2种Fuzzy-PID控制方式Fuzzy-PID阈值控制和Fuzzy-PID参数自整定控制,运用仿真软件Matlab实现这2种Fuzzy-PID温度控制器的设计与仿真.Fuzzy-PID阈值控制器选用给定温度偏差值作为阈值,阈值以上的大偏差范围内采用模糊控... 针对电温控制,提出2种Fuzzy-PID控制方式Fuzzy-PID阈值控制和Fuzzy-PID参数自整定控制,运用仿真软件Matlab实现这2种Fuzzy-PID温度控制器的设计与仿真.Fuzzy-PID阈值控制器选用给定温度偏差值作为阈值,阈值以上的大偏差范围内采用模糊控制,温差小于阈值时采用PID控制;Fuzzy-PID参数自整定控制器先由模糊控制策略得到自适应的PID参数KP,KI,KD,再采用这个改进的PID控制器来控制全局系统.仿真结果表明2种Fuzzy-PID控制器都具有良好的动态和稳态性能. 展开更多
关键词 fuzzypid控制 阈值 参数自整定 MATLAB仿真
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参数自调整Fuzzy-PID对数控机床进给系统的研究 被引量:5
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作者 刘学鹏 梅雪松 吴序堂 《机械科学与技术》 CSCD 北大核心 2004年第1期40-42,54,共4页
描述了数控机床进给系统的模型 ,将PID参数自适应调整与模糊控制相结合 ,得到模糊PID调节器 ,它具有单输入、双参数可调的特点。同时模糊增益和PID增益相互影响。该控制器有效地控制数控机床进给系统 ,具有很强的鲁棒性 ,提高了系统的... 描述了数控机床进给系统的模型 ,将PID参数自适应调整与模糊控制相结合 ,得到模糊PID调节器 ,它具有单输入、双参数可调的特点。同时模糊增益和PID增益相互影响。该控制器有效地控制数控机床进给系统 ,具有很强的鲁棒性 ,提高了系统的各项指标。适用范围广。 展开更多
关键词 fuzzypid 数控机床 进给系统
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基于单轮车辆悬架的Fuzzy-PID控制器设计和仿真 被引量:5
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作者 付金宝 仲崇亮 +2 位作者 丁亚林 郑丽娜 刘明 《电子设计工程》 2011年第4期102-104,共3页
研究车辆主动空气悬架的控制问题,在车辆主动空气悬的常规PID控制器的基础上,运用模糊推理对常规PID控制器进行参数在线修订,设计了基于单轮车辆主动空气悬架的Fuzzy-PID控制器,并对Fuzzy-PID控制的单轮车辆主动空气悬架进行Matlab建模... 研究车辆主动空气悬架的控制问题,在车辆主动空气悬的常规PID控制器的基础上,运用模糊推理对常规PID控制器进行参数在线修订,设计了基于单轮车辆主动空气悬架的Fuzzy-PID控制器,并对Fuzzy-PID控制的单轮车辆主动空气悬架进行Matlab建模和仿真试验。仿真结果表明,与车辆被动空气悬架、常规PID控制的车辆主动空气悬架相比,Fuzzy-PID控制的车辆主动空气悬架可大大降低车身加速度和悬架动行程,提高车辆乘坐舒适性和操纵稳定性,具有良好的鲁棒性,从而验证了Fuzzy-PID控制器的有效性和实用性。 展开更多
关键词 车辆工程 汽车行驶平顺性 模糊控制 fuzzypid控制器 主动悬架
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用于汽车制动稳定性的主动横摆力矩Fuzzy-PID控制 被引量:3
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作者 赵伟 魏朗 张韡 《武汉理工大学学报(交通科学与工程版)》 2008年第2期339-342,共4页
利用主动横摆力矩控制汽车制动稳定性,确立了控制目标和控制策略,建立了基于车道偏移距离的Fuzzy-PID控制模型和轮胎神经网络辨识模型,设计了Fuzzy-PID控制器并利用模糊推理方法对PID控制器的3个参数进行在线自适应调整.仿真与试验结果... 利用主动横摆力矩控制汽车制动稳定性,确立了控制目标和控制策略,建立了基于车道偏移距离的Fuzzy-PID控制模型和轮胎神经网络辨识模型,设计了Fuzzy-PID控制器并利用模糊推理方法对PID控制器的3个参数进行在线自适应调整.仿真与试验结果表明,利用主动横摆力矩Fuzzy-PID控制方法,能减少汽车在对开路面制动时的侧滑和激转等危险,使汽车在制动偏驶后能快速恢复正确行驶车道,且Fuzzy-PID方法比PID控制方法具有更好的控制效果. 展开更多
关键词 对开路面 制动稳定性 fuzzypid控制 主动横摆力矩
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电液伺服系统Bang-Bang+Fuzzy-PID复合控制研究 被引量:5
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作者 孟珺遐 王渝 王向周 《机床与液压》 北大核心 2009年第4期89-91,85,共4页
针对电液伺服系统模型的不精确、不确定及负载扰动大等特点,结合Bang-Bang控制、Fuzzy控制和PID控制,采用了一种复合控制策略。阐述了控制器的设计过程并在MATLAB/SIMULINK中进行了仿真,结果表明:复合控制器在抗扰能力、快速性、动态跟... 针对电液伺服系统模型的不精确、不确定及负载扰动大等特点,结合Bang-Bang控制、Fuzzy控制和PID控制,采用了一种复合控制策略。阐述了控制器的设计过程并在MATLAB/SIMULINK中进行了仿真,结果表明:复合控制器在抗扰能力、快速性、动态跟踪品质和控制精度等方面均具有良好的性能。最后,分析了这种控制器存在的不足和改进的方法,确定了后续研究的方向。 展开更多
关键词 Bang—Bang控制 fuzzypid控制 复合控制 仿真
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A fuzzy PID-controlled SMA actuator for a two-DOF joint 被引量:11
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作者 Shi Zhenyun Wang Tianmiao +2 位作者 Liu Da Ma Chen Yuan Xiangnan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第2期453-460,共8页
Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close t... Shape memory alloy (SMA) actuator is a potential advanced component for servo- systems of aerospace vehicles and aircraft. This paper presents a joint with two degrees of freedom (DOF) and a mobility range close to ±60° when driven by SMA triple wires. The fuzzy proportional-integral-derivative (PID)-controlled actuator drive was designed using antagonistic SMA triple wires, and the resistance feedback signal made a closed loop. Experiments showed that, with the driving responding frequency increasing, the overstress became harder to be avoided at the position under the maximum friction force. Furthermore, the hysteresis gap between the heating and cooling paths of the strain-to-resistance curve expanded under this condition. A fuzzy logic control was considered as a solution, and the curves of the wires were then modeled by fitting polynomials so that the measured resistance was used directly to determine the control signal. Accurate control was demonstrated through the step response, and the experimental results showed that under the fuzzy PID-control program, the mean absolute error (MAE) of the rotation angle was about 3.147°. In addition, the investigation of the external interference to the system proved the controllable maximum output. 展开更多
关键词 fuzzy pid control Mechanical Joint SELF-SENSING Shape memory alloySmart structure
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Fuzzy自调整PID的Smith预估循环流化床控制系统 被引量:3
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作者 于希宁 管志敏 魏文超 《现代电力》 2007年第2期61-65,共5页
针对火电厂循环流化床锅炉燃烧控制系统的分布参数、非线性、时变,设计了Fuzzy自调整PID参数的Smith预估循环流化床控制系统。运用MATLAB对系统在多种工况下进行了仿真,结果表明所设计的控制系统在控制品质、鲁棒性方面明显优于常规的Sm... 针对火电厂循环流化床锅炉燃烧控制系统的分布参数、非线性、时变,设计了Fuzzy自调整PID参数的Smith预估循环流化床控制系统。运用MATLAB对系统在多种工况下进行了仿真,结果表明所设计的控制系统在控制品质、鲁棒性方面明显优于常规的Smith预估控制系统。 展开更多
关键词 循环流化床锅炉 fuzzy自调整pid 模型不确定性 参数自整定
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基于P-FUZZY-PID的飞行器大角度机动控制物理仿真 被引量:2
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作者 高桦 邢志钢 《计算机测量与控制》 CSCD 2008年第9期1286-1289,共4页
针对空间飞行器大角度姿态机动控制具有非线性,并要求控制器具有较高的指向精度、姿态稳定度及鲁棒性等特点,应用P-FUZZY-PID复合控制算法,建立了±180°内的模糊规则库,设计了飞行器姿态控制器;系统采用DSP作为星载控制器,光... 针对空间飞行器大角度姿态机动控制具有非线性,并要求控制器具有较高的指向精度、姿态稳定度及鲁棒性等特点,应用P-FUZZY-PID复合控制算法,建立了±180°内的模糊规则库,设计了飞行器姿态控制器;系统采用DSP作为星载控制器,光纤陀螺作为姿态敏感器,反作用飞轮作为执行机构,系统程序采用C语言编程,利用单轴气浮仿真实验台实现了物理仿真实验;实验结果证明该控制方法不仅能实现飞行器大角度机动控制,机动响应快,还表现出较好的鲁棒性。 展开更多
关键词 P—fuzzypid控制器 大角度机动 DSP 鲁棒性 全物理仿真
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A Fuzzy PID Algorithm for a Novel Miniature Spherical Robots with Three-dimensional Underwater Motion Control 被引量:4
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作者 Liwei Shi Yao Hu +7 位作者 Shuxiang Su Shuxiang Guo Huiming Xing Xihuan Hou Yu Liu Zhan Chen Zan Li Debin Xia 《Journal of Bionic Engineering》 SCIE EI CSCD 2020年第5期959-969,共11页
We proposed and developed a small bionic amphibious spherical robot system for tasks such as coastal environment monitoring and offshore autonomous search and rescue.Our third-generation bionic small amphibious spheri... We proposed and developed a small bionic amphibious spherical robot system for tasks such as coastal environment monitoring and offshore autonomous search and rescue.Our third-generation bionic small amphibious spherical robots have many disadvantages,such as the lack of maneuverability and a small operating range.It is difficult to accomplish underwater autonomous motion control with these robots.Therefore,we proposed a fourth-generation amphibious spherical robot.However,the amphibious spherical robot developed in this project has a small and compact design,with limited sensors and external sensing options.This means that the robot has weak external information collection capabilities.We need to make the real time operation of the robot's underwater motion control system more reliable.In this paper,we mainly used a fuzzy Proportional-Integral-Derivative(PID)control algorithm to design an underwater motion control system for a novel robot.Moreover,we compared PID with fuzzy PID control methods by carrying out experiments on heading and turning bow motions to verify that the fuzzy PID is more robust and exhibits good dynamic performance.We also carried out experiments on the three-dimensional(3D)motion control to validate the design of the underwater motion control system. 展开更多
关键词 bionic amphibious spherical robot fuzzy pid control underwater motion control system underwater three-dimensional motion water-jet thruster
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