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Design of Tracking Controller for Coordinated Boiler-turbine Control System Based on Fuzzy Lyapunov Functions
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作者 LIU Shanjian SHEN Jiong +2 位作者 LIU Xichui LI Yiguo WU Jie 《中国电机工程学报》 EI CSCD 北大核心 2013年第11期I0014-I0014,共1页
The thermal power boiler-turbine system is a complex system with high nonlinearity,time-delay and strong coupling.It is difi cult to obtain an excellent dynamic response by means of traditional PI/PID control when the... The thermal power boiler-turbine system is a complex system with high nonlinearity,time-delay and strong coupling.It is difi cult to obtain an excellent dynamic response by means of traditional PI/PID control when the power system load changes in a wide range.So far many advanced control strategies have been presented to solve the above problem,but most of these strategies are dependent on an accurate object model. 展开更多
关键词 boiler-turbine coordinate system tracking control linear matrix inequalities(LMI) uncertain parameter model fuzzy Lyapunov functions
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Intelligent coordinated control of power-plant main steam pressure and power output 被引量:1
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作者 刘红波 李少远 柴天佑 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期350-358,共9页
An intelligent coordinated control strategy has been proposed and successfully applied to a 300MW boiler-turbine unit i. e. Unit 1 of Yuanbaoshan power plant in China. Load following operation of coal-fired boiler-tur... An intelligent coordinated control strategy has been proposed and successfully applied to a 300MW boiler-turbine unit i. e. Unit 1 of Yuanbaoshan power plant in China. Load following operation of coal-fired boiler-turbine unit in the power plant leads to changes in operating points which result in nonlinear variations of the plant variables and parameters. For the variation of operating condition and slowly varying dynamics, an intelligent control scheme has been developed by combining fuzzy self-tuning with adaptive control and auto-tuning techniques. As there exist strong couplings between control loops of main steam pressure and power output in the unit, a new design for static decoupler aimed at decoupling for setpoints and unmeasured pulverized coal disturbance of the system at the same time is presented. Satisfactory industrial application results show that such a control system has enhanced adaptability and robustness to the complex process, and better control performance and high economic benefit have been obtained. 展开更多
关键词 intelligent control boiler-turbine coordinated control fuzzy inference adaptive control static decoupling industrial application.
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Optimal control based coordinated taxiing path planning and tracking for multiple carrier aircraft on flight deck 被引量:7
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作者 Xin-wei Wang Hai-jun Peng +3 位作者 Jie Liu Xian-zhou Dong Xu-dong Zhao Chen Lu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第2期238-248,共11页
Coordinated taxiing planning for multiple aircraft on flight deck is of vital importance which can dramatically improve the dispatching efficiency.In this paper,first,the coordinated taxiing path planning problem is t... Coordinated taxiing planning for multiple aircraft on flight deck is of vital importance which can dramatically improve the dispatching efficiency.In this paper,first,the coordinated taxiing path planning problem is transformed into a centralized optimal control problem where collision-free conditions and mechanical limits are considered.Since the formulated optimal control problem is of large state space and highly nonlinear,an efficient hierarchical initialization technique based on the Dubins-curve method is proposed.Then,a model predictive controller is designed to track the obtained reference trajectory in the presence of initial state error and external disturbances.Numerical experiments demonstrate that the proposed“offline planningþonline tracking”framework can achieve efficient and robust coordinated taxiing planning and tracking even in the presence of initial state error and continuous external disturbances. 展开更多
关键词 Carrier aircraft coordinated path planning Centralized optimal control Trajectory tracking Model predictive control
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Coordinated control method of intersection traffic light in one-way road based on V2X 被引量:3
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作者 GAO Kai HAN Fa-rong +3 位作者 WEN Meng-fei DU Rong-hua LI Shuo ZHOU Feng 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第9期2516-2527,共12页
One-way roads have potential for improving vehicle speed and reducing traffic delay.Suffering from dense road network,most of adjacent intersections’distance on one-way roads becomes relatively close,which makes isol... One-way roads have potential for improving vehicle speed and reducing traffic delay.Suffering from dense road network,most of adjacent intersections’distance on one-way roads becomes relatively close,which makes isolated control of intersections inefficient in this scene.Thus,it is significant to develop coordinated control of multiple intersection signals on the one-way roads.This paper proposes a signal coordination control method that is suitable for one-way arterial roads.This method uses the cooperation technology of the vehicle infrastructure to collect intersection traffic information and share information among the intersections.Adaptive signal control system is adopted for each intersection in the coordination system,and the green light time is adjusted in real time based on the number of vehicles in queue.The offset and clearance time can be calculated according to the real-time traffic volume.The proposed method was verified with simulation results by VISSIM traffic simulation software.The results compared with other methods show that the coordinated control method proposed in this paper can effectively reduce the average delay of vehicles on the arterial roads and improve the traffic efficiency. 展开更多
关键词 INTERSECTION vehicle infrastructure cooperation coordinated control simulation evaluation
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Constrained Power Plant Coordinated Predictive Control Using Neurofuzzy Model 被引量:1
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作者 LIU Xiang-Jie LIU Ji-Zhen 《自动化学报》 EI CSCD 北大核心 2006年第5期785-790,共6页
In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. W... In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. While neural networks can model highly complex nonlinear dynamical systems, they produce black box models. This has led to significant interest in neuro-fuzzy networks (NFNs) to represent a nonlinear dynamical process by a set of locally valid and simpler submodels. Two alternative methods of exploiting the NFNs within a generalised predictive control (GPC) framework for nonlinear model predictive control are described. Coordinated control of steam-boiler generation using the two nonlinear GPC methods show excellent tracking and disturbance rejection results and improved performance compared with conventional linear GPC. 展开更多
关键词 coordinated control neuro-fuzzy networks GPC
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Fixed-time Target-guided Coordinate Control of Unmanned Surface Vehicles Based on Dynamic Surface Control
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作者 LI Chao−yi XU Hai−xiang +2 位作者 YU Wen−zhao DU Zhe DING Ya−nan 《船舶力学》 北大核心 2025年第6期849-862,共14页
This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only b... This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only be obtained by some USVs.In order to achieve semi-encirclement tracking of noncooperative targets under maritime security conditions,a fixed-time tracking control method based on dynamic surface control(DSC)is proposed in this paper.Firstly,a novel TACC architecture with decoupled kinematic control law and decoupled kinetic control law was designed to reduce the complexity of control system design.Secondly,the proposed DSC-based target-guided kinematic control law including tracking points pre-allocation strategy and sigmoid artificial potential functions(SigAPFs)can avoid collisions during tracking process and optimize kinematic control output.Finally,a fixed-time TACC system was proposed to achieve fast convergence of kinematic and kinetics errors.The effectiveness of the proposed TACC approach in improving target tracking safety and reducing control output chattering was verified by simulation comparison results. 展开更多
关键词 unmanned surface vehicle distributed control target-guided coordinate control fixed-time convergence dynamic surface control
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Coordinated control strategy for robotic-assisted gait training with partial body weight support 被引量:6
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作者 秦涛 张立勋 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第8期2954-2962,共9页
Walking is the most basic and essential part of the activities of daily living. To enable the elderly and non-ambulatory gait-impaired patients, the repetitive practice of this task, a novel gait training robot(GTR) w... Walking is the most basic and essential part of the activities of daily living. To enable the elderly and non-ambulatory gait-impaired patients, the repetitive practice of this task, a novel gait training robot(GTR) was designed followed the end-effector principle, and an active partial body weight support(PBWS) system was introduced to facilitate successful gait training. For successful establishment of a walking gait on the GTR with PBWS, the motion laws of the GTR were planned to enable the phase distribution relationships of the cycle step, and the center of gravity(COG) trajectory of the human body during gait training on the GTR was measured. A coordinated control strategy was proposed based on the impedance control principle. A robotic prototype was developed as a platform for evaluating the design concepts and control strategies. Preliminary gait training with a healthy subject was implemented by the robotic-assisted gait training system and the experimental results are encouraging. 展开更多
关键词 robotic-assisted gait training gait training robot (GTR) partial body weight support (PBWS) center of gravity (COG) coordinated control strategy ground reaction force (GRF)
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Disturbance observer based finite-time coordinated attitude tracking control for spacecraft on SO(3) 被引量:1
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作者 SHI Zhen XIE Yaen +3 位作者 DENG Chengchen ZHAO Kun HE Yushan HAO Yong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第6期1274-1285,共12页
To solve the problem of attitude synchronization control for spacecraft formation flying(SFF)suffering from external disturbances under a directed communication topology,a sliding mode disturbance observer(SMDO)based ... To solve the problem of attitude synchronization control for spacecraft formation flying(SFF)suffering from external disturbances under a directed communication topology,a sliding mode disturbance observer(SMDO)based on the finite-time control strategy is developed to observe the time-varying external disturbance via estimating the upper bound of its first derivative.Meanwhile,the rotation matrix is employed to describe the attitude of SFF for the purpose of the avoidance of singularity and unwinding phenomenon.As for the attitude synchronization and the tracking control architecture,a sliding mode surface(SMS)is given such that the control objective can be achieved.The effectiveness and the validity of the proposed method are elaborated via theoretical analysis and numerical simulations. 展开更多
关键词 coordinated attitude control disturbance observer rotation matrix attitude synchronization control
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Wind Farm Coordinated Control for Power Optimization 被引量:12
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作者 SHU Jin HAO Zhiguo +1 位作者 ZHANG Baohui BO Zhiqian 《中国电机工程学报》 EI CSCD 北大核心 2011年第34期I0002-I0002,4,共1页
以降低风电场尾流损失、优化风场出力为目标,设计基于Laguerre函数非线性预测控制(nonlinear modelpredictive control,NLMPC)方案的风场集群控制器。该控制器应用风场动态尾流模型,通过NLMPC统一调整风场内各机组转速以提升风场功率... 以降低风电场尾流损失、优化风场出力为目标,设计基于Laguerre函数非线性预测控制(nonlinear modelpredictive control,NLMPC)方案的风场集群控制器。该控制器应用风场动态尾流模型,通过NLMPC统一调整风场内各机组转速以提升风场功率。在控制器设计中,使用有效风速预测误差校正对预测模型失配及超短期风速预测误差进行补偿,引入Laguerre函数降低滚动时域优化计算负担并分析了控制器对风速预测误差的鲁棒性能。仿真研究表明,集群控制器能够在不同风速条件下提升风场功率、降低优化计算负担,且对风速预测模型失配与风场自然风速预测误差具有鲁棒性。 展开更多
关键词 英文摘要 内容介绍 编辑工作 期刊
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Finite-time coordination control for formation flying spacecraft 被引量:2
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作者 Yong Guo Shenmin Song Liwei Deng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期859-867,共9页
This paper investigates a distributed coordination control scheme using an adaptive terminal sliding mode for formation flying spacecraft with coupled attitude and translational dynamics. In order to overcome the sing... This paper investigates a distributed coordination control scheme using an adaptive terminal sliding mode for formation flying spacecraft with coupled attitude and translational dynamics. In order to overcome the singularity of the traditional fast terminal sliding manifold, a novel fast terminal sliding manifold is given. And then, based on the adaptive control method, a continuous robust coordinated controller is designed to compensate external disturbances and to alleviate the chattering phenomenon. The theoretical analysis shows that the coordinated controller can guarantee the finite-time stability of the overall closed-loop system through local information exchange, and numerical simulations also demonstrate its effectiveness. 展开更多
关键词 formation flying coordinated control attitude and translational coupling finite-time stability adaptive control.
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Identification and Control of Typical Industrial Process 被引量:1
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作者 PENG Hui WU Shao-cheng 《Journal of Central South University》 SCIE EI CAS 2000年第3期165-169,共5页
Many industrial processes such as heating furnaces have over damping dynamic characteristics. Based on an innovative impulse response model, a method of identification and control for the over damping plant is introdu... Many industrial processes such as heating furnaces have over damping dynamic characteristics. Based on an innovative impulse response model, a method of identification and control for the over damping plant is introduced in the paper. The number of parameters of the model is much less than conventional impulse response model. The model based on tuning procedure of numerical optimum PID controller parameters is presented. For an actual instance, a large scale airflow circulatory resistance furnace control system with cascades of time delays is developed. In the system, the optimum PID control is used in the inner loop. A nonlinear PI compensation control is applied in the outer loop. The coordinating control among each output is realized by a fuzzy control strategy. A process surveillance organization monitors running situation of system and tunes controller parameters. 展开更多
关键词 over DAMPING dynamics time delay CASCADE plant IMPULSE response SEQUENCE identification optimal PID parameters numerical PID controller coordinating control
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Adaptive sliding mode control of modular self-reconfigurable spacecraft with time-delay estimation 被引量:1
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作者 Xin-hong Li Zhi-bin Zhang +4 位作者 Ji-ping An Xin Zhou Gang-xuan Hu Guo-hui Zhang Wan-xin Man 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第12期2170-2180,共11页
The reconstruction control of modular self-reconfigurable spacecraft (MSRS) is addressed using an adaptive sliding mode control (ASMC) scheme based on time-delay estimation (TDE) technology. In contrast to the ground,... The reconstruction control of modular self-reconfigurable spacecraft (MSRS) is addressed using an adaptive sliding mode control (ASMC) scheme based on time-delay estimation (TDE) technology. In contrast to the ground, the base of the MSRS is floating when assembled in orbit, resulting in a strong dynamic coupling effect. A TED-based ASMC technique with exponential reaching law is designed to achieve high-precision coordinated control between the spacecraft base and the robotic arm. TDE technology is used by the controller to compensate for coupling terms and uncertainties, while ASMC can augment and improve TDE’s robustness. To suppress TDE errors and eliminate chattering, a new adaptive law is created to modify gain parameters online, ensuring quick dynamic response and high tracking accuracy. The Lyapunov approach shows that the tracking errors are uniformly ultimately bounded (UUB). Finally, the on-orbit assembly process of MSRS is simulated to validate the efficacy of the proposed control scheme. The simulation results show that the proposed control method can accurately complete the target module’s on-orbit assembly, with minimal perturbations to the spacecraft’s attitude. Meanwhile, it has a high level of robustness and can effectively eliminate chattering. 展开更多
关键词 Adaptive sliding mode control(ASMC) Time delay control Time delay estimation Modular self-reconfigurable spacecraft Uncertainty coordinated control
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Dynamic Coordination of Uncalibrated Hand/Eye Robotic System Based on Neural Network 被引量:1
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作者 Su, J. Pan, Q. Xi, Y. 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第3期45-50,共6页
A nonlinear visual mapping model is presented to replace the image Jacobian relation for uncalibrated hand/eye coordination. A new visual tracking controller based on artificial neural network is designed. Simulation ... A nonlinear visual mapping model is presented to replace the image Jacobian relation for uncalibrated hand/eye coordination. A new visual tracking controller based on artificial neural network is designed. Simulation results show that this method can drive the static tracking error to zero quickly and keep good robustness and adaptability at the same time. In addition, the algorithm is very easy to be implemented with low computational complexity. 展开更多
关键词 Adaptive algorithms Computational complexity Computer simulation coordinate measuring machines Error detection Mathematical models Neural networks Robotic arms Robustness (control systems) Stereo vision
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Event-triggered model-free adaptive control for a class of surface vessels with time-delay and external disturbance via state observer 被引量:1
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作者 CHEN Hua SHEN Chao +1 位作者 HUANG Jiahui CAO Yuhan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第3期783-797,共15页
This paper provides an improved model-free adaptive control(IMFAC)strategy for solving the surface vessel trajectory tracking issue with time delay and restricted disturbance.Firstly,the original nonlinear time-delay ... This paper provides an improved model-free adaptive control(IMFAC)strategy for solving the surface vessel trajectory tracking issue with time delay and restricted disturbance.Firstly,the original nonlinear time-delay system is transformed into a structure consisting of an unknown residual term and a parameter term with control inputs using a local compact form dynamic linearization(local-CFDL).To take advantage of the resulting structure,use a discrete-time extended state observer(DESO)to estimate the unknown residual factor.Then,according to the study,the inclusion of a time delay has no effect on the linearization structure,and an improved control approach is provided,in which DESO is used to adjust for uncertainties.Furthermore,a DESO-based event-triggered model-free adaptive control(ET-DESO-MFAC)is established by designing event-triggered conditions to assure Lyapunov stability.Only when the system’s indicator fulfills the provided event-triggered condition will the control input signal be updated;otherwise,the control input will stay the same as it is at the last trigger moment.A coordinate compensation approach is developed to reduce the steady-state inaccuracy of trajectory tracking.Finally,simulation experiments are used to assess the effectiveness of the proposed technique for trajectory tracking. 展开更多
关键词 surface vessels event-triggered condition(ETC) discrete-time extended state observer(DESO) model-free adaptive control(MFAC) coordinate compensation
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Coordination of multiple grid-connected inverters for harmonic compensation
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作者 郭晓瑞 郭吉丰 王剑 《Journal of Central South University》 SCIE EI CAS 2014年第8期3126-3132,共7页
For multiple grid-connected inverters with active filter function,it makes sense to regulate every unit to output maximum active power from photovoltaic arrays,as well as eliminate the harmonic due to the non-linear l... For multiple grid-connected inverters with active filter function,it makes sense to regulate every unit to output maximum active power from photovoltaic arrays,as well as eliminate the harmonic due to the non-linear loads connected to the electric networks.Naturally,a centralized control coordination strategy was proposed for the purpose of high facility utilization,good harmonic compensation ability and unwanted overcompensation condition.Based on a vector decoupling control scheme and generalized instantaneous reactive power theory,the solution was to allocate the harmonic eliminating task for every inverter according to the instantaneous power margin of each.The grid current always keeps sinusoidal in spite of non-linear load change and output active power change for any inverter.The simulation results validate the efficacy of the proposed coordination strategy. 展开更多
关键词 active filter HARMONICS grid-connected inverter decoupling control coordinATION
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Establishment,simulation and verification of firepower safety control model
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作者 Ling-jun Hao Yu-jie Xiao +6 位作者 Bing Fu Xiao-dong Gu Yi Chen Chong-xiang Yang Hai-wen Sun Rong Luo Yi He 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第10期1922-1934,共13页
On a narrow warship platform,the coordinated use of shipborne weapon systems may cause firepower conflicts,which seriously endangers the ship safety.Meanwhile,with directed-energy weapons mounted on ships,firepower co... On a narrow warship platform,the coordinated use of shipborne weapon systems may cause firepower conflicts,which seriously endangers the ship safety.Meanwhile,with directed-energy weapons mounted on ships,firepower conflicts between weapons become a“high probability event”.Aiming at the problem of firepower safety control,based on the research about the collision probability model of air crafts and space targets and according to the cone of fire model of conventional weapons and directed-energy weapons,this paper solved the firepower conflict probabilities between conventional weapons as well as between conventional weapons and directed-energy weapons respectively using the methods of probability theory,and established the firepower safety control model.Then the calculation of firepower conflict probability was carried out using the dimensionality reduction method based on the equivalent conversion of polar coordinates and the power series method based on Laplace transform.The simulation results revealed that the proposed model and calculation methods are effective and reliable,which can provide theoretical basis and technical support for resolution of firepower conflicts between weapons. 展开更多
关键词 Firepower conflict Directed-energy weapons Firepower safety control Polar coordinates Laplace transform
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Path-Following Based on Nonlinear Model Predictive Control with Adaptive Path Preview
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作者 Jun-Ting LI Chih-Keng CHEN 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第S01期158-164,共7页
This paper presents a Nonlinear Model Predictive Controller(NMPC)for the path following of autonomous vehicles and an algorithm to adaptively adjust the preview distance.The prediction model includes vehicle dynamics,... This paper presents a Nonlinear Model Predictive Controller(NMPC)for the path following of autonomous vehicles and an algorithm to adaptively adjust the preview distance.The prediction model includes vehicle dynamics,path following dynamics,and system input dynamics.The single-track vehicle model considers the vehicle’s coupled lateral and longitudinal dynamics,as well as nonlinear tire forces.The tracking error dynamics are derived based on the curvilinear coordinates.The cost function is designed to minimize path tracking errors and control effort while considering constraints such as actuator bounds and tire grip limits.An algorithm that utilizes the optimal preview distance vector to query the corresponding reference curvature and reference speed.The length of the preview path is adaptively adjusted based on the vehicle speed,heading error,and path curvature.We validate the controller performance in a simulation environment with the autonomous racing scenario.The simulation results show that the vehicle accurately follows the highly dynamic path with small tracking errors.The maximum preview distance can be prior estimated and guidance the selection of the prediction horizon for NMPC. 展开更多
关键词 path following curvilinear coordinates nonlinear model predictive control
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基于深度强化学习的温室环境协调控制系统设计 被引量:2
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作者 左志宇 牟晋东 +4 位作者 毛罕平 韩绿化 胡建平 张晓东 金文帅 《农机化研究》 北大核心 2025年第5期22-27,共6页
针对温室温度、光照、水肥控制不协调导致的能耗高、水肥利用率低的问题,提出了基于深度强化学习的温室环境协调控制方法。以能耗、光合速率为优化目标,采用深度强化学习算法训练模型,对温度、光照调控目标值进行优化;通过分析不同营养... 针对温室温度、光照、水肥控制不协调导致的能耗高、水肥利用率低的问题,提出了基于深度强化学习的温室环境协调控制方法。以能耗、光合速率为优化目标,采用深度强化学习算法训练模型,对温度、光照调控目标值进行优化;通过分析不同营养液灌溉量对作物长势的影响,确定灌溉量动态调整方法;开发了基于深度强化学习的温室环境协调控制系统软硬件。实验结果表明:该方法能够协调控制温室温度、光照和水肥环境因子,与传统控制方法相比,环境调控能耗降低8.1%,营养液灌溉量降低7.9%,光合速率提升2.7%,能够为温室环境高效控制提供决策支持。 展开更多
关键词 温室 深度强化学习 协调控制 光合速率 能耗
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串联混合动力拖拉机能量管理及动态协调控制策略 被引量:1
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作者 尹必峰 恽龙 +3 位作者 解玄 王建 黄幼林 朱亚辉 《中国农机化学报》 北大核心 2025年第5期250-260,共11页
针对串联式混合动力拖拉机作业工况多变、发电系统响应滞后所导致的混合动力系统功率分配难及功率损失大等问题,提出一种适宜实际应用的结合发电系统动态协调的多功率点控制策略。首先综合发动机及发电机效率求得发电系统效率最优工作... 针对串联式混合动力拖拉机作业工况多变、发电系统响应滞后所导致的混合动力系统功率分配难及功率损失大等问题,提出一种适宜实际应用的结合发电系统动态协调的多功率点控制策略。首先综合发动机及发电机效率求得发电系统效率最优工作曲线并基于拖拉机功率需求选定多个工作点;其次制定工作点切换逻辑以实时调整发电系统目标输出功率;最后采用模糊PID控制方法优化发电系统的实际响应过程。仿真结果表明,所提策略能够大幅提升动力电池的利用程度,稳定发动机长时间工作在高效率点;发电系统的响应特性得以优化,转速超调量减小至20 r/min以内,目标功率响应时间平均降低12.5%。同时,与功率跟随策略相比,在犁耕和转场2种典型工况下,该策略下综合燃油消耗分别降低6.67%、5.69%。 展开更多
关键词 混合动力拖拉机 能量管理 协调控制 模糊PID控制 多功率点控制
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多智能体协同研究进展综述:博弈和控制交叉视角 被引量:4
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作者 秦家虎 马麒超 +4 位作者 李曼 张聪 付维明 刘轻尘 郑卫新 《自动化学报》 北大核心 2025年第3期489-509,共21页
多智能体协同应用广泛,并被列为新一代人工智能(Artificial intelligence,AI)基础理论亟待突破的重要内容之一,对其开展研究具有鲜明的科学价值和工程意义.随着人工智能技术的进步,传统的单一控制视角下的多智能体协同已无法满足执行大... 多智能体协同应用广泛,并被列为新一代人工智能(Artificial intelligence,AI)基础理论亟待突破的重要内容之一,对其开展研究具有鲜明的科学价值和工程意义.随着人工智能技术的进步,传统的单一控制视角下的多智能体协同已无法满足执行大规模复杂任务的需求,融合博弈与控制的多智能体协同应运而生.在这一框架下,多智能体协同具有更高的灵活性、适应性和扩展性,为多智能体系统的发展带来更多可能性.鉴于此,首先从协同角度入手,回顾多智能体协同控制与估计领域的进展.接着,围绕博弈与控制的融合,介绍博弈框架的基本概念,重点讨论在微分博弈下多智能体协同问题的建模与分析,并简要总结如何应用强化学习算法求解博弈均衡.选取多机器人导航和电动汽车充电调度这两个典型的多智能体协同场景,介绍博弈与控制融合的思想如何用于解决相关领域的难点问题.最后,对博弈与控制融合框架下的多智能体协同进行总结和展望. 展开更多
关键词 多智能体系统 协同控制 博弈优化 多移动机器人导航 电动汽车充电调度
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