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decision-Making and Path Planning for Highway Autonomous Driving Based on Spatio-Temporal Lane-Change Gaps

IEEE systems Journal 2022年第2期16卷 3249-3259页

作者： Feng, Zhiqi Song, Wenjie Fu, Mengyin Yang, Yi Wang, Meiling Beijing Institute of Technology State Key Laboratory of Intelligent Control and Decision of Complex Systems School of Automation Beijing100081 China

Safe and efficient decision-making and path planning is a challenging problem for autonomous driving in highway because of numerous dynamic vehicles around the ego-vehicle. For ego-vehicle driving on structured roads, behavioral decisions tend to pay more attention to the relative distribution of its surrounding vehicles, while path planning based on the decision requires more detailed consideration of vehicle model and lane curvature. Therefore, these two modules are separated in our article and executed successively in different coordinate systems. Specifically, we create a decision topology for lane changing or following decision based on spatio-temporal lane-change gaps in relative moving coordinate, which consists of the node representing the gap and the edges representing the connectivity between two gaps. Combining the decision topology with the behaviors of surrounding dynamic vehicles, a local cost map is generated and the target decision gap is selected. Once the decision is done, a smooth and safe trajectory from the ego-vehicle to the target decision gap, that satisfies the constraints of acceleration and curvature, is obtained in the geodetic coordinate through polynomial trajectory generation. The real-time performance and effectiveness of this method were verified in the dynamic high-speed interaction scenarios. © 2007-2012 IEEE.

关键词： decision making

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Cooperative Pollution Supervising and Neutralization with Multi-actuator-sensor Network

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自动化学报 2011年第1期37卷 107-112页

作者： SUN Wei School of Automation Beijing Institute of Technology Beijing 100081 P. R. China Key Laboratory of Complex System Intelligent Control and Decision (Beijing Institute of Technology) Ministry of Education Beijing 100081 P.R. China

现在的工作认为一个 multi-actuator-sensor 网络抵销的一种情形是污染在一个围住的区域采购的有毒的气体和磁道。当在致动器的工作量上到达平衡时，一个新奇算法被建议最小化系统信息无常。方法把 centroidal Voronoi 镶嵌细工(CVT ) ... 详细信息

现在的工作认为一个 multi-actuator-sensor 网络抵销的一种情形是污染在一个围住的区域采购的有毒的气体和磁道。当在致动器的工作量上到达平衡时，一个新奇算法被建议最小化系统信息无常。方法把 centroidal Voronoi 镶嵌细工(CVT ) 与一致策略相结合。这个区域的 CVT 保险致动器的一种本地最佳的位置配置，因此，察觉到的无常能被最小化。一致算法在致动器之中利用连接信息，并且帮助他们到达普通工作量。当工作量被平均时，一致部件将被终止或压制。一致部件可以推迟 CVT 配置的实现。但是它能被看作帮助致动器从本地最佳的 CVT 配置跳的不安。作为结果，信息无常可以进一步被减少。比较与一致策略在纯 CVT 算法和方法之间被拉。模拟验证了建议途径。

关键词：传感器 CVT 运算法则仿真

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Identification of Interval Models for a Class of Uncertain systems via Linear Programming

Identification of Interval Models for a Class of Uncertain S...

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American control Conference

作者： Guozhu Zhang Jie Chen Zhiping Li Key Laboratory of Complex System Intelligent Control and Decision School of Automation Beijing Institute of Technology Beijing 100081 China

ISBN: (纸本)9781424474264

The interval models of uncertain plants are frequently used in the field of robust control. In this paper, a novel interval model identification method based on linear programming is proposed. By certain prepossessing on the measured data of the plant, the interval model identification problem is transformed into several linear programming problems, which can be easily solved through various algorithms. We have proved that the resultant interval model has a known error bound, provided that certain conditions on the measured data are satisfied. To demonstrate its effectiveness, the proposed method is applied to identify the interval model of a servo system with variant load and inertia.

关键词： Identification Linear programming Uncertainty Interval model

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A Fast Image/Video Dehazing Algorithm Based on Modified Atmospheric Veil

A Fast Image/Video Dehazing Algorithm Based on Modified Atmo...

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第三十八届中国控制会议

作者： Kang Liu Yongqiang Bai Zhenwei Gao School of Automation Beijing Institute of Technology Key Laboratory of Complex System Intelligent Control and Decision Beijing Institute of Technology

In this paper, we propose a fast image/video dehazing algorithm based on modified atmospheric veil. For a single image, the coarse atmospheric veil is quickly estimated by the minimum and maximum channels. We take the depth image estimated by the color attenuation prior as the guided image to refine the coarse atmospheric veil and use down sampling technique to speed up the process. In addition, a fast Fourier enhancement method is used to improve the high frequency details. Based on the image dehazing, we design an atmospheric light adjustment strategy and a transmission optimized framework for video dehazing, which can effectively reduce flickering artifacts. Experimental results demonstrate that the proposed algorithm can achieve a very good dehazing effect while keeping a comparable processing speed with state-of-the-art algorithms.

关键词： image/video dehazing atmospheric veil flickering artifacts optimized framework

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Stability analysis of nonlinear switched systems with sampled-data inputs

Stability analysis of nonlinear switched systems with sample...

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Chinese control Conference (CCC)

作者： Zhichuang Wang Jian Sun Guoliang Chen Key Laboratory of Intelligent Control and Decision of Complex System Beijing Institute of Technology Beijing P.R. China

This paper addresses the uniform global asymptotical stability (UGAS) problem for a class of nonlinear switched systems with sampled-data inputs. By employing the multiple Lyapunov functions (MLFs) and input delay method, some new stability conditions are explicitly established for nonlinear switched systems with sampled-data controls. Besides, the sufficient conditions are derived in terms of an upper bound on the dwell time and the maximal sampling interval. Finally, some numerical examples illustrate the advantages of the proposed results.

关键词： Switched systems Switches Stability analysis Delays Lyapunov methods Asymptotic stability

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Covert Attacks against Output Tracking control of Cyber-Physical systems

Covert Attacks against Output Tracking Control of Cyber-Phys...

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Annual Conference of the IEEE Industrial Electronics Society

作者： Fangyuan Hou Jian Sun Key Laboratory of Intelligent Control and Decision of Complex System Beijing Institute of Technology Beijing P.R. China

This paper is concerned with the problem of designing successful covert attacks against output tracking control of cyber-physical systems from the covert agent's angle. Based on the perfect model knowledge and no model knowledge, the covert agent designs two kinds of covert attacks which can compromise the output tracking control system without being detected. Two sufficient conditions under which the covert agent can successfully compromise the output tracking control system are proposed. The designed covert attacks are illustrated through two numerical examples.

关键词： control systems Numerical models Kalman filters system dynamics state estimation Cyber-physical systems system performance

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Active disturbance rejection control of servo platform using improved nonlinear control law

Active disturbance rejection control of servo platform using...

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International Conference on intelligent control and Information Processing (ICICIP)

作者： Hang Zhang State Key Laboratory of Intelligent Control and Decision of Complex Systems Beijing Institute of Technology Beijing China

ISBN: (纸本)9781479936519

A new kind of nonlinear control law is proposed for the purpose of improving servo platform tracking performance under condition of rapid movement. On the basis of linear ADRC, an arctangent function is selected, and smoothly extended to an anti-S curve. The new method retains the feature of estimating and compensating the internal un-modeled dynamics and external disturbances. Simulation and comparison tests show that system using new control method has faster and more accurate tracking results.

关键词： PD control Servomotors Tuning Mathematical model Observers Hardware

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Two-Phase Hybrid Fuzzy Clustering Approach Using Membership Fusion

Two-Phase Hybrid Fuzzy Clustering Approach Using Membership ...

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第34届中国控制与决策会议

作者： Tian Gao Qinglin Wang Yaping Dai School of Automation Beijing Institute of Technology State Key Laboratory of Intelligent Control and Decision of Complex Systems

In order to solve the problem that the clustering number in Fuzzy C-Means(FCM) needs to be set manually in advance,a two-phase hybrid fuzzy clustering approach using membership fusion(TPHFC) is *** the first phase,conventional FCM is used for *** the second phase,the results obtained by pre-clustering are fused according to the relationship between the membership of samples to different clusters and the membership threshold.A density-based clustering validity measurement is established for this *** proposed method obtains better clustering effect with setting fewer *** on synthetic datasets conforming to Gaussian distribution and UCI datasets demonstrate the effectiveness of the proposed clustering *** clustering number and clustering centers can be obtained adaptively.

关键词： Fuzzy Clustering Fuzzy C-Means Two-Stage Clustering Adaptive Parameter Adjustment

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A Novel Robust Perfect Tracking control Method for Nonlinear Servo systems

A Novel Robust Perfect Tracking Control Method for Nonlinear...

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第37届中国控制会议

作者： Jia-Rong Li Ming-Gang Gan Beijing Institute of Technology Key Laboratory of Complex System Intelligent Control and Decision (Beijing Institute of Technology) Ministry of Education

In this paper, we extend perfect tracking control to nonlinear systems, and propose a novel robust perfect tracking control（RPTC） strategy for nonlinear servo tracking systems. The overall control system consists of four parts: a model-based friction compensator, a feedforward perfect tracking controller, an improved internal model controller as the feedback controller,and a disturbance observer for position feedback. First, the friction compensator is introduced to compensate the nonlinear dynamic friction, and the feedforward perfect tracking controller is applied to widen the frequency band. Then, the internal model controller with a differentiator is adopted to yield improved tracking accuracy. Moreover, by utilizing the disturbance observer, the robustness against external disturbances and plant uncertainties is ensured. Finally, high accuracy tracking and ideal robustness are achieved by the RPTC scheme. The stability of the closed loop system is analyzed. Simulation results demonstrate that the proposed RPTC strategy significantly improves the tracking accuracy and enhances the robustness.

关键词： Perfect Tracking control Nonlinear Servo systems Friction Compensation Disturbance Observer Internal Model control

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Obstacle Avoidance for Kinematically Redundant Robot

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IFAC-PapersOnLine 2015年第28期48卷 490-495页

作者： WANG, Xinyu YANG, Chenguang CHEN, Junshen MA, Hongbin LIU, Feng School of Automation Beijing Institute of Technology Beijing China State Key Lab of Intelligent Control and Decision of Complex System Beijing Institute of Technology Beijing China Centre for Robotics and Neural Systems Plymouth University Plymouth United Kingdom College of Automation Science and Engineering South China University of Technology Guangzhou China Beijing Jiaotong University Beijing China

Manipulator's obstacle avoidance is always a challenging topic in robotics. With the concern of the safety problems in human working environment, an improved obstacle avoidance method is proposed based on the general solution of the inverse kinematic problem of a redundant manipulator. A new obstacle detection method using Kinect R sensor is designed to give a robust obstacle information. By designing a parallel system of the manipulator, the proposed control method is not only to achieve the goal of moving away from the obstacle, but also able to guarantee the robot move back to its original pose. The stability of the closed-loop system is established using Lyapunov direct method to ensure the asymptotic stability of the system. The performance of the simulation results verifies the effectiveness of the proposed obstacle detection algorithm and the obstacle avoidance method. © 2015

关键词： Inverse problems Asymptotic stability Closed loop systems Collision avoidance Inverse kinematics Obstacle detectors Redundant manipulators system stability General solutions Inverse kinematic problems Kinematically Redundant Lyapunov direct method Obstacle detection Parallel system Redundant robot Working environment

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