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Graph optimization Based Long-distance GPS/IMU Integrated Navigation

Graph Optimization Based Long-distance GPS/IMU Integrated Na...

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第三十八届中国控制会议

作者： Xiaojie Gu Fengdi Zhang Jian Xu Qing Yuan Hongwei Ma Xiangdong Liu Zhen Li School of Automation and Key Laboratory for Intelligent Control & Decision on Complex Systems Beijing Institute of Technology Beijing Aerospace Automatic Control Institute National Key Laboratory of Science and Technology on Aerospace Intelligence Control Beijing

The accurate position estimation plays an critical role in the autonomous navigation for Micro Aerial Vehicles(MAV).Global positioning System(GPS) and inertial measurement unit(IMU) are two common sensors for navigation widely used on MAVs in the urban environment. Both of them have its distinct disadvantages that the GPS is susceptible to environmental interference and the IMU has accumulative errors. To overcome these problems, a GPS/IMU integrated system based on the factor graph optimization is developed in this paper. Unlike the conventional extended Kalman filter(EKF)-based method, the graph optimization method takes the whole trajectory into consideration so that it can achieve enough accuracy even after a long distance. Furthermore, the IMU preintegration method is used to avoid the repeated computation of high-rate IMU *** with the EKF method, the experimental results on the Zurich urban micro aerial vehicle dataset show the superior accuracy of the proposed factor graph optimization algorithm.

关键词： Global positioning System(GPS) inertial measurement unit(IMU) IMU preintegration graph optimization integrated navigation

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Distributed optimization for continuous time multiple agents systems with unknown parameters

Distributed optimization for continuous time multiple agents...

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第三十八届中国控制会议

作者： Zilun Hu Jianying Yang Science and Technology on Aerospace Intelligent Control Laboratory The State Key Laboratory for Turbulence and Complex Systems Department of Mechanics and Engineering Science College of Engineering Peking University

This paper addresses a distributed convex optimization problem with objective functions for arbitrary order continuous time multiply agents systems with unknown parameters. In this paper, the control objective is not only to drive the multiply agents to reach a consensus, but also to cooperatively minimize the team objective function with consensus requirement. Different from the traditional optimization problems, in this paper, the proposed method is distributed, which means that the agent can only acquire the information of its neighbors' objective function through the network connection. Theoretical studies indicate that the proposed algorithms can minimize the team objective function and all agents will reach a consensus. Some simulation examples are presented to show the validity of the theoretical results.

关键词： Distributed optimization Adaptive control Multiply agents

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Spacecraft High Accuracy Attitude control by Quaternion-Based Nonlinear Dynamic Inversion

Spacecraft High Accuracy Attitude Control by Quaternion-Base...

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第三十八届中国控制会议

作者： Jinhao Liu Jianying Yang Science and Technology on Aerospace Intelligent Control Laboratory The State Key Laboratory for Turbulence and Complex Systems Department of Mechanics and Engineering Science College of Engineering Peking University

Attitude control of spacecraft is an important operation that is general to every spacecraft. However, it is a challenging task due to the nonlinearity present in the spacecraft rotational equations when a certain requirement is demanded from a mission. Linearization can make system simple. But it is accurate only in small range. InfraRed Astronomy Satellite Swarm Interferometer(IRASSI) is a mission which demands an attitude accuracy better than 0.4 arcsec. Thus, in this paper, we check the feasibility of nonlinear dynamic inversion control method for single IRASSI satellite. Quaternion is chosen as the parameter for attitude description due to its singularity free property and avoidance of gimbal-lock phenomenon. In order to provide the shortest distance maneuver to save time and energy, the unwinding problem is also considered due to quaternion's 2:1 mapping.

关键词： Attitude control nonlinear dynamic inversion quaternion high accuracy

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A Grasping CNN with Image Segmentation for Mobile Manipulating Robot

A Grasping CNN with Image Segmentation for Mobile Manipulati...

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IEEE International Conference on Robotics and Biomimetics

作者： Yingying Yu Zhiqiang Cao Shuang Liang Zhicheng Liu Junzhi Yu Xuechao Chen State Key Laboratory of Management and Control for Complex Systems Chinese Academy of Sciences Beijing China Beijing Advanced Innovation Center for Intelligent Robots and Systems Intelligent Robotics Institute BIT Beijing China

This paper presents a grasping convolutional neural network with image segmentation for mobile manipulating robot. The proposed method is cascaded by a feature pyramid network FPN and a grasping network DrGNet. The FPN network combined with point cloud clustering is used to obtain the mask of the target object. Then, the grayscale map and the depth map corresponding to the target object are combined and sent to the DrGNet network for providing multi-scale images. On this basis, depthwise separable convolution is used for encoding. The results of encoders are refined according to the light-weight RefineNet as well as sSE, which can achieve a better grasp detection. The proposed method is verified by the experiments on mobile manipulating robot.

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Optimize Student Learning via Random Forest-Based Adaptive Narrative Game

Optimize Student Learning via Random Forest-Based Adaptive N...

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IEEE International Conference on Automation Science and Engineering (CASE)

作者： Ryan Hare Ying Tang Wei Cui Joleen Liang Department of Electrical and Computer Engineering Rowan University Glassboro USA State Key Laboratory for Management and Control of Complex Systems Institute of Automation Chinese Academy of Sciences Beijing China Institute of Smart Education Qingdao Academy of Intelligent Industries Qingdao China Squirrel AI Learning Shanghai China

ISBN: (数字)9781728169040

ISBN: (纸本)9781728169057

This paper presents an adaptive narrative game system that focuses on sequential logic design. The system adapts a random forest machine learning model to estimate a student's current level of domain knowledge relative to the problem presented to him through his game-playing behavior data, such as time taken to find solutions, errors in solutions, and emotional indicators. Hints, prompts, and/or individualized lessons are then offered to the player to guide their learning in a positive and productive direction. Our preliminary pilot study demonstrates that the model can make accurate classifications, from which proper assistance can then be provided to individual students as they play.

关键词： Games Databases Forestry Education Problem-solving Presses Artificial intelligence

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Formation control for multiple agents with local measurements: continuous-time and sampled-data-based cases

Formation control for multiple agents with local measurement...

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IEEE Annual Conference on Decision and control

作者： Chen Wang Shuai Li Weiguo Xia Jinan Sun Guangming Xie National Engineering Research Center for Software Engineering Peking University Beijing China State Key Laboratory of Turbulence and Complex Systems Peking University Beijing China Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education and School of Control Science and Engineering Dalian University of Technology Dalian China

ISBN: (数字)9781728113982

ISBN: (纸本)9781728113999

We study the formation control problem for a group of mobile agents in a plane, in which each agent is modeled as a kinematic point and can only use the local measurements in its local frame. The agents are required to maintain a geometric pattern while keeping a desired distance to a static/moving target. The prescribed formation is a general one which can be any geometric pattern, and the neighboring relationship of the N-agent system only has the requirement of containing a directed spanning tree. To solve the formation control problem, a distributed controller is proposed based on the idea of decoupled design. One merit of the controller is that it only uses each agent's local measurements in its local frame, so that a practical issue that the lack of a global coordinate frame or a common reference direction for real multi-robot systems is successfully solved. Considering another practical issue of real robotic applications that sampled data is desirable instead of continuous-time signals, the sampleddata based controller is developed. Theoretical analysis of the convergence to the desired formation is provided for the multiagent system under both the continuous-time controller with a static/moving target and the sampled-data based one with a static target. Numerical simulations are given to show the effectiveness and performance of the controllers.

关键词： Robot kinematics Coordinate measuring machines Mobile agents Multi-robot systems Sun Collision avoidance

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AI education system for primary and secondary schools 126

AI education system for primary and secondary schools

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126th ASEE Annual Conference and Exposition: Charged Up for the Next 125 Years, ASEE 2019

作者： Gong, Xiaoyan Zhao, Liang Tang, RenHao Guo, YaNa Liu, Xiwei He, Jian Wang, Fei-Yue Tang, Ying Shi, Wanruo Niu, Xiaojie Wang, Xinzhu Institute of Smart Education Qingdao Academy of Intelligent Industries China Faculty of Information Technology Beijing University of Technology China Qingdao Academy of Intelligent Industries Institute of Automation Chinese Academy of Sciences China National Key Laboratory of Management and Control for Complex Systems Chinese Academy of Sciences China Rowan University United States Beijing Normal University China

This paper presents an AI education system and related AI curricula specifically designed for primary and secondary students at different cognitive levels. In this system, complicated AI algorithms are encapsulated and modularized with friendly and easy-to-use interfaces. AI curricula are developed based on constructivism, project-based learning and multidisciplinary integration. Typical teaching cases, such as speech recognition, text recognition, image recognition, intelligent transportation, smart home, intelligent robots, etc., which are used to enhance comprehension of AI concepts and applications, are also discussed. © American Society for Engineering Education, 2019

关键词： Curricula

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Trajectory Planning and Tracking control for Positioning of Planar Three-link Underactuated Manipulator

Trajectory Planning and Tracking Control for Positioning of ...

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Asian control Conference

作者： Zixin Huang Xuzhi Lai Pan Zhang Min Wu Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems Wuhan China School of Automation China University of Geosciences Wuhan China

ISBN: (纸本)9781728102634

This paper is concerned with the position control problem of the planar active-passive-active (APA) underactuated manipulator, whose dynamic constraint is mainly caused by the second-order nonholonomic constraint. First, the dynamic model of the system is established and the target angles of the three links are calculated by using differential evolution algorithm. Then, we present a trajectory planning and tracking control strategy to realize the control objective, which is to stabilize the end-point from any initial position to the target position. We plan two stage trajectories, the first of which is planned for the active links. When the the active links track the first stage trajectories, they can reach to their target angles. The second one is planned for the first active link based on the differential evolution algorithm. When the first active link tracks the second stage trajectory, it will back to its target angle eventually. Meantime, the passive link will be controlled to its target angle. Then, we design sliding mode variable structure controllers to make active links track the planned trajectories, which can make the all links reach to the their target angles. Finally, numerical simulation results illuminate the effectiveness of the proposed strategy.

关键词： Trajectory Manipulators Target tracking Position control Planning Heuristic algorithms optimization

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Deep-Learning-based Identification of Influential Spreaders in Online Social Networks

Deep-Learning-based Identification of Influential Spreaders ...

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Annual Conference of the IEEE Industrial Electronics Society

作者： Feng Wang Jinhua She Yasuhiro Ohyama Min Wu School of Engineering Tokyo University of Technology Tokyo Japan Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems Wuhan China

Effective influential spreaders prediction in online social networks is critical for a variety of network services such as viral marketing, online recommendation, and many more. The conventional machine learning methods mainly adopted various hand-crafted features in the prediction models. However, their effectiveness relies on the domain knowledge heavily, and thus it is difficult to generalize these models to different domains. In this paper, we propose an Influence Deep Learning (IDL) model to learn users' latent feature representation for predicting influence spread. Our IDL model is fully data-driven, and it takes sampling subnetworks as input to the deep neural networks for learning users' latent vector representation. Moreover, we design a strategy to incorporate user-specific features and network structure into the graph convolutional neural network to overcome the imbalance problem of labeled training data. The experimental results show that our model outperforms other baselines in online social networks, and our model is more practical in large-scale data sets.

关键词： Social network services Machine learning Predictive models Neural networks Integrated circuit modeling Support vector machines Training

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Attenuation of PMSM Torque-Ripple Based on Combination of Equivalent-Input-Disturbance Approach and Sliding-Mode control

Attenuation of PMSM Torque-Ripple Based on Combination of Eq...

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Annual Conference of the IEEE Industrial Electronics Society

作者： Ruoyu Jiang Jinhua She Zhentao Liu Danyun Li Wangyong He Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems Wuhan China School of Engineering Tokyo University of Technology Tokyo Japan

Torque-ripples in a permanent magnet synchronous motor (PMSM) deteriorate control precision. This paper presents a method of attenuating such a kind of a torque-ripple based on the combination of the equivalent-input-disturbance (EID) and the sliding-mode control (SMC). While a low gain of an SMC system avoids chattering phenomenon, the robustness of the system is not satisfied. The EID estimator is incorporated in the system to solve this problem. The effectiveness of the combination of the EID approach and the SMC has been verified by simulations. A comparison with the conventional SMC method demonstrates the priority of the presented method.

关键词： Torque Sliding mode control Forging Harmonic analysis Synchronous motors Stators Attenuation

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