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arXiv 2025年

作者： Nabou, Yassine Necoara, Ion Automatic Control and Systems Engineering Department National University of Science and Technology Politehnica Bucharest Romania Gheorghe Mihoc-Caius Iacob Institute of Mathematical Statistics and Applied Mathematics The Romanian Academy Bucharest Romania

In this paper, we develop a regularized higher-order Taylor based method for solving composite (e.g., nonlinear least-squares) problems. At each iteration, we replace each smooth component of the objective function by a higher-order Taylor approximation with an appropriate regularization, leading to a regularized higher-order Taylor approximation (RHOTA) algorithm. We derive global convergence guarantees for RHOTA algorithm. In particular, we prove stationary point convergence guarantees for the iterates generated by RHOTA, and leveraging a Kurdyka-Lojasiewicz (KL) type property of the objective function, we derive improved rates depending on the KL parameter. When the Taylor approximation is of order 2, we present an efficient implementation of RHOTA algorithm, demonstrating that the resulting nonconvex subproblem can be effectively solved utilizing standard convex programming tools. Furthermore, we extend the scope of our investigation to include the behavior and efficacy of RHOTA algorithm in handling systems of nonlinear equations and optimization problems with nonlinear equality constraints deriving new rates under improved constraint qualifications conditions. Finally, we consider solving the phase retrieval problem with a higher-order proximal point algorithm, showcasing its rapid convergence rate for this particular application. Numerical simulations on phase retrieval and output feedback control problems also demonstrate the efficacy and performance of the proposed methods when compared to some state-of-the-art optimization methods and software. Copyright © 2025, The Authors. All rights reserved.

关键词： Feedback control

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Transfer-Robot Task Allocation Algorithm Considering Production Priority for Flexible Job-Shop Scheduling Problem

Transfer-Robot Task Allocation Algorithm Considering Product...

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International Conference on control, Automation, Robotics and Vision (ICARCV)

作者： Meng Zhou Xinheng Wang Zhongxing Liang Chang Wang Jing Wang College of Electrical and Control Engineering North China University of Technology Beijing P. R. China Beijing Aerospace Automatic Control Institute Beijing China College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin P. R. China

ISBN: (数字)9798331518493

ISBN: (纸本)9798331518509

This paper proposes a flexible job-shop scheduling problem optimization method, which focuses on providing solutions for industrial production. First, in terms of model construction, the method further considers the cost of automated guided vehicles and the priority of workpiece production based on previous methods. Then, this method solves the model by non-dominated sorting genetic algorithm with self-cross and delete-mutation. It reduces the production time and energy by an average of 6.4% and 19.4%, which are 5.4% and 15.1% with the priority. Finally, the simulation verifies that the method effectively reduces the production cost while realizing the adjustment of the automated guided vehicle number and the workpiece production sequence.

关键词： Hands Remotely guided vehicles Job shop scheduling Costs Optimization methods Production Resource management Vehicle dynamics Sorting Genetic algorithms

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Model predictive control for autonomous ground vehicles:a review

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Autonomous Intelligent systems 2021年第1期1卷 32-48页

作者： Shuyou Yu Matthias Hirche Yanjun Huang Hong Chen Frank Allgöwer State Key Laboratory of Automotive Simulation and Control Jilin UniversityChangchun 130022China Department of Control Science and Engineering Jilin UniversityChangchunChina Institute for Systems Theory and Automatic Control University of StuttgartPfaffenwaldring 9Stuttgart 70569Germany Institute of Intelligent Vehicles Tongji UniversityShanghaiChina College of Electronic and Information Engineering Tongji UniversityShanghaiChina

This paper reviews model predictive control(MPC)and its wide applications to both single and multiple autonomous ground vehicles(AGVs).On one hand,MPC is a well-established optimal control method,which uses the predicted future information to optimize the control actions while explicitly considering *** the other hand,AGVs are able to make forecasts and adapt their decisions in uncertain ***,because of the nature of MPC and the requirements of AGVs,it is intuitive to apply MPC algorithms to *** are interesting not only for considering them alone,which requires centralized control approaches,but also as groups of AGVs that interact and communicate with each other and have their own controller *** calls for distributed control ***,a short introduction into the basic theoretical background of centralized and distributed MPC is ***,it comprehensively reviews MPC applications for both single and multiple ***,the paper highlights existing issues and future research directions,which will promote the development of MPC schemes with high performance in AGVs.

关键词： Model predictive control Autonomous intelligent system Autonomous ground vehicle

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Compensation's Method of Collector Load's Parasitic Components in SiGe and SOI Cascode Amplifiers Operating at High Temperatures

Compensation's Method of Collector Load's Parasitic Componen...

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2024 International Conference on Electrical engineering and Photonics, EExPolytech 2024

作者： Bugakova, Anna V. Frolov, Ilya V. Ivanov, Yuri I. Dmitrienko, Nadezhda A. Don State Technical University Dept. Scientific Research Dept. Information Systems and Radio Engineering Rostov-on-Don Russia Ulyanovsk Branch of the Kotelnikov Institute of Radioengineering and Elecronics of Russian Academy of Science Lab. Solid-State Electronics Opto- and Nanoelectronics Ulyanovsk Russia Southern Federal University Dept. Automatic Control Systems Rostov-on-Don Russia Dstu in Shakhty Dept. Foreign Languages Shakhty Russia

ISBN: (纸本)9798350388879

This paper considers the circuit method for neutralizing the effect of parasitic components of the collector load in silicon-germanium (SiGe) and silicon-on-insulator (SOI) classical cascade amplifiers and common-base stages on their voltage gain (Gain). The article demonstrates that the incorporation of a dedicated compensating circuit into the original circuits enables the enhancement of their upper frequency limit or gain by a factor of 5 to 10. The conditions for mitigating the impact of resistor parasites, which contribute to losses in planar inductance, on the Q-factor of the RLC-circuit of the selective amplifier are established. It is recommended that the proposed circuit solutions be employed in practical applications involving SiGe and SOI analog chips operating at elevated temperatures. © 2024 IEEE.

关键词： Cascode amplifiers

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Deformation Pattern Shape Sensing for Visuotactile Endoscope

Deformation Pattern Shape Sensing for Visuotactile Endoscope

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2024 IEEE International Conference on Real-Time Computing and Robotics, RCAR 2024

作者： Yu, Yanzhe Tian, Yuan Cui, Shaowei Wang, Yupeng Wang, Rui Wang, Shuo Beijing University of Science and Technology Beijing100083 China The University of Sheffield Department of Automatic Control and Systems Engineering Sheffield United Kingdom Institute of Automation Chinese Academy of Sciences State Key Laboratory of Multimodal Artificial Intelligence Systems Beijing100190 China University of Chinese Academy of Sciences School of Artificial Intelligence Beijing100049 China Center for Excellence in Brain Science and Intelligence Technology Chinese Academy of Sciences Shanghai200031 China

ISBN: (纸本)9798350372601

The integration of visuotactile sensor technology with endoscopy enables the provision of tactile information for minimally invasive surgeries and other operations. This paper proposes a real-time sensing framework for contact deformation pattern shape, providing a foundation for precise perception in miniaturized visuotactile sensors. Specifically, we first construct a Deformation Pattern shape Descriptor (DPSD) and then track the key points in the descriptor using optical flow to obtain contact deformation shape information. Through extensive qualitative and quantitative experiments, our proposed algorithm achieves an average perception accuracy of around 83.81% for contact pattern shapes. It demonstrates consistent perception accuracy across various contact force magnitudes, directions, and scenarios, highlighting its robustness. Additionally, compared to traditional marker-level methods, it achieves a notable 46.5% improvement in displacement field perception accuracy. This research elevates tactile perception to the dimension of contact pattern shape sensing and has the potential for application in miniaturized visual tactile sensors. © 2024 IEEE.

关键词： Endoscopy

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Risk-Sensitive RL Using Sampling-Based Expectation-Maximization

Risk-Sensitive RL Using Sampling-Based Expectation-Maximizat...

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IEEE Conference on Decision and control

作者： Erfaun Noorani John S. Baras Karl H. Johansson Department of Electrical and Computer Engineering Institute for Systems Research (ISR) at the University of Maryland College Park MD USA Automatic Control Lab Royal Institute of Technology Stockholm Sweden

There is a need for robust Reinforcement Learning (RL) algorithms that can cope with model misspecification, parameter uncertainty, disturbances, etc. Risk-sensitive methods offer an approach to developing robust RL algorithms by hedging against undesirable outcomes in a probabilistic manner. The Probabilistic Graphical Model (PGM) framework offers systematic exploration for risk-sensitive RL. In this paper, we bridge the Markov Decision Process (MDP) and the PGM frameworks. We exploit the equivalence of optimizing a certain risk-sensitive criterion in the MDP formalism with optimizing a log-likelihood objective in the PGM formalism. By utilizing this equivalence, we offer an approach for developing risk-sensitive algorithms by leveraging the PGM framework. We explore the Expectation-Maximization (EM) algorithm under the PGM formalism. We show that risk-sensitive policy gradient methods can be obtained by applying sampling-based approaches to the EM algorithm, e.g., Monte-Carlo EM, with the log-likelihood. We show that Monte-Carlo EM leads to a risk-sensitive Monte-Carlo policy gradient algorithm. Our simulations illustrate the risk-sensitive nature of the resulting algorithm.

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How are policy gradient methods affected by the limits of control?

How are policy gradient methods affected by the limits of co...

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IEEE Conference on Decision and control

作者： Ingvar Ziemann Anastasios Tsiamis Henrik Sandberg Nikolai Matni Division of Decision and Control Systems KTH Royal Institute of Technology Automatic Control Laboratory ETH Zurich Department of Electrical and Systems Engineering University of Pennsylvania

ISBN: (数字)9781665467612

ISBN: (纸本)9781665467629

We study stochastic policy gradient methods from the perspective of control-theoretic limitations. Our main result is that ill-conditioned linear systems in the sense of Doyle inevitably lead to noisy gradient estimates. We also give an example of a class of stable systems in which policy gradient methods suffer from the curse of dimensionality. Finally, we show how our results extend to partially observed systems.

关键词： Linear systems Gradient methods control theory Noise measurement

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Probabilistic Multi-Robot Collision Avoidance Online Path Planning Method Using an Improved Sine-Cosine Algorithm

Probabilistic Multi-Robot Collision Avoidance Online Path Pl...

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International Conference on control, Automation, Robotics and Vision (ICARCV)

作者： Meng Zhou Jianyu Li Chang Wang Jing Wang College of Electrical and Control Engineering North China University of Technology Beijing P. R. China Beijing Aerospace Automatic Control Institute Beijing China College of Intelligent Systems Science and Engineering Harbin Engineering University Harbin P. R. China

ISBN: (数字)9798331518493

ISBN: (纸本)9798331518509

This paper proposes an online path planning method for multi-robot collision avoidance that accounts for uncertainties in robot positioning. Firstly, the online path plan-ning problem for multiple robots is transformed into a multi-objective optimization problem by considering some necessary factors that affect task efficiency and safety. Notably, the paper considers the uncertainty in robot positions, in which the position follows a Gaussian distribution. Then, by converting probabilistic collision conditions into deterministic constraints, the fitness function ensuring probabilistic collision avoidance is constructed. Next, an improved sine-cosine algorithm is proposed to solve the ideal position. Finally, simulation experiments demonstrate that the proposed method effectively resolves collision issues under probabilistic uncertainty conditions.

关键词： Technological innovation Uncertainty Gaussian distribution Probabilistic logic Path planning Safety Collision avoidance Robots Research and development Optimization

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A Novel ADRC control Strategy for PWM Rectifier

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IFAC-PapersOnLine 2023年第2期56卷 422-427页

作者： Wei Wang Zixin Huang Ziang Wei Lejun Wang School of Electrical and Information Engineering Wuhan Institute of Technology Wuhan China Institute of Robotics and Automatic Information Systems College of Artificial Intelligence Nankai University Tianjin China Chongqing Key Laboratory of Complex Systems and Bionic Control Chongqing University of Posts and Telecommunications Chongqing China

Aiming at current harmonics, disturbance immunity and energy efficiency of pulse width modulation (PWM) rectifier system, a novel active disturbance rejection control (ADRC) strategy based on equivalent input disturbance (EID) is proposed. The circuit equations of the system are established, and then the underactuated characteristics of the model are used to design a dual closed-loop control strategy. Based on the conventional ADRC voltage loop controller, a new nonlinear error state feedback function is constructed by using the error estimation of the EID control to design a improved ADRC control strategy. The current loop adopts sliding mode controller. Simulation models are built by Matlab/Simulink, and conducted comparative tests. The results demonstrate that the novel ADRC control strategy has better performance than the traditional ADRC control strategy, faster DC voltage response rate, higher power factor and better results in resisting voltage disturbance and load disturbance.

关键词： PWM rectifier Underactuated characteristics Equivalent input interference Active disturbance rejection control Sliding mode control

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Continuous-Time Ultra-Wideband-Inertial Fusion

arXiv

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arXiv 2023年

作者： Li, Kailai Cao, Ziyu Hanebeck, Uwe D. The Division of Automatic Control Department of Electrical Engineering Linköping University Sweden The Intelligent Sensor-Actuator-Systems Laboratory Institute for Anthropomatics and Robotics Karlsruhe Institute of Technology Germany

We introduce a novel framework of continuous-time ultra-wideband-inertial sensor fusion for online motion estimation. Quaternion-based cubic cumulative B-splines are exploited for parameterizing motion states continuously over time. Systematic derivations of analytic kinematic interpolations and spatial differentiations are further provided. Based thereon, a new sliding-window spline fitting scheme is established for asynchronous multi-sensor fusion and online calibration. We conduct a dedicated validation of the quaternion spline fitting method, and evaluate the proposed system, SFUISE (spline fusion-based ultra-wideband-inertial state estimation), in real-world scenarios using public data set and experiments. The proposed sensor fusion system is real-time capable and delivers superior performance over state-of-the-art discrete-time schemes. We release the source code and own experimental data at https://***/KIT-ISAS/SFUISE . Copyright © 2023, The Authors. All rights reserved.

关键词： Motion estimation

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