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16th International Conference on Social robotics, ICSR + AI 2024

作者： Kumar, Amit Jose, Jaison Jain, Archit Kulkarni, Siddharth Arya, Kavi Centre for Systems and Control Indian Institute of Technology Bombay Mumbai India Embedded Real-Time Systems / e-Yantra Lab Indian Institute of Technology Bombay Mumbai India Computer Science and Engineering Department Indian Institute of Technology Bombay Mumbai India

ISBN: (纸本)9789819635214

With recent advancements in industrial robots, educating students in new technologies and preparing them for the future is imperative. However, access to industrial robots for teaching poses challenges, such as the high cost of acquiring these robots, the safety of the operator and the robot, and complicated training material. This paper proposes two low-cost platforms built using open-source tools like Robot Operating System (ROS) and its latest version ROS 2 to help students learn and test algorithms on remotely connected industrial robots. Universal robotics (UR5) arm and a custom mobile rover were deployed in different life-size testbeds, a greenhouse, and a warehouse to create an Autonomous Agricultural Harvester System (AAHS) and an Autonomous Warehouse Management System (AWMS). These platforms were deployed for a period of 7 months and were tested for their efficacy with 1,433 and 1,312 students, respectively. The hardware used in AAHS and AWMS was controlled remotely for 160 and 355 hours, respectively, by students over a period of 3 months. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.

关键词： Costs

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PLANNING OF SENSING TASKS IN AN ASSEMBLY ENVIRONMENT

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JOURNAL OF INTELLIGENT & ROBOTIC systems 1991年第3期4卷 221-254页

作者： WERLING, G 1. Institute for Real-Time Computer Control Systems and Robotics University of Karlsruhe D-7500 Karlsruhe Germany

The purpose of this paper is to give an overview of past and recent work on planning sensing strategies for vision sensors. To achieve an economic use of robots in manufacturing, their programs must provide a high degree of fault-tolerance, security, and robustness to prevent unforeseen errors. Model errors (also termed uncertainties) are one of the most frequent reasons for such undesirable events. Robot systems can be made more reliable and fault-tolerant by providing them with capabilities of error detection and recovery, or error prevention. The latter may be achieved by reducing model errors using tactile and non-tactile sensors. The quality of a robot program synthesized by a task-level programming system depends on the accuracy of the model, since all information that is not explicitly given by the programmer must be derived from it. This means that the following questions have to be answered by the automatic task planner in order to plan non-tactile sensing strategies: (1) When do I have to use sensors to reduce uncertainty about the real world? (2) What do I have to use them for? (3) How do I have to use them to achieve the necessary information within an acceptable period of time? There are very few systems which deal broadly with the problem of robust robot programs, whereas there are numerous works on detail aspects of the field. The main approaches will be introduced and discussed in more detail. Finally, a new concept for generating sensor-integrated robust robot programs will be proposed.

关键词： VERIFICATION TASK-LEVEL PROGRAMMING ROBOT VISION UNCERTAINTY ASSEMBLY PLANNING FAULT TOLERANCE CLASSIFICATION PREDICTION CAMERA LOCATION

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Motion coordination and reactive control of autonomous multi-manipulator systems

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JOURNAL OF ROBOTIC systems 1996年第11期13卷 737-754页

作者： Nassal, UM Institute for Real-Time Computer Systems and Robotics (IPR) University of Karlsruhe D-76128 Karlsruhe Germany [*]Institute for Real-Time Computer Systems and Robotics (IPR) University of Karlsruhe D-76128 Karlsruhe Germany

The emerging field of service robots demands new systems with increased flexibility. The flexibility of a robot system can be increased in many different ways. Mobile manipulation-the coordinated use of manipulation capabilities and mobility-is an approach to increase robots flexibility with regard to their motion capabilities. Most mobile manipulators that are currently under development use a single arm on a mobile platform. The use of a two-arm manipulator system allows increased manipulation capabilities, especially when large, heavy, or non-rigid objects must be manipulated. This article is concerned with motion control for mobile two-arm systems. These systems require new schemes for motion coordination and control. A coordination scheme called transparent coordination is presented that allows for an arbitrary number of manipulators on a mobile platform. Furthermore, a reactive control scheme is proposed to enable the platform to support sensor-guided manipulator motion. Finally, this article introduces a collision avoidance scheme for mobile two-arm robots. This scheme surveys the vehicle motion to avoid platform collisions and arm collisions caused by self-motion of the robot. (C) 1996 John Wiley & Sons, Inc.

关键词： Reactive power control Motor control Service robots Platform Robot System Mobile Robot Manipulators Collision avoidance

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A concept for an intelligent and fault-tolerant robot system

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Journal of Intelligent and Robotic systems 1988年第3期1卷 259-286页

作者： Hörmann, A. Hugel, Th. Meier, W. Institute for Real-Time Computer Control Systems and Robotics Faculty of Informatics University of Karlsruhe Karlsruhe Germany

A concept for the intelligent control of subsystems of a flexible assembly cell is presented. Unknown or uncertain data about the real world may lead towards failure during an assembly task. Therefore, a fault tolerant system must be capable of reacting immediately to error situations. Thus, the major topic of this paper is the dynamic handling of unforeseen situations during realtime activities. This will be achieved by combining sensor guided actions with an advanced autonomous supervision system. Experimental results will be derived from the mobile two-arm robot system KAMRO of the institute for real-time computer control systems and robotics, University of Karlsruhe, Federal Republic of Germany. © 1988 Kluwer Academic Publishers.

关键词： computer control systems

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Deep reinforcement learning for path planning of autonomous mobile robots in complicated environments

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Complex and Intelligent systems 2025年第6期11卷 1-15页

作者： Zhang, Zhijie Fu, Hao Yang, Juan Lin, Yunhan School of Computer Science and Technology Wuhan University of Science and Technology No. 947 Heping Avenue Hubei Wuhan 430081 China Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System No. 947 Heping Avenue Hubei Wuhan 430081 China Institute of Robotics and Intelligent Systems Wuhan University of Science and Technology No. 947 Heping Avenue Hubei Wuhan 430081 China

In complicated environments, which include dynamic and narrow areas, the path planning of Autonomous Mobile Robots (AMRs) encounters challenges, like slow model convergence and limited representational capabilities, often resulting in the robot taking longer, less efficient paths or even colliding with obstacles. To tackle these challenges, the Gated Attention Prioritized Experience Replay Soft Actor-Critic (GAP_ SAC) algorithm is proposed. Key improvements include expanding the state space for better perception, designing a dynamic heuristic reward function to more effectively guide the AMR in achieving its path planning objectives and integrating Prioritized Experience Replay (PER) to improve sample efficiency and accelerate convergence. Additionally, a gated attention mechanism is also introduced to focus on critical environmental features, enhancing the models’ perception capability. Comparative experiments validate that the proposed GAP_SAC algorithm outperforms TD3, SAC and SAC’s variant, demonstrating superior robustness and generalization in complicated environments. © The Author(s) 2025.

关键词： Autonomous mobile robot (AMR) Deep reinforcement learning (DRL) Dynamic and narrow areas Gated attention mechanism Path planning

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APPLICATIONS OF FUZZY-LOGIC control IN AUTONOMOUS ROBOT systems

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INTERNATIONAL JOURNAL OF systems SCIENCE 1993年第10期24卷 1885-1904页

作者： ZHANG, JW Institute for Real-Time Computer Systems and Robotics Department of Computer Science University of Karlsruhe Karlsruhe Germany

The development of autonomous robots involves the imitation of human decision-making abilities with the aid of diverse sensor information. Fuzzy logic, which is based on fuzzy modelling and approximate reasoning, can be applied in different levels of control tasks. We first present the research results of applying fuzzy logic control in the motion execution of mobile systems and sensor-guided fine-motion of a manipulator. To realize real-time 'reactive' control, suitable hardware which supports the acceleration of fuzzy inference should be developed. The design and development of a VME-bus compatible fuzzy co-processor is also described.

关键词： Fuzzy inference

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AN ACTION-BASED PROCESS MODEL FOR DEXTEROUS MULTIFINGER HANDS

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JOURNAL OF INTELLIGENT & ROBOTIC systems 1991年第3期4卷 201-219页

作者： WOHLKE, G BRAUN, T 1. Institute for Real-Time Computer Control Systems and Robotics Faculty for Informatics University of Karlsruhe 7500 Karlsruhe Germany

In this article, the development of an action-based process model is described which was especially tailored to the needs of modelling and simulating multifinger hands. The research has been concerned with a description technique using constraints for modelling the working environment and with the design of an appropriate process model for simulating complex movements of manipulation objects with multifinger hands. The paper presents the results of an object-oriented approach to the proposed model and consists of two parts: a constraint net that describes the connections and relations between cell components (robots, grippers, objects) in the working environment and a propagation algorithm that computes the new locations regarding the modifications and logical dependencies.

关键词： SYSTEM SIMULATION PROCESS MODEL CONSTRAINT NET PROPAGATION ALGORITHM OBJECT-ORIENTED PROGRAMMING

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Model-based process redesign

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JOURNAL OF INTELLIGENT MANUFACTURING 1997年第5期8卷 345-356页

作者： Janusz, B Institute for Real-Time Computer Systems and Robotics Department of Computer Science University of Karlsruhe Karlsruhe Germany

A method is presented for the model-based redesign of enterprises. It consists of two main steps, the initialization step and the optimization step. During the initialization step, the processes are modelled and analysed. During the optimization step, the optimal configuration is found for the possible modifications of the processes. Emphasis is placed on the process analysis. The proposed approach is based on activity chains which describe the set of activities needed for the achievement of a given gear, and their execution order necessary to guarantee a low processing time. An algorithm is presented for filtering such activity chains from an enterprise model. It is based on graph theory and corresponds to the solution of an optimization problem, whereby the sum of weights of ail edges belonging to the solution graph should be maximized under some given constraints. Because of the high complexity of the problem, some complexity-reducing measures are presented, measures that arise from the earlier problem analysis.

关键词： process redesign process analysis activity chain graph theory

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Interactive control and environment modelling for a mobile robot based on multisensor perceptions

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robotics AND AUTONOMOUS systems 1996年第3期18卷 301-310页

作者： Lin, IS Wallner, F Dillmann, R Institute for Real-Time Computer Systems and Robotics University of Karlsruhe D-76128 Karlsruhe Germany

This paper presents an advanced telerobotic control system for a mobile robot with multisensor feedback. A telecontrol concept for various degrees of cooperation between a human operator and a mobile robot is described. With multisensor on-board the robot at the remote site can adjust its path while continuously accepting commands from the human operator. Interactive modelling that allows the modelling of an unknown environment and makes landmarks known to the robot is introduced. A graphical user interface and a 3-D animation system are important elements in the teleoperation, they are integrated in this system to help the operator by task analysis, off-line teaching and on-line monitoring. Experiments performed with the mobile robot PRIAMOS are discussed.

关键词： mobile robot telerobotics multisensor man-machine systems

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Hierarchical refinement of skills and skill application for autonomous robots

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robotics AND AUTONOMOUS systems 1997年第3-4期19卷 259-271页

作者： Kaiser, M Dillmann, R University of Karlsruhe Institute for Real-Time Computer Systems and Robotics D-76128 Karlsruhe Germany

One of the major goals in designing learning robots is to let these robots develop useful skills over time. These skills are not only related to physical actions of the robot, but also to the coordination of activities, communication with humans, and active sensing. Throughout this paper, the interdependency between these different kinds of skills is analyzed. For the case of elementary action skills and coordination skills, methods for inegration of skill application and refinement are developed. It is shown that this integration has the potential to support long-term learning and autonomous experimentation.

关键词： Refining Autonomous robots Robot

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