• Title/Summary/Keyword: Multiple Robots

Search Result 275, Processing Time 0.027 seconds

Obstacle Avoidance Using Modified Hopfield Neural Network for Multiple Robots

  • Ritthipravat, Panrasee;Maneewarn, Thavida;Laowattana, Djitt;Nakayama, Kenji
    • Proceedings of the IEEK Conference
    • /
    • 2002.07b
    • /
    • pp.790-793
    • /
    • 2002
  • In this paper, dynamic path planning of two mobile robots using a modified Hopfield neural network is studied. An area which excludes obstacles and allows gradually changing of activation level of neurons is derived in each step. Next moving step can be determined by searching the next highest activated neuron. By learning repeatedly, the steps will be generated from starting to goal points. A path will be constructed from these steps. Simulation showed the constructed paths of two mobile robots, which are moving across each other to their goals.

  • PDF

A Neural Network Model and Reinforcement Learning for Dynamic Formation Moving and Obstacle Avoidance of Autonomous Mobile Robot (자율이동로봇의 동적 편대 헝성과 장애물 회피를 위한 신경망 구조 및 강화학습)

  • Min, Suk-Ki;Shin, Suk-Young;Kang, Hoon
    • Proceedings of the KIEE Conference
    • /
    • 1998.07g
    • /
    • pp.2189-2192
    • /
    • 1998
  • The objective of this paper is, based upon the principles of artificial life, to induce emergent behaviors of multiple autonomous mobile robots which form from simple local rules to complex global intelligence. Here, we propose an architecture of neural network learing with reinforcement signals which perceives the neighborhood information and decides the direction and the velocity of movement as mobile robots navigates in a group. As results of the simulations, the optimum weights are obtained in real time, which not only prevent from the collisions between agents and obstacles in the dynamic environment, but also have the mobile robots move and keep in various patterns.

  • PDF

Validation of Cloud Robotics System in 5G MEC for Remote Execution of Robot Engines (5G MEC 기반 로봇 엔진 원격 구동을 위한 클라우드 로보틱스 시스템 구성 및 실증)

  • Gu, Sewan;Kang, Sungkyu;Jeong, Wonhong;Moon, Hyungil;Yang, Hyunseok;Kim, Youngjae
    • The Journal of Korea Robotics Society
    • /
    • v.17 no.2
    • /
    • pp.118-123
    • /
    • 2022
  • We implemented a real-time cloud robotics application by offloading robot navigation engine over to 5G Mobile Edge Computing (MEC) sever. We also ran a fleet management system (FMS) in the server and controlled the movements of multiple robots at the same time. The mobile robots under the test were connected to the server through 5G SA network. Public 5G network, which is already commercialized, has been temporarily modified to support this validation by the network operator. Robot engines are containerized based on micro-service architecture and have been deployed using Kubernetes - a container orchestration tool. We successfully demonstrated that mobile robots are able to avoid obstacles in real-time when the engines are remotely running in 5G MEC server. Test results are compared with 5G Public Cloud and 4G (LTE) Public Cloud as well.

Dynamic Manipulability for Cooperating Multiple Robot Systems with Frictional Contacts (접촉 마찰을 고려한 다중 로봇 시스템의 조작도 해석)

  • Byun Jae-Min;Lee Ji-Hong
    • Journal of the Institute of Electronics Engineers of Korea SC
    • /
    • v.43 no.5 s.311
    • /
    • pp.10-18
    • /
    • 2006
  • We propose a new approach to compute possible acceleration boundary, so is called dynamic manipulability, for multiple robotic systems with frictional contacts between robot end-effectors and object. As the frictional contact condition which requires each contact force to lie within a friction cone is based on the nonlinear inequality formalism is not easy to handle the constraint in manipulability analysis. To include the frictional contact condition into the conventional manipulability analysis we approximate the friction cone to a pyramid which is described by linear inequality constraints. And then achievable acceleration boundaries of manipulated object are calculated conventional linear programming technique under constraints for torque capability of each robot and the approximated contact condition. With the proposed method we find some solution to which conventional approaches did not reach. Also, case studies are Presented to illustrate the correctness of the proposed approach for two robot systems of simple planar robots and PUMA560 robots.

Design of a Low-Cost Micro Robotic System for Developing and Validation Control Algorithms

  • Isarakorn, Don;Suksrimuang, Chatchai;Benjanarasuth, Taworn;Ngamwiwit, Jongkol;Komine, Noriyuki
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 2004.08a
    • /
    • pp.1945-1948
    • /
    • 2004
  • This paper describes the design and construction of a micro robotic system addressing such important aspects as versatility and low cost for rapid development and test of new control algorithm. The design and structure of micro robots are presented in detail. The supervision oriented concept is designed for controlling a group of micro robots. In this concept, the vision system recognizes the environment and the host computer decides the micro robot action based on the information from the vision system. In addition, the micro robots can be implemented cheaply and small in size because the structure of supervision oriented system is simplest. The experimental results and the performance of the proposed micro robotic system are discussed.

  • PDF

Object tracking algorithm of Swarm Robot System for using SVM and Dodecagon based Q-learning (12각형 기반의 Q-learning과 SVM을 이용한 군집로봇의 목표물 추적 알고리즘)

  • Seo, Sang-Wook;Yang, Hyun-Chang;Sim, Kwee-Bo
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.18 no.3
    • /
    • pp.291-296
    • /
    • 2008
  • This paper presents the dodecagon-based Q-leaning and SVM algorithm for object search with multiple robots. We organized an experimental environment with several mobile robots, obstacles, and an object. Then we sent the robots to a hallway, where some obstacles were tying about, to search for a hidden object. In experiment, we used four different control methods: a random search, a fusion model with Distance-based action making(DBAM) and Area-based action making(ABAM) process to determine the next action of the robots, and hexagon-based Q-learning and dodecagon-based Q-learning and SVM to enhance the fusion model with Distance-based action making(DBAM) and Area-based action making(ABAM) process.

Real-Time Correction Based on wheel Odometry to Improve Pedestrian Tracking Performance in Small Mobile Robot (소형 이동 로봇의 사람 추적 성능 개선을 위한 휠 오도메트리 기반 실시간 보정에 관한 연구)

  • Park, Jaehun;Ahn, Min Sung;Han, Jeakweon
    • The Journal of Korea Robotics Society
    • /
    • v.17 no.2
    • /
    • pp.124-132
    • /
    • 2022
  • With growth in intelligence of mobile robots, interaction with humans is emerging as a very important issue for mobile robots and the pedestrian tracking technique following the designated person is adopted in many cases in a way that interacts with humans. Among the existing multi-object tracking techniques for pedestrian tracking, Simple Online and Realtime Tracking (SORT) is suitable for small mobile robots that require real-time processing while having limited computational performance. However, SORT fails to reflect changes in object detection values caused by the movement of the mobile robot, resulting in poor tracking performance. In order to solve this performance degradation, this paper proposes a more stable pedestrian tracking algorithm by correcting object tracking errors caused by robot movement in real time using wheel odometry information of a mobile robot and dynamically managing the survival period of the tracker that tracks the object. In addition, the experimental results show that the proposed methodology using data collected from actual mobile robots maintains real-time and has improved tracking accuracy with resistance to the movement of the mobile robot.

A Study on the Parallel Escape Maze through Cooperative Activities of Humanoid Robots (인간형 로봇들의 협력 작업을 통한 미로 동시 탈출에 관한 연구)

  • Jun, Bong-Gi
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.18 no.6
    • /
    • pp.1441-1446
    • /
    • 2014
  • For the escape from a maze, the cooperative method by robot swarm was proposed in this paper. The robots can freely move by collecting essential data and making a decision in the use of sensors; however, a central control system is required to organize all robots for the escape from the maze. The robots explore new mazes and then send the information to the system for analyzing and mapping the escaping route. Three issues were considered as follows for the effective escape by multiple robots from the mazes in this paper. In the first, the mazes began to divide and secondly, dead-ends should be blocked. Finally, after the first arrivals at the destination, a shortcut should be provided for rapid escaping from the maze. The parallel-escape algorithms were applied to the different size of mazes, so that robot swarm can effectively get away the mazes.

Implementation of Wafer Handling Robot Controller Based on RTAI (RTAI 기반의 웨이퍼처리 로봇 제어기 구현)

  • Chang, Soon-Pill;Shin, Ik-Sang;Moon, Seung-Bin
    • Journal of the Korean Society for Precision Engineering
    • /
    • v.25 no.9
    • /
    • pp.45-52
    • /
    • 2008
  • As multiple functions arc required in a robot controller, RTOS(Real Time Operating System) should be adopted to manage complex situations, such as choosing most urgent task among competing ones. In this paper, we implemented RTAI(Real Time Application Interface) based robot controller for wafer handling robots including graphic simulator. We showed how multiple tasks are organized and also explained in detail about task priorities and execution periods. Finally, we presented simulation results.

A Heuristic Approach for Material Collection System by Multiple Mobile Robot Agents (휴리스틱 접근법에 의한 다수 이동 로봇 에이전트를 이용한 물질 수집 시스템)

  • Lee, Young-Dae;Kim, Sik
    • Proceedings of the Korea Multimedia Society Conference
    • /
    • 2001.11a
    • /
    • pp.890-895
    • /
    • 2001
  • In this paper, we address on the problem of automatic scheduling and motion generation of multiple mobile robots fur collecting material parts. We propose a model and so]union algorithm for the system. The formulated problem is divided into two kinds of problems; assignment problem and planning problem of robot motion. In this paper, several approaches to solution methods are presented and compared through computer simulation.

  • PDF