• Title/Summary/Keyword: field robot

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A Real-Time Control for a Dual Arm Robot Using Neural-Network with Dynamic Neurons

  • Jeong, Kyung-Kyu;Han, Sung-Hyun;Jang, Young-Hee;Lee, Kang-Doo;Kim, Kyung-Yean
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.69.2-69
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    • 2001
  • This paper presents a new approach to the design of neural control system using digital signal processors in order to improve the precision and robustness. Robotic manipulators have become increasingly important in the field of flexible automation. High speed and high-precision trajectory tracking are indispensable capabilities for their versatile application. The need to meet demanding control requirement in increasingly complex dynamical control systems under significant uncertainties, leads toward design of intelligent manipulation robots. The TMS320C31 is used in implementing real time neural control to provide an enhanced motion control for robotic manipulators. In this control scheme, the networks introduced are neural nets with dynamic neurons, whose dynamics are distributed over all the network nodes.

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Collision-free local planner for unknown subterranean navigation

  • Jung, Sunggoo;Lee, Hanseob;Shim, David Hyunchul;Agha-mohammadi, Ali-akbar
    • ETRI Journal
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    • v.43 no.4
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    • pp.580-593
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    • 2021
  • When operating in confined spaces or near obstacles, collision-free path planning is an essential requirement for autonomous exploration in unknown environments. This study presents an autonomous exploration technique using a carefully designed collision-free local planner. Using LiDAR range measurements, a local end-point selection method is designed, and the path is generated from the current position to the selected end-point. The generated path showed the consistent collision-free path in real-time by adopting the Euclidean signed distance field-based grid-search method. The results consistently demonstrated the safety and reliability of the proposed path-planning method. Real-world experiments are conducted in three different mines, demonstrating successful autonomous exploration flights in environment with various structural conditions. The results showed the high capability of the proposed flight autonomy framework for lightweight aerial robot systems. In addition, our drone performed an autonomous mission in the tunnel circuit competition (Phase 1) of the DARPA Subterranean Challenge.

FPGA Board Implementation for an Embedded Machine-to-Machine Remote Control System (임베디드 M2M 원격제어 시스템을 위한 FPGA 보드 구현연구)

  • Sanjaa, Bold;Baek, Jong Sang;Jeong, Hwan Jong;Oh, Seung Chan;Jeong, Min A;Lee, Yeon-U;Lee, Seong Ro
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.501-503
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    • 2013
  • This project presents a concept of mobile robots using prototypes, computing proposal oriented to embedded systems implementation. We implement our system using GPS module, Ultrasonic sensor(range sensors), H-bridge dual stepper control, DTMF(Dual-tone Multi-Frequency ) and LCD module. In this paper we construct a mechanical simple mobile robot model, which can measure the distance from obstacle with the aid of sensor and should able to control the speed of motor accordingly. Modules were interfaced with FPGA(Field Programmable Gate Array) controller for hardware implementation.

Dimensional Characteristics of Impeller Output Using 3D Printers (3D 프린터를 이용한 임펠러 출력물의 치수 특성)

  • Kong, Jeong-Ri;Kim, Hae-Ji
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.21 no.9
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    • pp.56-62
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    • 2022
  • This study analyzed the output precision of 3D printing methods. The inner impeller of the centrifugal compressor was printed in as a sheet with 100% packing density using two methods: field deposition modelling and stereolithography. Dimensional differences between the initial CAD and printed models were evaluated using a 3D scanner. To investigate the dimensional characteristics of the 3D printed impeller, 3D dimension analysis and point dimension analysis were performed. The point dimension analysis was divided into 3D and 2D for comparative analysis.

The research about RTPM system construction that apply use case modeling methodology

  • Eun Young-Ahn;Kyung Hwan-Kim;Jae Jun-Kim
    • International conference on construction engineering and project management
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    • 2009.05a
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    • pp.464-471
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    • 2009
  • Robot and application of IT skill of construction industry are slow comparatively than another thing industry by the feature. This research proposes progress management and real time information gathering through construction automation and RFID focused on steel structure construction. Building for RTPM system, must consider various variables and surrounding situation in construction field and it is the most important and difficult matter that draw right requirement and grasp relation between this requirements to accomplish one suitable task considering these environment. Therefore, in this study analyzes requirement and target for RTPM system based on scenario that is easy to draw requirement and apply this to use case model. Presented method suggests that represent relation between goals and way that refines goal systematically from requirement of RTPM system. And it could express for visualization through the Way that attaches nonfunctional elements of system with system internal goal.

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Simulation and Implementation of Potential Field Based Self-Deployment Scheme in Mobile Sensor Robot Networks (이동 센서 로봇 네트워크에서 포텐셜 필드 기반 자율배치기법의 시뮬레이션 및 구현)

  • Kang, In-Seok;Kim, Young-Hwan;Kim, Chan-Myung;Han, Yun-Hee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2011.04a
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    • pp.635-638
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    • 2011
  • 기존 센서들은 고정형 무선 네트워크로 구성되어 재난지역, 군사지역 등의 지역에서는 데이터를 획득 할 수 있는 관찰영역이 제한적이다. 하지만 이동 능력을 가진 센서들이 스스로 주변 센서들의 위치와 장애물의 위치를 이용하여 자율 배치된다면 센서들의 관찰영역을 보다 많이 확보하면서 보다 더 정확한 데이터를 얻을 수 있다. 본 논문에서는 로봇 공학 분야에서 많이 사용하는 Player/Stage 시뮬레이터를 이용하여 다양한 실제 환경과 같은 가상의 환경에서 포텐셜 필드 방식을 적용한 센서 로봇 집단의 자율 배치 기법을 모의실험하고 검증한다. 또한 그 자율 배치 방법을 이용한 실제 이동 센서 로봇집단의 구현 내용 및 결과를 제시한다.

Stochastic Initial States Randomization Method for Robust Knowledge Transfer in Multi-Agent Reinforcement Learning (멀티에이전트 강화학습에서 견고한 지식 전이를 위한 확률적 초기 상태 랜덤화 기법 연구)

  • Dohyun Kim;Jungho Bae
    • Journal of the Korea Institute of Military Science and Technology
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    • v.27 no.4
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    • pp.474-484
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    • 2024
  • Reinforcement learning, which are also studied in the field of defense, face the problem of sample efficiency, which requires a large amount of data to train. Transfer learning has been introduced to address this problem, but its effectiveness is sometimes marginal because the model does not effectively leverage prior knowledge. In this study, we propose a stochastic initial state randomization(SISR) method to enable robust knowledge transfer that promote generalized and sufficient knowledge transfer. We developed a simulation environment involving a cooperative robot transportation task. Experimental results show that successful tasks are achieved when SISR is applied, while tasks fail when SISR is not applied. We also analyzed how the amount of state information collected by the agents changes with the application of SISR.

A Study on Human-Robot Interaction Trends Using BERTopic (BERTopic을 활용한 인간-로봇 상호작용 동향 연구)

  • Jeonghun Kim;Kee-Young Kwahk
    • Journal of Intelligence and Information Systems
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    • v.29 no.3
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    • pp.185-209
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    • 2023
  • With the advent of the 4th industrial revolution, various technologies have received much attention. Technologies related to the 4th industry include the Internet of Things (IoT), big data, artificial intelligence, virtual reality (VR), 3D printers, and robotics, and these technologies are often converged. In particular, the robotics field is combined with technologies such as big data, artificial intelligence, VR, and digital twins. Accordingly, much research using robotics is being conducted, which is applied to distribution, airports, hotels, restaurants, and transportation fields. In the given situation, research on human-robot interaction is attracting attention, but it has not yet reached the level of user satisfaction. However, research on robots capable of perfect communication is steadily being conducted, and it is expected that it will be able to replace human emotional labor. Therefore, it is necessary to discuss whether the current human-robot interaction technology can be applied to business. To this end, this study first examines the trend of human-robot interaction technology. Second, we compare LDA (Latent Dirichlet Allocation) topic modeling and BERTopic topic modeling methods. As a result, we found that the concept of human-robot interaction and basic interaction was discussed in the studies from 1992 to 2002. From 2003 to 2012, many studies on social expression were conducted, and studies related to judgment such as face detection and recognition were conducted. In the studies from 2013 to 2022, service topics such as elderly nursing, education, and autism treatment appeared, and research on social expression continued. However, it seems that it has not yet reached the level that can be applied to business. As a result of comparing LDA (Latent Dirichlet Allocation) topic modeling and the BERTopic topic modeling method, it was confirmed that BERTopic is a superior method to LDA.

Tele-presence System using Homography-based Camera Tracking Method (호모그래피기반의 카메라 추적기술을 이용한 텔레프레즌스 시스템)

  • Kim, Tae-Hyub;Choi, Yoon-Seok;Nam, Bo-Dam;Hong, Hyun-Ki
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.49 no.3
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    • pp.27-33
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    • 2012
  • Tele-presence and tele-operation techniques are used to build up an immersive scene and control environment for the distant user. This paper presents a novel tele-presence system using the camera tracking based on planar homography. In the first step, the user wears the HMD(head mounted display) with the camera and his/her head motion is estimated. From the panoramic image by the omni-directional camera mounted on the mobile robot, a viewing image by the user is generated and displayed through HMD. The homography of 3D plane with markers is used to obtain the head motion of the user. For the performance evaluation, the camera tracking results by ARToolkit and the homography based method are compared with the really measured positions of the camera.

Human Tracking and Body Silhouette Extraction System for Humanoid Robot (휴머노이드 로봇을 위한 사람 검출, 추적 및 실루엣 추출 시스템)

  • Kwak, Soo-Yeong;Byun, Hye-Ran
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.6C
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    • pp.593-603
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    • 2009
  • In this paper, we propose a new integrated computer vision system designed to track multiple human beings and extract their silhouette with an active stereo camera. The proposed system consists of three modules: detection, tracking and silhouette extraction. Detection was performed by camera ego-motion compensation and disparity segmentation. For tracking, we present an efficient mean shift based tracking method in which the tracking objects are characterized as disparity weighted color histograms. The silhouette was obtained by two-step segmentation. A trimap is estimated in advance and then this was effectively incorporated into the graph cut framework for fine segmentation. The proposed system was evaluated with respect to ground truth data and it was shown to detect and track multiple people very well and also produce high quality silhouettes. The proposed system can assist in gesture and gait recognition in field of Human-Robot Interaction (HRI).