• 제목/요약/키워드: Robot Accuracy

검색결과 578건 처리시간 0.03초

레이저 용접 로봇의 경로 생성에 관한 연구 (Study on Path Generation for Laser Welding Robot)

  • 강희신;서정;박경택
    • 한국레이저가공학회지
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    • 제13권4호
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    • pp.14-20
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    • 2010
  • Robot path generation and laser welding technology for manufacturing automotive body are studied. Laser welding and industrial robot systems are used with the robot based laser welding system. The laser system used in this study is 1.6kW Fiber laser, while the robot system is 6 axes Industrial robot (payload: 130kg). The robot based laser welding system is equipped with laser scanner system for remote laser welding. The laser source, robot and laser scanner system are used to increase the processing speed and to improve the process efficiency. The welding joints of steel plate are butt and lapped joints. The quality test of the laser welding are through the observation the shape of bead on plate and cross-section of welding part. The 3 dimensional laser welding for non-linear pipe welding line is performed. This paper introduces the robot based laser welding system to resolve the limited welding speed and accuracy of the conventional spot welding system.

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비전 카메라 기반의 무논환경 자율주행 로봇을 위한 중심영역 추출 정보를 이용한 주행기준선 추출 알고리즘 (Guidance Line Extraction Algorithm using Central Region Data of Crop for Vision Camera based Autonomous Robot in Paddy Field)

  • 최근하;한상권;박광호;김경수;김수현
    • 로봇학회논문지
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    • 제11권1호
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    • pp.1-8
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    • 2016
  • In this paper, we propose a new algorithm of the guidance line extraction for autonomous agricultural robot based on vision camera in paddy field. It is the important process for guidance line extraction which finds the central point or area of rice row. We are trying to use the central region data of crop that the direction of rice leaves have convergence to central area of rice row in order to improve accuracy of the guidance line. The guidance line is extracted from the intersection points of extended virtual lines using the modified robust regression. The extended virtual lines are represented as the extended line from each segmented straight line created on the edges of the rice plants in the image using the Hough transform. We also have verified an accuracy of the proposed algorithm by experiments in the real wet paddy.

로봇 메니플레이터의 레귤레이션 제어를 위한 개선된 적분 슬라이딩 모드 제어기 (An Improved Integral Sliding Mode Controller for Regulation Control of Robot Manipulators)

  • 이정훈
    • 전기학회논문지
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    • 제67권1호
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    • pp.103-113
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    • 2018
  • In this paper, an improved integral variable structure regulation controller is designed by using a special integral sliding surface and a disturbance observer for the improved regulation control of highly nonlinear rigid robot manipulators with prescribed output performance. The sliding surface having the integral state with a special initial condition is employed in this paper to exactly predetermine the ideal sliding trajectory from a given initial condition to the desired reference without any reaching phase. And a continuous sliding mode input using the disturbance observer is also introduced in order to effectively follow the predetermined sliding trajectory within the prescribed accuracy without large computation burden. The performance of the prescribed tracking accuracy to the predetermined sliding trajectory is clearly investigated in detail through the two theorems, together with the closed loop stability. The design of the proposed regulation controller is separated into the performance design and robustness design in each independent link. The usefulness of the algorithm has been demonstrated through simulation studies on the regulation control of a two-link robot under parameter uncertainties and payload variations.

선형 반복법에 의한 이동로봇의 동시 보정 (Simultaneous Mobile Robot Calibration using Iterative Linear Method)

  • 김영용;정문호
    • 한국전자통신학회논문지
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    • 제10권7호
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    • pp.793-800
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    • 2015
  • 이동 로봇 Pan-Tilt 기구부에 장착된 스테레오 카메라의 Head-Eye 보정 및 Wheel 보정을 동시에 수행하는 방법을 제안한다. 카메라가 이동로봇의 고정형 기구부에 장착되어있는 경우를 고려한 기존의 방법들은 최근 일반적인 이러한 시스템에 적용될 수 없다. 이러한 문제점을 해결하기 위하여 본 논문에서는 기존 방법을 바탕으로 한 선형 반복적인 방법을 고안하였다. 이것은 동시보정을 통한 효율성뿐만 아니라 정확도 면에서도 만족할만한 결과를 얻었다. 그리고 비선형 최적화 기법을 통해 보다 높은 정확도의 보정을 구현했다.

영상 피드백에 의한 4축 스카라 로봇의 실시간 궤적추적제어에 관한 연구 (A Study on Real-Time Trajectory Tracking Control of SCARA Robot with Four Joints Based on Visual Feedback)

  • 정양근;심현석;이우송;한성현
    • 한국산업융합학회 논문집
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    • 제17권3호
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    • pp.136-144
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    • 2014
  • This paper proposes a new approach to the designed of visual feedback control system based on visual servoing method. The main focus of this paper is presents how it is effective to use many features for improving the accuracy of the visual feedback control of industrial articulated robot for assembling and inspection of parts. Some rank conditions, which relate the image Jacobian, and the control performance are derived. It is also proven that the accuracy is improved by increasing the number of features. The effectiveness of redundant features is verified by the real time experiments on a SCARA type robot(FARA) made in samsung electronics company.

연마로봇의 교시기반 제어에 의한 성능개선 (Performance Improvement based on the Teaching Control for Sweeping Robot)

  • 진태석
    • 한국정보통신학회논문지
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    • 제18권7호
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    • pp.1525-1530
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    • 2014
  • 본 논문은 산업용 로봇을 위한 힘 피드백 제어 기반의 연마면의 보정과 작업자의 감각을 기반으로 한 정확한 연마면 작업을 대체하기 위한 교시방법을 적용한 연마 결과를 제시하였다. 교시방법은 연마작업의 위치, 경로, 반응에 대한 정밀도 개선을 위해서 연마로봇에 적용하였다. 힘 센서 기반의 교시방법에 의해 연마가 가능한 선박용 연마로봇을 제시하였고, 힘 센서에 의한 교시방법을 연마로봇에 적용하여 실험한 결과를 제시함으로써 그 유효성을 검증하였다. 또한, 로봇교시 포인터의 수를 줄이기 위하여 가공면의 특이점들만을 이용하여 곡면 가공이 가능하도록 로봇 궤적을 생성하는 방안을 제시하여 실험결과를 제시하였다.

High-Quality Coarse-to-Fine Fruit Detector for Harvesting Robot in Open Environment

  • Zhang, Li;Ren, YanZhao;Tao, Sha;Jia, Jingdun;Gao, Wanlin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권2호
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    • pp.421-441
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    • 2021
  • Fruit detection in orchards is one of the most crucial tasks for designing the visual system of an automated harvesting robot. It is the first and foremost tool employed for tasks such as sorting, grading, harvesting, disease control, and yield estimation, etc. Efficient visual systems are crucial for designing an automated robot. However, conventional fruit detection methods always a trade-off with accuracy, real-time response, and extensibility. Therefore, an improved method is proposed based on coarse-to-fine multitask cascaded convolutional networks (MTCNN) with three aspects to enable the practical application. First, the architecture of Fruit-MTCNN was improved to increase its power to discriminate between objects and their backgrounds. Then, with a few manual labels and operations, synthetic images and labels were generated to increase the diversity and the number of image samples. Further, through the online hard example mining (OHEM) strategy during training, the detector retrained hard examples. Finally, the improved detector was tested for its performance that proved superior in predicted accuracy and retaining good performances on portability with the low time cost. Based on performance, it was concluded that the detector could be applied practically in the actual orchard environment.

Fault diagnosis of linear transfer robot using XAI

  • Taekyung Kim;Arum Park
    • International Journal of Internet, Broadcasting and Communication
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    • 제16권3호
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    • pp.121-138
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    • 2024
  • Artificial intelligence is crucial to manufacturing productivity. Understanding the difficulties in producing disruptions, especially in linear feed robot systems, is essential for efficient operations. These mechanical tools, essential for linear movements within systems, are prone to damage and degradation, especially in the LM guide, due to repetitive motions. We examine how explainable artificial intelligence (XAI) may diagnose wafer linear robot linear rail clearance and ball screw clearance anomalies. XAI helps diagnose problems and explain anomalies, enriching management and operational strategies. By interpreting the reasons for anomaly detection through visualizations such as Class Activation Maps (CAMs) using technologies like Grad-CAM, FG-CAM, and FFT-CAM, and comparing 1D-CNN with 2D-CNN, we illustrates the potential of XAI in enhancing diagnostic accuracy. The use of datasets from accelerometer and torque sensors in our experiments validates the high accuracy of the proposed method in binary and ternary classifications. This study exemplifies how XAI can elucidate deep learning models trained on industrial signals, offering a practical approach to understanding and applying AI in maintaining the integrity of critical components such as LM guides in linear feed robots.

Implementation of Real Time Visual Servoing Control for Robot Manipulator

  • Han, Sung-Hyun;Jung, Ding-Yean;Kim, Hong-Rae;Hashmoto, Hideki
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2004년도 ICCAS
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    • pp.1650-1654
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    • 2004
  • This paper presents how it is effective to use many features for improving the speed and the accuracy of the visual servo systems. Some rank conditions which relate the image Jacobian and the control performance are derived. It is also proven that the accuracy is improved by increasing the number of features. Effectiveness of the redundant features is evaluated by the smallest singular value of the image Jacobian which is closely related to the accuracy with respect to the world coordinate system. Usefulness of the redundant features is verified by the real time experiments on a Dual-Arm Robot manipulator made in Samsung Electronic Co. Ltd.

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Real Time Implementation of Visual Servoing Control For Dual-Arm Robot Manipulator

  • Han, Sung-Hyun;Kim, Jung-Soo;Kim, Hong-Rae;Hashmoto, Hideki
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.778-782
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    • 2003
  • This paper presents how it is effective to use many features for improving the speed and the accuracy of the visual servo systems. Some rank conditions which relate the image Jacobian and the control performance are derived. It is also proven that the accuracy is improved by increasing the number of features. Effectiveness of the redundant features is evaluated by the smallest singular value of the image Jacobian which is closely related to the accuracy with respect to the world coordinate system. Usefulness of the redundant features is verified by the real time experiments on a Dual-Arm Robot manipulator made in Samsung Electronic Co. Ltd.

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