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베이스 위치 오차에 강인한 마커 기반 머신텐딩 기술 개발

정현우1, 김태근1,2, 정병진1, 조창노1, 정한섭1, 오명식1, 김기환1, 김가연1, 황정훈1orcid

Development of Marker-based Machine Tending Technology Robust to Base Position Errors

Hyun Woo Chung1, Tae-Keun Kim1,2, Byungjin Jung1, Chang Nho Cho1, Han Seop Jeong1, Myeong Sik Oh1, Gi Hwan Kim1, GaYeon Kim1, Jung-Hoon Hwang1orcid
JKSPE 2026;43(11):1149-1156. Published online: November 1, 2026
1한국전자기술연구원 지능로보틱스연구센터
2고려대학교 기계공학부

1Intelligent Robotics Research Center, Korea Electronics Technology Institute
2School of Mechanical Engineering, Korea University
Corresponding author:  Jung-Hoon Hwang, Tel: +82-31-737-0640, 
Email: hwangjh@keti.re.kr
Received: 8 July 2026   • Revised: 26 August 2026   • Accepted: 5 October 2026
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Manipulator-based machine tending is a key automation technology in computer numerical control (CNC) machining, and mobile-base configurations are increasingly adopted to enable flexible reconfiguration in high-mix, low-volume manufacturing environments. However, once the robot base is relocated, the previously taught trajectory is no longer valid, and manual reteaching is required, which is time-consuming, labor-intensive, and highly dependent on operator skill. This paper proposes a marker-based machine tending method that combines multi-marker Perspective-n-Point (PnP) pose estimation with Iterative Closest Point (ICP) registration in a two-step calibration. In the first step, PnP is used to move the robot to the pre-stored reference pose. In the second step, ICP is applied to the point cloud data obtained at the current robot pose and the pre-stored point cloud data to estimate the change in the robot base pose with respect to the CNC machine. Based on this estimate, the robot can resume its task after base relocation. Validation in a CNC lathe machine tending environment showed that, compared with conventional marker-only calibration, the position repeatability measured by a laser tracker improved from 2.658 to 1.795 mm and the machine tending success rate increased from 47% to 93%, confirming the effectiveness of the proposed method.

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Development of Marker-based Machine Tending Technology Robust to Base Position Errors
J. Korean Soc. Precis. Eng.. 2026;43(11):1149-1156.   Published online November 1, 2026
Download Citation

Download a citation file in RIS format that can be imported by all major citation management software, including EndNote, ProCite, RefWorks, and Reference Manager.

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Development of Marker-based Machine Tending Technology Robust to Base Position Errors
J. Korean Soc. Precis. Eng.. 2026;43(11):1149-1156.   Published online November 1, 2026
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