• 비파괴검사학회지
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• 제35권1호
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• pp.46-51
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• 2015

스테인레스강은 고온, 고압에서 부식에 효과적인 재료로써 액화수소, 가스 등을 저장하는 저장용기 및 고온의 유체들을 이송하는 배관재료로 널리 사용되고 있다. 일반적으로 스테인레스강의 용접은 TIG용접이 이용되어지고 있으며 용접후 용접부위에 발생하는 초기 용접결함 및 사용중 발생하는 열적 피로균열 등이 재료의 신뢰성을 저하하는 요인들로 지적되고 있다. 본 논문에서는 레이저 유도초음파를 이용하여 초기 용접결함에 대한 초음파 특성 규명을 위하여 스테인레스강의 용접부에 인공균열의 크기를 5 mm, 10 mm, 20 mm 길이로 가공후 유도초음파의 결함 길이 변화에 따른 특성을 평가하였다. 배관의 두께 등을 고려하여 L(0,1)모드와 L(0,2)모드를 이용하였으며 각각의 모드가 결함의 길이 변화에 따라 변화를 보였지만 L(0,2)모드가 L(0,1)모드보다 결함 길이에 더욱 민감하게 반응하였다. 본 연구에서는 L(0,1)모드와 L(0,2)모드의 진폭비를 구하여 결함과의 연관성을 평가한 결과 결함 길이와 선형적인 관계를 나타냄으로써 각 모드를 단독적으로 평가하는 것보다는 두 모드의 진폭비를 이용하여 결함을 평가하는 것이 더욱 효과적임을 알 수 있었다.

• Structural Engineering and Mechanics
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• 제65권2호
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• pp.129-139
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• 2018

Post-tensioning (PT) tendons are commonly used for the assembly of modularized concrete members, and tension is applied to the tendons during construction to facilitate the integrated behavior of the members. However, the tension in a PT tendon decreases over time due to steel corrosion and concrete creep, and consequently, the stress on the anchor head that secures the PT tendon also diminishes. This study proposes an automatic detection system to identify tension reduction in a PT tendon using pulsed-eddy-current (PEC) measurement. An eddy-current sensor is installed on the surface of the steel anchor head. The sensor creates a pulsed excitation to the driving coil and measures the resulting PEC response using the pick-up coil. The basic premise is that the tension reduction of a PT tendon results in stress reduction on the anchor head surface and a change in the PEC intensity measured by the pick-up coil. Thus, PEC measurement is used to detect the reduction of the anchor head stress and consequently the reduction of the PT tendon force below a certain threshold value. The advantages of the proposed PEC-based tension-reduction-detection (PTRD) system are (1) a low-cost (< $ 30), low-power (< 2 Watts) sensor, (2) a short inspection time (< 10 seconds), (3) high reliability and (4) the potential for embedded sensing. A 3.3 m long full-scale monostrand PT tendon was used to evaluate the performance of the proposed PTRD system. The PT tendon was tensioned to 180 kN using a custom universal tensile machine, and the tension was decreased to 0 kN at 20 kN intervals. At each tension, the PEC responses were measured, and tension reduction was successfully detected.

• Nuclear Engineering and Technology
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• 제53권2호
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• pp.657-665
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• 2021

Nondestructive evaluation methods play an important role in ensuring component integrity and safety in many industries. Operator fatigue can play a critical role in the reliability of such methods. This is important for inspecting high value assets or assets with a high consequence of failure, such as aerospace and nuclear components. Recent advances in convolution neural networks can support and automate these inspection efforts. This paper proposes using residual neural networks (ResNets) for real-time detection of corrosion, including iron oxide discoloration, pitting and stress corrosion cracking, in dry storage stainless steel canisters housing used nuclear fuel. The proposed approach crops nuclear canister images into smaller tiles, trains a ResNet on these tiles, and classifies images as corroded or intact using the per-image count of tiles predicted as corroded by the ResNet. The results demonstrate that such a deep learning approach allows to detect the locus of corrosion via smaller tiles, and at the same time to infer with high accuracy whether an image comes from a corroded canister. Thereby, the proposed approach holds promise to automate and speed up nuclear fuel canister inspections, to minimize inspection costs, and to partially replace human-conducted onsite inspections, thus reducing radiation doses to personnel.