• Title/Summary/Keyword: structural degradation

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Deep learning-based anomaly detection in acceleration data of long-span cable-stayed bridges

  • Seungjun Lee;Jaebeom Lee;Minsun Kim;Sangmok Lee;Young-Joo Lee
    • Smart Structures and Systems
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    • v.33 no.2
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    • pp.93-103
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    • 2024
  • Despite the rapid development of sensors, structural health monitoring (SHM) still faces challenges in monitoring due to the degradation of devices and harsh environmental loads. These challenges can lead to measurement errors, missing data, or outliers, which can affect the accuracy and reliability of SHM systems. To address this problem, this study proposes a classification method that detects anomaly patterns in sensor data. The proposed classification method involves several steps. First, data scaling is conducted to adjust the scale of the raw data, which may have different magnitudes and ranges. This step ensures that the data is on the same scale, facilitating the comparison of data across different sensors. Next, informative features in the time and frequency domains are extracted and used as input for a deep neural network model. The model can effectively detect the most probable anomaly pattern, allowing for the timely identification of potential issues. To demonstrate the effectiveness of the proposed method, it was applied to actual data obtained from a long-span cable-stayed bridge in China. The results of the study have successfully verified the proposed method's applicability to practical SHM systems for civil infrastructures. The method has the potential to significantly enhance the safety and reliability of civil infrastructures by detecting potential issues and anomalies at an early stage.

Methodologies for Survey and Retrofit of Small Dams Pierced by Diversion Tunnel (복통을 갖는 저수지의 결함 조사 및 보수보강 방안)

  • Jang, Bong Seok;Im, Eun Sang;Oh, Byung Hyun
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.12 no.2
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    • pp.75-82
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    • 2008
  • There are almost 18,000 dams including about 1,200 large dams in Korea. The large dams are well operated and maintained by KWATER(Korea Water Resource Corporation), KRC(Korea Rural Community & Agriculture Corporation) and KHNP(Korea Hydro & Nuclear Power Co., Ltd.). Several research reports concern with the safety of these large dams are presented but there is no paper concerned with small dams which has diversion tunnel through the dam body. The purpose of this study is to show the common defects of small dams according to various cases of degradation of dams and the repair and retrofit methods which applied to the damaged dams. And this study performed resistivity survey to evaluate the effect of retrofitting dam. Also, this study tries to present the solution which concerned with these common defects in maintenance and design steps.

Transparent Electrode Characteristics of SnO2/AgNi/SnO2 Multilayer Structures (SnO2/AgNi/SnO2 다중층 구조의 투명 전극 특성)

  • Min-Ho Hwang;Hyun-Yong Lee
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.37 no.5
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    • pp.500-506
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    • 2024
  • The transparent electrode characteristics of the SnO2/AgNi/SnO2 (OMO) multilayer structures prepared by sputtering were investigated according to the annealing temperature. Ni-doped Ag of various compositions was selected as the metal layer and heat treatment was performed at 100~300℃ to evaluate the thermal stability of the metals. The manufactured OMO multilayer structures were heat treated for 6 hours at 400~600℃ in an N2 atmosphere. The structural, electrical, and optical properties of the OMO structures before and after annealing were evaluated and analyzed using a UV-VIS spectrophotometer, 4-point probe, XPS, FE-SEM, etc. OMO with Ni-doped Ag shows improved performance due to the reduction of structural defects of Ag during annealing, but OMO structure with pure Ag shows degradation characteristics due to Ag diffusion into the oxide layer during high-temperature annealing. The figure of merit (FOM) of SnO2/Ag/SnO2 was highest at room temperature and gradually decreased as the heat treatment temperature increased. On the other hand, the FOM value of SnO2/AgNi/SnO2 mostly showed its maximum value at high temperature(~550℃). In particular, the FOM value of SnO2/Ag-Ni (3.2 at%)/SnO2 was estimated to be approximately 2.38×10-2-1. Compared to transparent electrodes made of other similar materials, the FOM value of the SnO2/Ag-Ni (3.2 at%)/SnO2 multilayer structure is competitive and is expected to be used as an alternative transparent conductive electrode in various devices.

FEM-based Seismic Reliability Analysis of Real Structural Systems (실제 구조계의 유한요소법에 기초한 지진 신뢰성해석)

  • Huh Jung-Won;Haldar Achintya
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.19 no.2 s.72
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    • pp.171-185
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    • 2006
  • A sophisticated reliability analysis method is proposed to evaluate the reliability of real nonlinear complicated dynamic structural systems excited by short duration dynamic loadings like earthquake motions by intelligently integrating the response surface method, the finite element method, the first-order reliability method, and the iterative linear interpolation scheme. The method explicitly considers all major sources of nonlinearity and uncertainty in the load and resistance-related random variables. The unique feature of the technique is that the seismic loading is applied in the time domain, providing an alternative to the classical random vibration approach. The four-parameter Richard model is used to represent the flexibility of connections of real steel frames. Uncertainties in the Richard parameters are also incorporated in the algorithm. The laterally flexible steel frame is then reinforced with reinforced concrete shear walls. The stiffness degradation of shear walls after cracking is also considered. The applicability of the method to estimate the reliability of real structures is demonstrated by considering three examples; a laterally flexible steel frame with fully restrained connections, the same steel frame with partially restrained connections with different rigidities, and a steel frame reinforced with concrete shear walls.

Cyclic Lond Testing for Strong Axis Joints Connected with SRC Column and RC Beams (SRC기둥-RC보 강축 접합부 상세의 구조성능 평가)

  • Moon, Jeong-Ho;Lee, Kang-Min;Lim, Jae-Hyung;Oh, Kyung-Hwan;Kim, Sung-Ho
    • Journal of the Korea Concrete Institute
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    • v.19 no.4
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    • pp.401-409
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    • 2007
  • The objective of this research is to provide better knowledge on the behavior of strong axis SRC column-RC beam joint, supported by experimental results, that can be broadly applicable to many structures. For this purpose, firstly literature reviews and field survey were made to classify the most commonly used for these types of joints. Then, experimental program was designed and performed including 6 SRC column-RC beam joint specimens designed with various joint details. Using the experimental results obtained from the quasi-static cyclic tests, structural performances of the joints such as hysteretic curves, maximum strength capacities, strength degradation beyond the maximum strength, ductilities, and energy dissipation capacities were investigated. Test results showed that specimens with wide beam shape (RCW-P, RCW-W, RCW-F) and T beam shape (RCT-W) showed better structural performances than the bracket type specimens (HBR-L, HBR-S). These specimens also revealed to have higher strength capacities than the nominal design strength. However, H beam bracket type specimens (HBR-L, HBR-S) need further study both analytically and experimentally to verify the reason for unexpected structural performances.

Initial Stiffness of Beam Column Joints of PCS Structural Systems (PCS 구조 시스템 접합부의 초기 강성에 대한 연구)

  • Park, Soon-Kyu;Kim, Moo-Kyung
    • Journal of the Korea Concrete Institute
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    • v.20 no.3
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    • pp.271-282
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    • 2008
  • Specific joint devices composed of end-plates and through bolts are under development to assemble steel beams to PC columns efficiently by dry construction method for the PCS structural system, of which major structural components are precast concrete columns and steel beams. Seismic performance of the joint devices had been evaluated by experimental tests in the previous studies and it was showed that all the performance requirements regarding to strength deterioration, stiffness degradation and energy dissipation capacity were satisfied to the criteria of ACI requirements, but the initial stiffness was not. In order to find out possible causes of the insufficient rigidity of the joint devices and provide the proper measures to improve the performance of the joint accordingly, numerical analyses were carried out by using ABAQUS. Parameters, such as thickness of neoprene pad, conditions of surface between PC column and end-plate, magnitude of pretension forces of through bolts, stiffness of end-plate were taken into consideration. As the result, it was found that the rigidity of the PCS system was negatively affected by the magnitude of initial gaps between PC columns and end-plates, and insufficient stiffness of neoprene fillers and end plates. In order to improve the initial stiffness performance of the joints, measures such as increase of the magnitude of pretension forces on through bolts and increase of the stiffness of end-plate by reducing the bolt pitch and providing adequate stiffeners are recommended.

Structural Integrity Evaluation of Mechanically Fastened FRP Beams Under the Effects of Sustained Loads and Environments (지속하중과 환경영향을 받은 MF-FRP 보강보의 구조건전성 평가)

  • Lee, Jae-Ha;Kim, Woo-Seok
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.18 no.1
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    • pp.10-18
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    • 2014
  • Mechanically fastening FRP (MF-FRP) strips using nails and anchors, has been shown to provide a more ductile behavior to the strengthened structural element than using bonded FRP. To further advance the state of the knowledge on this strengthening method, the current study examined environmental effects for six months on MF-FRP beams. Reinforced concrete beams strengthened with mechanically fastened FRP strips and subjected to sustained loads for six months were exposed to outdoor weather and constant high temperatures ($40^{\circ}C$). For comparison, the behavior of RC beam with and without sustained loads was evaluated. Results from flexural tests did not show any significant degradation or change of failure mode as a result of sustained load and of environmental effects such as high temperatures and outdoor weather over a period of six months. Failure of the beams was governed by FRP delamination followed by concrete crushing as not much load applied to the nail and anchors because of slip effects.

Studies of Inhibitory Mechanism on Melanogenesis by Partially Purified Asiasari radix in α-MSH Stimulated B16F10 Melanoma Cells (세신추출물이 α-MSH 자극에 의한 B16F10 세포의 멜라닌생성에 미치는 영향)

  • Jang, Ji-Yeon;Kim, Ha-Neui;Kim, Yu-Ri;Kim, Byung-Woo;Choi, Yung-Hyun;Choi, Byung-Tae
    • Journal of Life Science
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    • v.20 no.11
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    • pp.1617-1624
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    • 2010
  • Recently, it has been found that Asiasari radix showed a hypopigmenting effect on melanogenesis through activation of mitogen-activated protein kinase (MEK)/extracellular signal-activated kinase (ERK) in B16F10 melanoma cells. However, the hypopigmenting effect of A. radix on the $\alpha$-melanocyte stimulating hormone ($\alpha$-MSH)-stimulated melanogenesis has remained unknown. The purpose of this study was to investigate the inhibitory mechanism of the partially purified A. radix (PPAR)-induced hypopigmentating effects on $\alpha$-MSH-stimulated melanogenesis in B16F10 mouse melanoma cells. PPAR strongly inhibited tyrosinase activity and leads to decreased melanin synthesis in $\alpha$-MSH-stimulated B16F10 melanoma cells. PPAR also decreased the $\alpha$-MSH-induced over-expression of the melanogenic enzymes, tyrosinase, tyrosinase-related protein (TRP)-1, dopachrome tautomerase (Dct) and microphthalmia-associated transcription factor (MITF). We further showed that PPAR inhibits $\alpha$-MSH-induced melanogenesis via phosphorylation of MEK/ERK and PI3K/Akt, and that their activation was blocked by MEK inhibitors, PD98059 and PI3K inhibitors, LY294002 in $\alpha$-MSH-stimulated B16F10 melanoma cells. These results suggest that PPAR inhibits $\alpha$-MSH-induced melanogenesis by activation of MEK/ERK and PI3K/Akt through MITF degradation, which may lead to down-regulation of tyrosinase.

Characteristics of Flexuarl-Shear Behavior of Beam Using Demonstrated CFRP Rod (국내 시범 생산 CFRP rod를 적용한 보 부재의 휨-전단 특성)

  • Choi, So-Yoeng;Kim, Il-Sun;Choi, Myoung-Sung;Yang, Eun-Ik
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.26 no.5
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    • pp.86-94
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    • 2022
  • Replacement of FRP rod as steel reinforcement has been attracted significantly to prevent the degradation of the concrete structure due to corrosion. So, the technology development to extend the structure's service life by improving FRP properties has been proceeded worldwide. Accordingly, it is necessary to develop Korea's CFRP rod and CFRP grid, including the manufacturing techniques to improve the properties of high-strength and high-stiffness. Moreover, the research should be conducted to evaluate the structural behavior of the beams using the CFRP rod or grid. This study investigates the flexural and shear behavior of reinforced concrete beam using demonstrated CFRP rod as reinforcement according to the reinforcement ratio and shear span to depth ratio. From the results, when the reinforcement ratio is out of a specific range, it is seemed that the effect on performance improvement of the beam using CFRP rod is cancelled or not significant. Meanwhile, when the CFRP rod was used as reinforcement, the possibility of shear failure occurred, even steel stirrups were installed in the beam with CFRP rod as tensile reinforcement according to the Korean Design Standard. Therefore, when the CFRP rod is used as tensile reinforcement in a beam, it should be prepared that a specific limitation of reinforcement ratio and an investigation against shear failure. Also, the ductility of the beam using the CFRP rod is determined by the deformation energy evaluation method. So, the ductility should be investigated by applying the deformation energy evaluation method that reflects the structural behavior of the beam.

Performance Evaluation of the ISDN Subscriber Interface Module in the TDX-1B Switching System (전전자 교환기 TDX-1B ISDN의 가입자 정합 모듈에 대한 성능 평가 및 분석)

  • 박용기;민석기;이태원
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.18 no.12
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    • pp.2001-2012
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    • 1993
  • The addition of ISDN function in an exiting electronic switching system results in structural changes in the user-network interfaces module. The changes may affect the performance of the system. Thus it is one of significant design consigerations not to cause the performance degradation of the system. In order to estimate the prospective performance of the interface module for the ISDN function to be implementation on TDX-IB switching system, the effect of the ISDN user-network interface on the system performance is analyzed to the satisifcation of the goal using an analytical method. And the performance of the proposal system is also analyzed by the measurement using ISDN call simulations, followed by the comparision with the existing system.

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