• Title/Summary/Keyword: pavement inspection

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Asphalt Concrete Pavement Surface Crack Detection using Convolutional Neural Network (합성곱 신경망을 이용한 아스팔트 콘크리트 도로포장 표면균열 검출)

  • Choi, Yoon-Soo;Kim, Jong-Ho;Cho, Hyun-Chul;Lee, Chang-Joon
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.23 no.6
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    • pp.38-44
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    • 2019
  • A Convolution Neural Network(CNN) model was utilized to detect surface cracks in asphalt concrete pavements. The CNN used for this study consists of five layers with 3×3 convolution filter and 2×2 pooling kernel. Pavement surface crack images collected by automated road surveying equipment was used for the training and testing of the CNN. The performance of the CNN was evaluated using the accuracy, precision, recall, missing rate, and over rate of the surface crack detection. The CNN trained with the largest amount of data shows more than 96.6% of the accuracy, precision, and recall as well as less than 3.4% of the missing rate and the over rate.

An Experimental Study on Evaluation Methods for Scaling Resistance of Cement Concrete Pavement (시멘트 콘크리트 포장의 스케일링 저항성 평가방법에 관한 실험적 연구)

  • Lee, Hyeon-Gi;Oh, Hong-Seob;Sim, Jong-Sung;Shim, Jae-Won
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.19 no.3
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    • pp.30-38
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    • 2015
  • In cold-climate regions, deicing agents is used for smooth traffic on the road due to freezing and snowdrift in winter. The use of de-icing salts has resulted in the accelerated scaling damage of concrete with salt damage under freezing and thawing condition. Scaling is the deterioration of concrete where in the paste-mortar structure delaminates in flakes from the surface of the concrete. Due to such damage, concrete pavement causes various problems such as early deterioration according to the decrease in the thickness of cover concrete and user's stability issues. Accordingly, various tests and evaluation methods have been suggested in order to evaluate these phenomena in other countries. However, there have been no regulations for the evaluation method in South Korea, and related studies are also very rare. Therefore, in this study, the evaluation methods proposed by each institution and country were investigated and the experiments were performed according to each regulation, followed by the comparison and analysis of the results. Furthermore, this study aims to suggest the optimized experimental method adopted to domestic field through the discussion of such experimental methods and results.

LCC Analysis of Steel Plate Bridge Deck Pavement Through Internalization of Improved Functions (기능 개선의 내재화를 통한 강상판 교면포장의 LCC 분석)

  • Baek, Jae Wook;Park, Tae Hyo
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.15 no.5
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    • pp.113-123
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    • 2011
  • LCC analysis is a method that coordinates with function evaluation for value improvement, rather than a separate one for cost evaluation. Although its accuracy is rising, materials and structural types developed or applied relatively recently have yet to obtain a sufficient maintenance profile DB, inducing reliability to reduce from difficulties in estimating maintenance records. Based on the above mentioned background, this paper presents the LCC methodology of coordinating functional intensification matters with cost for analysis on alternatives with difficulties in setting maintenance profile. Recently, steel plate bridge deck pavements are faced with problems such as plastic deformation due to the increase in heavy vehicles and traffic, promoting the development of a new compound pavement. This paper execute LCC analysis by mentioning case studies of SMA, Guss and PSMA pavements to include performance scale compared between alternatives as relative evaluation coefficients into the maintenance profile.

Development of Domestic Pattern Frame Method for Skid Resistance Pavement (미끄럼 방지 도로 포장을 위한 국내형 패턴 프레임 공법 개발)

  • Lee, TaeMin;Choi, HaJin
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.25 no.2
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    • pp.58-65
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    • 2021
  • As increasing social needs of pavement maintenance, pattern frame method has been constructed in Korea. The pattern frame not only increases the skid resistance of pavements but also improve the scenery. However, construction of the pattern frame currently relies on imported materials. In this paper, we localize the materials used in pattern frame and conduct performance verification on them. The important performance indicators are the adhesion strength of undercoating materials and the skid resistance of finished pattern frames. The adhesion strength was targeted at 1.4MPa, and the localization alternative material met the target performance with 2.35MPa, the skid resistance performance was targeted at 40BPN, and the localization alternative material met the target performance with 75BPN. In the case of localized materials, approximately 40% cost reduction (per 1m2)compared to imported materials was confirmed.

A Study on Approximate Analysis of Steel Deck Bridges with Guss Asphalt Using Influence Line (영향선을 이용한 강상판 교량의 구스 아스팔트 포장에 대한 근사해석 연구)

  • Seo, Ki-Hong;Ka, Hoon;Kong, Min-Sik;Yhim, Sung-Soon
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.10 no.4
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    • pp.127-135
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    • 2006
  • In this study, steel deck bridges are chosen as analytic model to show the structural behaviors generated by high temperature of pavement and to formulate the simplified approximate analysis of thermal effects. In general, the thermal effect is changed by the material property of pavements and environmental temperature as well as shape, size and boundary conditions of bridge. Specially, this effect is the representative initial stress problem dependent on time. The thermal effect, however, does not depend on time and thermal effect is regarded as initial load in this study. After these thermal loading is modelled as moving loads, influence lines of reactions of shoes are calculated and the successive pavement steps with arbitrary segments are determined to minimize the thermal effect of shoes by influence line.

Steel Design of Continuously Reinforced Concrete Pavement based on the Width of Transverse Crack (횡방향 균열 폭에 기초한 연속철근 콘크리트포장의 철근설계)

  • Kim, Kyeong-Jin;Kim, Dong-Ho
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.13 no.1 s.53
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    • pp.106-114
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    • 2009
  • The steel design based on the width of transverse crack which is the major factor to affect a long-term performance of continuously reinforced concrete pavement was developed. For this study, twenty-one cities of Texas were selected and the temperature data was collected at those locations during the past ten years. From the data, zero-stress temperatures were calculated by the PavePro program and the widths of transverse crack were analyzed by the CRCP program. The variables used to this numerical analysis were slab thickness, coefficient of thermal expansion of concrete, steel ratio, and design temperature. The total of 448 factorial runs were made and the regression analysis was performed using the results. Steel ratios from the regression equations were backcalculated and a steel design table was proposed.

The Physical Properties of Polymer Concrete for Ultra Thin Bridge Deck Pavement (초박층 교면포장용 폴리머 콘크리트의 물리적 특성)

  • Kim, Hyeon Jun;Son, Yeong Hyo;Han, Bum Jin;Jung, Ji Eun;Park, Sun Kyu
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.17 no.3
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    • pp.74-81
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    • 2013
  • This research was performed to identify physical properties of polysulfide epoxy polymer concrete for ultra-thin bridge deck pavement, and improve domestic applicability. With the optimum mix ratio determined from mixing experiments of polymer concretes, compressive, flexural, and bond strength were tested to identify its strength properties along with the freezing-thawing resistance test to evaluate its durability in harsh environments. As a result, the tested polymer concretes showed excellent performance in strength and deflection characteristic and all tested strength satisfied the criteria of American Concrete Institute. Moreover, it had better performance under variable temperatures comparing to other existing pavement materials. By the results of freezing-thawing resistance test and strength measurement for specimens underwent the freezing-thawing process, it can be judged that there is no such problem to the concrete's durability. In conclusion, the newly developed polymer concrete in this research has appropriate properties for use in ultra-thin pavement on bridge deck, and moreover it has superior applicability in comparison with former materials due to its improved temperature sensitivity.

Preliminary Evaluation of Subsurface Cavity and Road Cave-in Potentials Based on FWD Deflections (FWD 처짐량 기반 도로 공동 및 함몰 위험도 평가 기초 연구)

  • Kim, Tae-Woo;Yoon, Jin-Sung;Lee, Chang Min;Baek, Jongeun;Choi, Yeon-Woo
    • International Journal of Highway Engineering
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    • v.19 no.5
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    • pp.59-68
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    • 2017
  • PURPOSES : The objective of this study is to evaluate the potential risk level of road cave-ins due to subsurface cavities based on the deflection basin measured with falling weight deflectometer (FWD) tests. METHODS: Ground penetrating radar (GPR) tests were conducted to detect road cavities. Then FWD tests were conducted on 13 pavement test sections with and without a cavity. FWD deflections and a deflection ratio was used to evaluate the effect of geometry of the cavity and pavement for road cave-in potentials. RESULTS : FWD deflection of cavity sections measured at 60 cm or a closer offset distance to a loading center were 50% greater than more robust sections. The average deflection ratio of the cavity sections to robust sections were 1.78 for high risk level cavities, 1.51 for medium risk level cavities, and 1.16 for low risk level cavities. The relative remaining service life of pavement with a cavity evaluated with an surface curvature index (SCI) was 8.1% for the high level, 21.8% for the medium level, and 89.8% compared to pavement without a cavity. CONCLUSIONS : FWD tests can be applied to detect a subsurface cavity by comparing FWD deflections with and without a cavity measured at 60 cm or a closer offset distance to loading center. In addition, the relative remaining service life of cavity sections based on the SCI can used to evaluate road cave-in potentials.

Durability of Concrete Reinforced by Polypropylene Fivers (합성섬유보강 콘크리트의 내구특성)

  • 박제선;정영화;윤경구;이주형
    • Proceedings of the Korea Concrete Institute Conference
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    • 1999.04a
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    • pp.449-454
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    • 1999
  • Pavement concrete subjected to severe environmental condition may be vulnerable to frost attack practically where de-icing chemicals are used. This study focused on the investigation of durability characteristics of pavement concrete incorporation polypropylene fibers and application feasibility of these into the pavements of local roads and highway. A series of labortory tests were performed with main experimental variable such as fiber types, fiber contents. and type of concrete mix. The test of compressive strength was executed as primary tests, before the durability tests such as a scaling resistance were performed. De-icing salt resistance test was progressed by recycling freeze and thaw in the presence of a 4% calcium chloride solution. The deteriorated surfaces were rated by visual inspection and the loss weight were measured at every 5 cycles.

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Damage inspection and performance evaluation of Jilin highway double-curved arch concrete bridge in China

  • Naser, Ali Fadhil;Zonglin, Wang
    • Structural Engineering and Mechanics
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    • v.39 no.4
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    • pp.521-539
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    • 2011
  • Jilin highway concrete bridge is located in the center of Jilin City, which is positioned in the middle part in Jilin Province in the east north of China. This bridge crosses the Songhua River and connects the north and the south of Jilin City. The main purpose of damages inspection of the bridge components is to ensure the safety of a bridge and to identify any maintenance, repair, or strengthening which that need to be carried out. The damages that occur in reinforced concrete bridges include different types of cracks, scalling and spalling of concrete, corrosion of steel reinforcement, deformation, excessive deflection, and stain. The main objectives of this study are to inspect the appearance of Jilin highway concrete bridge and describe all the damages in the bridge structural members, and to evaluate the structural performance of the bridge structure under dead and live loads. The tests adopted in this study are: (a) the depth of concrete carbonation test, (b) compressive strength of concrete test, (c) corrosion of steel test, (d) static load test, and (e) dynamic load test. According to the damages inspection of the bridge structure appearance, most components of the bridge are in good conditions with the exception arch waves, spandrel arch, deck pavement of new arch bridge, and corbel of simply supported bridge which suffer from serious damages. Load tests results show that the deflection, strain, and cracks development satisfy the requirements of the standards.