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Pavement defects such as cracks, net cracks, and pit slots can cause potential traffic safety problems. The timely detection and identification play a key role in reducing the harm of …
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Detecting and repairing pavement cracks is essential to ensure road safety and longevity. Traditional inspection and maintenance methods are time-consuming, expensive …
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a) Asphalt Pavement: Asphalt pavements are prone to cracking, potholes, and oxidation. It appears over time due to weather exposure and the vehicle weight. b) Concrete …
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Automatic pavement crack segmentation plays a critical role in the field of defect inspection. Although recent segmentation-based CNNs studies showed a promising pavement …
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However, in practical application, the road background 2 Wireless Communications and Mobile Computing. is complex and there are many noises, so there are few algo- ... and use the …
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Machine learning techniques for pavement distress classification have shown promising results. Studies ... Section IV presents case studies of the practical application of the BCNN …
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In recent years, machine vision and machine learning-based techniques have emerged as promising approaches for pavement crack detection, classification, and characterization, …
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The rise of machine learning and deep learning, as well as the introduction of convolutional neural network (CNN), is a major breakthrough in the computer vision (CV) [12], …
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1. Cut slots using a diamond-bladed slot cutting machine unless the pavement is to have a bonded concrete overlay, in which case a carbide milled slot is acceptable. 2. Remove the …
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The proposed crack detection system is capable of high-precision tasks and can be integrated into smart city applications. The pavement crack parameters were extracted using …
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Pavement crack image acquisition methods and crack extraction algorithms: A review ... which makes it difficult to meet the practical needs. The research on automatic …
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Image-based pavement crack detection methods can be categorized into two types: digital image processing [[3], [4], [5]] and deep learning [[6], [7], [8]]. Digital image processing …
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Transverse cracking in flexible pavements poses significant challenges to road infrastructure, impacting durability and increasing maintenance costs. This study addresses …
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At present, the repair of cracks is still implemented manually, which has the problems of low identification efficiency and high labor cost. Crack detection is the key to …
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These can be a result of both pavement fatigue, reflective cracking, and/or poor joint construction. Joints are generally the least dense areas of a pavement. FIX: Less severe cracks measuring …
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The results of experimental tests and case studies show that the proposed approach demonstrates the potential of innovative deep learning methods in automatically …
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For this reason, the objective of this study is to set up a supervised machine learning (ML)-based method for the identification and classification of the SHS of a differently cracked road...
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In pavement crack segmentation, multidimensional topology enables a thorough and precise capture of both crack and background features. This approach ensures comprehensive …
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However, existing crack severity measurements and practical crack indices primarily rely on a limited set of crack features, such as the cracking area ratio in Inkoom et al. …
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Model NO.: FGS-500 Type: Sealing Machine Object: Asphalt Concrete Pavement Moving Type: Semi-Fixed Automatic Grade: Automatic Certification: ISO9001: 2000
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As a practical concern cracks are only sealed or filled when greater than 3 mm (0.1 inches) or up to 25 mm (1 inch) [21]. Second, for pavement crack surveys, crack detection can …
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• Cut slots approximately perpendicular to the longitudinal joint or crack using a slot cutting machine or walk-behind saw. Unlike dowel bar retrofit, precision alignment is not critical since …
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A. Types of Pavement Failure Some of the types of pavement failure are: 1. Cracking Cracking is one of the most common types of pavement failure. The nature of the …
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Sealcoating: SealMaster offers self propelled, trailer and skid mounted spray, squeegee and dual sealcoat application machines. Crack Repair: Choose from direct fire melters, oil-jacketed …
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Rgm-300 Crack Grooving Machine Concrete Road Grooving Machine, Find Complete Details about Rgm-300 Crack Grooving Machine Concrete Road Grooving Machine,Asphalt Concrete …
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Thanks to the development of deep learning, the use of data-driven methods to detect pavement distresses has become an active research field. This research makes four …
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Throughout recent decades, pavement surface crack detection has evolved with the following stages: (1) Manual Detection.This refers to visual detection of the pavement surface …
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Pavement cracks affect the structural stability and safety of roads, making accurate identification of crack for assessing the extent of damage and evaluating road health. …
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