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    Vision-Based Detection Method for Construction Site Monitoring by Integrating Data Augmentation and Semisupervised Learning 

    Source: Journal of Construction Engineering and Management:;2024:;Volume ( 150 ):;issue: 005:;page 04024027-1
    Author(s): Mengnan Shi; Chen Chen; Bo Xiao; JoonOh Seo
    Publisher: ASCE
    Abstract: Training deep learning models for vision-based monitoring of construction sites usually requires a large amount of labeled data. Semisupervised learning methods can efficiently obtain unlabeled data with substantial cost ...
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    Accelerated Earth-Rockfill Dam Compaction by Collaborative Operation of Unmanned Roller Fleet 

    Source: Journal of Construction Engineering and Management:;2022:;Volume ( 148 ):;issue: 007:;page 04022046
    Author(s): Mengnan Shi; Jiajun Wang; Qihu Li; Bo Cui; Shiwei Guan; Tuocheng Zeng
    Publisher: ASCE
    Abstract: The use of unmanned rollers for the compaction of the earth-rockfill dams is of great significance. However, collaborative control of multiple unmanned rollers at the construction site, enabling each unmanned roller to ...
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