题名

應用人工智慧技術於港灣構造物自動化辨識管理

作者

洪維屏;韓仁毓;甘翊萱;蔡立宏;李俊穎

关键词
期刊名称

港灣季刊

卷期/出版年月

123期(2022 / 10 / 01)

页次

1 - 11

内容语文

繁體中文

中文摘要

近年來隨著無人飛行載具發展成熟,其具有高度的移動性以及遠距自動導控功能,能夠取代人力快速且輕易到達過去不容易接近的區域,並獲取大量的可視化觀測資訊。另一方面,人工智慧技術在近期有大幅度的發展,透過適當的訓練程序與學習策略,可針對大量數據進行快速的分析與判斷。本研究以無人飛行載具所拍攝之影像資訊,針對港埠設施之反光板、碰墊及車擋,進行單物件及多重物件的模型訓練及辨識測試,並以臺中港為示範港區,驗證本研究提出之方法可應用於港區巡查任務,日後可利用這些資訊建立港區重要設施的監測管理機制,達到以人工智慧技術提升管理效能。

主题分类 工程學 > 水利工程
参考文献
  1. Ammar, A.,Koubaa, A.,Ahmed, M.,Saad, A.(2019).,未出版
  2. Bochkovskiy, A.,Wang, C. Y.,Liao, H. Y. M.(2020).,未出版
  3. Girshick, R.,Donahue, J.,Darrell, T.,Malik, J.(2014).Rich feature hierarchies for accurate object detection and semantic segmentation.Proceedings of the IEEE conference on computer vision and pattern recognition
  4. Li, M.,Zhang, Z.,Lei, L.,Wang, X.,Guo, X.(2020).Agricultural greenhouses detection in high-resolution satellite images based on convolutional neural networks: Comparison of faster rcnn, yolo v3 and ssd.Sensors,20(17),4938.
  5. Liu, Z.,An, J.,Jing, Y.(2011).A simple and robust feature point matching algorithm based on restricted spatial order constraints for aerial image registration.IEEE Transactions on Geoscience and Remote Sensing,50(2),514-527.
  6. Malik, Z.,Siddiqi, I.(2014).Detection and recognition of traffic signs from road scene images.2014 12th International Conference on Frontiers of Information Technology
  7. Redmon, J.,Divvala, S.,Girshick, R.,Farhadi, A.(2016).You only look once: Unified, real-time object detection.Proceedings of the IEEE conference on computer vision and pattern recognition
  8. Tsai, C. H.,Lin, Y. C.(2017).An accelerated image matching technique for UAV orthoimage registration.ISPRS Journal of Photogrammetry and Remote Sensing,128,130-145.
  9. Wang, C. Y.,Liao, H. Y. M.,Wu, Y. H.,Chen, P. Y.,Hsieh, J. W.,Yeh, I. H.(2020).CSPNet: A new backbone that can enhance learning capability of CNN.Proceedings of the IEEE/CVF conference on computer vision and pattern recognition workshops
  10. Wang, Wanguo,Tian, Bing,Liu, Yue(2017).Research on recognition of small power components in UAV patrol image based on RC.Journal of Geo-Information Science,2
  11. Zhuo, X.,Koch, T.,Kurz, F.,Fraundorfer, F.,Reinartz, P.(2017).Automatic UAV image georegistration by matching UAV images to georeferenced image data.Remote Sensing,9(4),376.