UAV-lidar aids automatic intelligent powerline inspection
被引:79
作者:
Guan, Hongcan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Guan, Hongcan
[1
,2
]
Sun, Xiliang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Sun, Xiliang
[1
,2
]
Su, Yanjun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Su, Yanjun
[1
,2
]
Hu, Tianyu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Hu, Tianyu
[1
,2
]
Wang, Haitao
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Ctr Geospatial Informat Technol, Blacksburg, VA 24061 USAChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Wang, Haitao
[3
]
Wang, Heping
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Gen Aviat Co Ltd, Beijing 100031, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Wang, Heping
[4
]
Peng, Chigang
论文数: 0引用数: 0
h-index: 0
机构:
UAV Cruise Ctr Guangdong Power Grid, Guangzhou 510160, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Peng, Chigang
[5
]
Guo, Qinghua
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Coll Urban & Environm Sci, Inst Ecol, Beijing 100871, Peoples R ChinaChinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
Guo, Qinghua
[6
]
机构:
[1] Chinese Acad Sci, Inst Bot, State Key Lab Vegetat & Environm Change, Beijing 100093, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Virginia Tech, Ctr Geospatial Informat Technol, Blacksburg, VA 24061 USA
[4] State Grid Gen Aviat Co Ltd, Beijing 100031, Peoples R China
[5] UAV Cruise Ctr Guangdong Power Grid, Guangzhou 510160, Peoples R China
[6] Peking Univ, Coll Urban & Environm Sci, Inst Ecol, Beijing 100871, Peoples R China
Powerline inspection;
Intelligent;
Unmanned aerial vehicle;
Deep learning;
Lidar;
LINE INSPECTION;
AIRBORNE;
EXTRACTION;
SYSTEM;
CLASSIFICATION;
VEGETATION;
PHOTOGRAMMETRY;
URBANIZATION;
PLATFORM;
VEHICLE;
D O I:
10.1016/j.ijepes.2021.106987
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
In recent decades, a substantial increase in electricity demand has put pressure on powerline systems to ensure an uninterrupted power supply. In order to prevent power failures, timely and thorough powerline inspections are needed to detect possible anomalies in advance. In the past few years, the emerging unmanned aerial vehicle (UAV)-mounted sensors (e.g. light detection and ranging/lidar, optical cameras, infrared cameras, and ultraviolet cameras) have provided rich data sources for comprehensive and accurate powerline inspections. A challenge that still hinders the use of UAVs in powerline inspection is that their operation is highly dependent on the pilot?s experience, which may pose risks to the safety of the powerline system and reduce inspection efficiency. An intelligent automatic inspection solution could overcome the limitations of current UAV-based inspection solutions. The main objective of this paper is to provide a contemporary look at the current state-of-the-art UAVbased inspections as well as to discuss a potential lidar-supported intelligent powerline inspection concept. Overall, standardized protocols for lidar-supported intelligent powerline inspections include four data analysis steps, i.e., point cloud classification, key point extraction, route generation, and fault detection. To demonstrate the feasibility of the proposed concept, we implemented a workflow using a dataset of 3536 powerline spans, showing that the inspection of a single powerline span could be completed in 10 min with only one or two technicians. This demonstrates that lidar-supported intelligent inspection can be used to inspect a powerline system with extremely high efficiency and low costs.
机构:
Curtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
Buters, Todd M.
Belton, David
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, Spatial Sci Sch Earth & Planetary Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
Belton, David
Cross, Adam T.
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R China
Fuzhou Univ, Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350000, Fujian, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Chen, Chi
Yang, Bisheng
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Yang, Bisheng
Song, Shuang
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Song, Shuang
Peng, Xiangyang
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Grid Corp, Elect Power Res Inst, Guangzhou 510080, Guangdong, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Peng, Xiangyang
Huang, Ronggang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, State Key Lab Geodesy & Earths Dynam, Wuhan 430077, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Chen, Shichao
Wang, Cheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Wang, Cheng
Dai, Huayang
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Dai, Huayang
Zhang, Hebing
论文数: 0引用数: 0
h-index: 0
机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454003, Henan, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Zhang, Hebing
Pan, Feifei
论文数: 0引用数: 0
h-index: 0
机构:
Univ North Texas, Dept Geog & Environm, Denton, TX 76203 USAChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Pan, Feifei
Xi, Xiaohuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Xi, Xiaohuan
Yan, Yueguan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Yan, Yueguan
Wang, Pu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Wang, Pu
Yang, Xuebo
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Yang, Xuebo
Zhu, Xiaoxiao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Zhu, Xiaoxiao
Aben, Ardana
论文数: 0引用数: 0
h-index: 0
机构:
Kazakh Natl Res Tech Univ, Alma Ata 050013, KazakhstanChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
机构:
Curtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
Buters, Todd M.
Belton, David
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, Spatial Sci Sch Earth & Planetary Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
Belton, David
Cross, Adam T.
论文数: 0引用数: 0
h-index: 0
机构:
Curtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, AustraliaCurtin Univ, ARC Ctr Mine Site Restorat, Sch Mol & Life Sci, Kent St, Bentley, WA 6102, Australia
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R China
Fuzhou Univ, Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350000, Fujian, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Chen, Chi
Yang, Bisheng
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Yang, Bisheng
Song, Shuang
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Wuhan Univ, Minist Educ China, Engn Res Ctr Spatiotemporal Data Smart Acquisit &, Wuhan 430079, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Song, Shuang
Peng, Xiangyang
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Grid Corp, Elect Power Res Inst, Guangzhou 510080, Guangdong, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
Peng, Xiangyang
Huang, Ronggang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, State Key Lab Geodesy & Earths Dynam, Wuhan 430077, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Hubei, Peoples R China
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Chen, Shichao
Wang, Cheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Wang, Cheng
Dai, Huayang
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Dai, Huayang
Zhang, Hebing
论文数: 0引用数: 0
h-index: 0
机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454003, Henan, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Zhang, Hebing
Pan, Feifei
论文数: 0引用数: 0
h-index: 0
机构:
Univ North Texas, Dept Geog & Environm, Denton, TX 76203 USAChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Pan, Feifei
Xi, Xiaohuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Xi, Xiaohuan
Yan, Yueguan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Yan, Yueguan
Wang, Pu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Wang, Pu
Yang, Xuebo
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Yang, Xuebo
Zhu, Xiaoxiao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China
Zhu, Xiaoxiao
Aben, Ardana
论文数: 0引用数: 0
h-index: 0
机构:
Kazakh Natl Res Tech Univ, Alma Ata 050013, KazakhstanChina Univ Min & Technol Beijing, Coll Geosci & Surveying Engn, Beijing 100083, Peoples R China