TY - GEN
T1 - A Multi-UAVs' Trajectory data Compression Method Based on 3D-SPM Algorithm
AU - Yuan, Dongdong
AU - Wang, Yankai
N1 - Publisher Copyright:
© 2020 Technical Committee on Control Theory, Chinese Association of Automation.
PY - 2020/7
Y1 - 2020/7
N2 - With the widespread use of the Global Positioning System (GPS) in engineering fields such as UAVs' military operations, environmental reconnaissance, aerial photography, traffic monitoring, target tracking, long-range strike, circuit inspection, and geographic mapping, collected UAVs' trajectory data grows exponentially. However, massive UAVs' trajectory data will bring huge challenges to storage, transmission, query, analysis and mining. At the same time, the cost of data and trajectory processing limit their applications. Therefore, this paper designs a multi-UAVs' trajectory data compression method based on the 3D-SPM algorithm. On the basis of the trajectory data, the 3D-SPM algorithm is used to compress the trajectory data to reduce the storage space, which can realize the use of the obtained trajectory data to complete the UAVs' trajectory data compression. Simulation experiments show that the above trajectory compression algorithm maintains the important characteristics of the original path (adding compression rate, length loss rate, most Optimization index), can achieve fast compression, simplify the trajectory, and greatly reduce the storage space.
AB - With the widespread use of the Global Positioning System (GPS) in engineering fields such as UAVs' military operations, environmental reconnaissance, aerial photography, traffic monitoring, target tracking, long-range strike, circuit inspection, and geographic mapping, collected UAVs' trajectory data grows exponentially. However, massive UAVs' trajectory data will bring huge challenges to storage, transmission, query, analysis and mining. At the same time, the cost of data and trajectory processing limit their applications. Therefore, this paper designs a multi-UAVs' trajectory data compression method based on the 3D-SPM algorithm. On the basis of the trajectory data, the 3D-SPM algorithm is used to compress the trajectory data to reduce the storage space, which can realize the use of the obtained trajectory data to complete the UAVs' trajectory data compression. Simulation experiments show that the above trajectory compression algorithm maintains the important characteristics of the original path (adding compression rate, length loss rate, most Optimization index), can achieve fast compression, simplify the trajectory, and greatly reduce the storage space.
KW - 3D-SPM Algorithm
KW - Multiple UAVs' Trajectory Data Compression
KW - Reduce the Storage Space
KW - Trajectory Data
UR - http://www.scopus.com/inward/record.url?scp=85091395323&partnerID=8YFLogxK
U2 - 10.23919/CCC50068.2020.9188961
DO - 10.23919/CCC50068.2020.9188961
M3 - Conference contribution
AN - SCOPUS:85091395323
T3 - Chinese Control Conference, CCC
SP - 6874
EP - 6880
BT - Proceedings of the 39th Chinese Control Conference, CCC 2020
A2 - Fu, Jun
A2 - Sun, Jian
PB - IEEE Computer Society
T2 - 39th Chinese Control Conference, CCC 2020
Y2 - 27 July 2020 through 29 July 2020
ER -