An UWB ranging method based on wavelet packet decomposition
被引:3
作者:
Li, Juan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R ChinaChina Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R China
Li, Juan
[1
]
Cui, Xue-rong
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R ChinaChina Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R China
Cui, Xue-rong
[1
]
Zhang, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Ocean Univ China, Dept Elect Engn, Qingdao, Peoples R ChinaChina Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R China
Zhang, Hao
[2
]
Gulliver, T. Aaron
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victoria, Dept Elect & Comp Engn, Victoria, BC, CanadaChina Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R China
Gulliver, T. Aaron
[3
]
机构:
[1] China Univ Petr East China, Dept Comp & Commun Engn, Qingdao, Peoples R China
[2] Ocean Univ China, Dept Elect Engn, Qingdao, Peoples R China
Ranging estimation;
Energy detection;
Wavelet packet decomposition;
Eigenvectors;
Back propagation artificial neural network;
TOA ESTIMATION;
D O I:
10.1016/j.neucom.2016.10.099
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
In wireless sensor networks (WSNs), precise ranging or positioning using Ultra-Wideband (UWB) signal attracts a wide research interest. The advantages of non-coherent energy detection (ED) are low sampling rate and low complexity, but the traditional energy detection schemes only analyze UWB signal in time domain, so the ranging or positioning error is large. In this paper, a novel ranging method is proposed which analyzes UWB signal in joint time-frequency domain. In this method, wavelet packet decomposition (WPD) is used to get the energy distributions in different sub-bands, and then back propagation artificial neural network (BP-ANN) is utilized to establish the mapping relationship between energy distributions and transmission ranges. The simulation results show that the ranging error of the trained BP-ANN in this method is significantly less than the traditional ED methods. (C) 2017 Elsevier B.V. All rights reserved.
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Xu, Allen Yi-Zhi
;
Au, Edward K. S.
论文数: 0引用数: 0
h-index: 0
机构:Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Au, Edward K. S.
;
Wong, Albert Kai-Sun
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Wong, Albert Kai-Sun
;
Wang, Qin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Beijing 100083, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
机构:
Department of Information Science and Engineering, Ocean University of China, Qing Dao
Department of Computer and Communication Engineering, China University of Petroleum (East China), Qing DaoDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
Cui, Xue-rong
;
Zhang, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Department of Information Science and Engineering, Ocean University of China, Qing DaoDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
Zhang, Hao
;
Aaron Gulliver, T.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Electrical Computer Engineering, University of Victoria, VictoriaDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
机构:
Ocean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
Univ Victoria, Dept Elect Comp Engn, Victoria, BC, CanadaOcean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
Zhang, Hao
;
Cui, Xue-rong
论文数: 0引用数: 0
h-index: 0
机构:
Ocean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
China Univ Petr E Chinxa, Dept Comp & Commun Engn, Qingdao, Peoples R ChinaOcean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Xu, Allen Yi-Zhi
;
Au, Edward K. S.
论文数: 0引用数: 0
h-index: 0
机构:Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Au, Edward K. S.
;
Wong, Albert Kai-Sun
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
Wong, Albert Kai-Sun
;
Wang, Qin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Beijing 100083, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Kowloon, Hong Kong, Peoples R China
机构:
Department of Information Science and Engineering, Ocean University of China, Qing Dao
Department of Computer and Communication Engineering, China University of Petroleum (East China), Qing DaoDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
Cui, Xue-rong
;
Zhang, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Department of Information Science and Engineering, Ocean University of China, Qing DaoDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
Zhang, Hao
;
Aaron Gulliver, T.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Electrical Computer Engineering, University of Victoria, VictoriaDepartment of Information Science and Engineering, Ocean University of China, Qing Dao
机构:
Ocean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
Univ Victoria, Dept Elect Comp Engn, Victoria, BC, CanadaOcean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
Zhang, Hao
;
Cui, Xue-rong
论文数: 0引用数: 0
h-index: 0
机构:
Ocean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China
China Univ Petr E Chinxa, Dept Comp & Commun Engn, Qingdao, Peoples R ChinaOcean Univ China, Dept Informat Sci & Engn, Qingdao, Peoples R China