Source localization;
received signal strength (RSS);
least squared relative error (LSRE);
semidefinite programming (SDP);
D O I:
10.1109/LSP.2020.3005298
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:
Research on received signal strength (RSS) based localization has received a lot of attention from both academia and industry because of its low complexity and high efficiency. In this letter, the RSS based localization problem when the transmit power is unknown, is addressed based on the least squared relative error (LSRE) estimation. By taking exponential transformation, the original log-normal RSS measurement model is transformed into a multiplicative model, which is used to formulate a non-convex LSRE estimation problem with the source location and the transmit power as variables. We then apply semidefinite relaxation (SDR) to the non-convex LSRE problem to obtain a convex semidefinite programming (SDP) problem. To facilitate SDR, we introduce two compound variables constructed by the source location and the transmit power, and then estimate the two compound variables instead of directly estimating the source location and the transmit power. The source location estimate is recovered according to its relation with the compound variable. Both simulations and real field test demonstrate the superior performance of the proposed method over several existing methods.
机构:
Hong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Chen, Kani
;
Lin, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Lin, Yuanyuan
;
Wang, Zhanfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Stat & Finance, Hefei 230026, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Wang, Zhanfeng
;
Ying, Zhiliang
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Stat, New York, NY 10027 USAHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, 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
Ouyang, Robin Wentao
;
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
;
Lea, Chin-Tau
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
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Tang, Weisheng
;
Ma, Xiaoyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Ma, Xiaoyuan
;
Huang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Huang, Jun
;
Wei, Jianming
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
机构:
Hong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Chen, Kani
;
Lin, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Lin, Yuanyuan
;
Wang, Zhanfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Stat & Finance, Hefei 230026, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
Wang, Zhanfeng
;
Ying, Zhiliang
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Stat, New York, NY 10027 USAHong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, 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
Ouyang, Robin Wentao
;
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
;
Lea, Chin-Tau
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
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Tang, Weisheng
;
Ma, Xiaoyuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Ma, Xiaoyuan
;
Huang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
Huang, Jun
;
Wei, Jianming
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R ChinaChinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China