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2020 | OriginalPaper | Buchkapitel

Nonlinear Multi-system Interactive Positioning Algorithms

verfasst von : Xin-xin Ma, Ping-ke Deng, Xiao-guang Zhang

Erschienen in: Communications, Signal Processing, and Systems

Verlag: Springer Singapore

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Abstract

The Bayesian probabilistic observation model is established by using the interactive input of multi-system observation data. The positioning information between multi-system is directly interacted. The non-linear problem of the observation system is solved by the extended Kalman filter theory. Moreover, the system probability is updated in real time by using the filtering innovation and variance of each system, and the estimated results are fused with each weight to output. The simulation results show that the proposed algorithm has better stability and adaptability than the traditional location algorithm under the same observation conditions.

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Literatur
1.
Zurück zum Zitat Hui L (2006) The status quo and trend of target tracking based on interactive multiple model. Fire Control Command Control 31(11):865–868 Hui L (2006) The status quo and trend of target tracking based on interactive multiple model. Fire Control Command Control 31(11):865–868
2.
Zurück zum Zitat Blom HAP, Bar-shalom Y (1988) The interacting multiple model algorithm for systems with Markovian switching coefficients. IEEE Trans Auto Control 33(8):780–783CrossRef Blom HAP, Bar-shalom Y (1988) The interacting multiple model algorithm for systems with Markovian switching coefficients. IEEE Trans Auto Control 33(8):780–783CrossRef
3.
Zurück zum Zitat Can Sun, Jianping X, Haozhe L et al (2012) S-IMM: switched IMM algorithm for maneuvering target tracking. J Convergence Inf Technol 14(7):461–468 Can Sun, Jianping X, Haozhe L et al (2012) S-IMM: switched IMM algorithm for maneuvering target tracking. J Convergence Inf Technol 14(7):461–468
4.
Zurück zum Zitat Liang C, Junwei Y, Xiaodi S (2013) Model-set adaptive algorithm of variable structure multiple-model based on K-L criterion. Syst Eng Electron 35(12):2459–2466 Liang C, Junwei Y, Xiaodi S (2013) Model-set adaptive algorithm of variable structure multiple-model based on K-L criterion. Syst Eng Electron 35(12):2459–2466
5.
Zurück zum Zitat Guixi L, Enke G, Chunyu F (2007) Tracking algorithms based on improved interacting multiple model particle filter. J Electron Inf Technol 29(12):2810–2813 Guixi L, Enke G, Chunyu F (2007) Tracking algorithms based on improved interacting multiple model particle filter. J Electron Inf Technol 29(12):2810–2813
6.
Zurück zum Zitat Xiaobing L, Hongqiang W, Xiang L (2005) Interacting multiple model algorithm with adaptive markov transition probabilities. J Electron Inf Technol 27(10):1539–1541 Xiaobing L, Hongqiang W, Xiang L (2005) Interacting multiple model algorithm with adaptive markov transition probabilities. J Electron Inf Technol 27(10):1539–1541
7.
Zurück zum Zitat Weidong Z, Jianan C, Long S (2014) Interacting multiple model with optimal mode transition matrix. J Harbin Inst Technol 46(11):101–106MathSciNetMATH Weidong Z, Jianan C, Long S (2014) Interacting multiple model with optimal mode transition matrix. J Harbin Inst Technol 46(11):101–106MathSciNetMATH
8.
Zurück zum Zitat Zhigang L, Jinkuan W (2012) Interacting multiple sensor filter for sensor networks. Acta Electron Sin 40(4):724–728 Zhigang L, Jinkuan W (2012) Interacting multiple sensor filter for sensor networks. Acta Electron Sin 40(4):724–728
9.
Zurück zum Zitat Zhigang L, Jinkuan W, Yanbo X (2012) Interacting multiple sensor filter. Signal Process 92:2180–2186CrossRef Zhigang L, Jinkuan W, Yanbo X (2012) Interacting multiple sensor filter. Signal Process 92:2180–2186CrossRef
10.
Zurück zum Zitat Liu M, Tang X, Zheng S et al (2013) Filtering of nonlinear systems with measurement loss by RUKF-IMM. J Huazhong Univ Sci Technol (Nat Sci Edition) 41(5):57–63MathSciNet Liu M, Tang X, Zheng S et al (2013) Filtering of nonlinear systems with measurement loss by RUKF-IMM. J Huazhong Univ Sci Technol (Nat Sci Edition) 41(5):57–63MathSciNet
11.
Zurück zum Zitat Weidong Z, Mengmeng L, Yongjiang Y (2014) An improved interacting multiple model algorithm based on multi-sensor information fusion theory. J South China Univ Tech (Nat Sci Edition) 42(9):82–89 Weidong Z, Mengmeng L, Yongjiang Y (2014) An improved interacting multiple model algorithm based on multi-sensor information fusion theory. J South China Univ Tech (Nat Sci Edition) 42(9):82–89
12.
Zurück zum Zitat Xiaoguang Z (2016) Interacting multiple system tracking algorithm. J Electron Inf Technol 38(2):389–393 Xiaoguang Z (2016) Interacting multiple system tracking algorithm. J Electron Inf Technol 38(2):389–393
Metadaten
Titel
Nonlinear Multi-system Interactive Positioning Algorithms
verfasst von
Xin-xin Ma
Ping-ke Deng
Xiao-guang Zhang
Copyright-Jahr
2020
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-9409-6_42

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