A New Diffusion Kalman Algorithm Dealing with Missing Data

被引：1

作者：

Xiao, Shuangyi ^{[1
]}

Mu, Nankun ^{[1
]}

Chen, Feng ^{[1
]}

机构：

[1] Southwest Univ, Coll Elect & Informat Engn, Chongqing, Peoples R China

来源：

ADVANCES IN NEURAL NETWORKS - ISNN 2019, PT II | 2019年 / 11555卷

关键词：

Diffusion estimation; Kalman filtering; Missing data;

D O I：

10.1007/978-3-030-22808-8_28

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we propose a novel modified distributed Kalman algorithm, which is a diffusion strategy that the state estimation is more precise while the system model is time-varying. Our focus is on the missing data gathered by a set of sensor nodes that may obtain incomplete information because of the harsh environment. Simulation results evaluate the performance of the proposed distributed Kalman filtering algorithm.

引用

页码：273 / 281

页数：9

共 50 条

[41] Collateral missing value imputation: a new robust missing value estimation algorithm for microarray data
Sehgal, MSB
Gondal, I
Dooley, LS
BIOINFORMATICS, 2005, 21 (10) : 2417 - 2423
[42] Dealing with uncertainty in diffusion tensor MR data
Basser, PJ
Pajevic, S
ISRAEL JOURNAL OF CHEMISTRY, 2003, 43 (1-2) : 129 - 144
[43] Dealing with missing data by EM in single-case studies
Li-Ting Chen
Yanan Feng
Po-Ju Wu
Chao-Ying Joanne Peng
Behavior Research Methods, 2020, 52 : 131 - 150
[44] Problems in dealing with missing data and informative censoring in clinical trials
Weichung Joseph Shih
Current Controlled Trials in Cardiovascular Medicine, 2002, 3
[45] Dealing with missing covariate data in fishery stock assessment models
Maunder, Mark N.
Deriso, Richard B.
FISHERIES RESEARCH, 2010, 101 (1-2) : 80 - 86
[46] Dealing with missing data by EM in single-case studies
Chen, Li-Ting
Feng, Yanan
Wu, Po-Ju
Peng, Chao-Ying Joanne
BEHAVIOR RESEARCH METHODS, 2020, 52 (01) : 131 - 150
[47] Dealing with missing data: An inpainting application to the MICROSCOPE space mission
Berge, Joel
Pires, Sandrine
Baghi, Quentin
Touboul, Pierre
Metris, Gilles
PHYSICAL REVIEW D, 2015, 92 (11):
[48] Dealing with missing data in observational health care outcome analyses
Norris, CM
Ghali, WA
Knudtson, ML
Naylor, CD
Saunders, LD
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2000, 53 (04) : 377 - 383
[49] Problems in dealing with missing data and informative censoring in clinical trials
Shih, WCJ
CURRENT CONTROLLED TRIALS IN CARDIOVASCULAR MEDICINE, 2002, 3 (1):
[50] Dealing With Missing Outcome Data in Randomized Trials and Observational Studies
Groenwold, Rolf H. H.
Donders, A. Rogier T.
Roes, Kit C. B.
Harrell, Frank E., Jr.
Moons, Karel G. M.
AMERICAN JOURNAL OF EPIDEMIOLOGY, 2012, 175 (03) : 210 - 217

← 1 2 3 4 5 →