A comparative assessment of nonlinear state estimation methods for structural health monitoring

Conference Proceedings of the Society for Experimental Mechanics Series

Volumn 3, Issue , 2015, Pages 45-54

  Mansouri, Majdi ^a   Avci, Onur ^b   Nounou, Hazem ^a   Nounou, Mohamed ^a  

^a TEXAS A AND M UNIVERSITY AT QATAR   (Qatar)

^b Qatar University   (Qatar)

Author keywords

Iterated square root; State estimation; Structural health monitoring; Unscented Kalman filter

Indexed keywords

KALMAN FILTERS; LIFE CYCLE; NONLINEAR ANALYSIS; NONLINEAR FILTERING; STATE ESTIMATION; STRUCTURAL DYNAMICS;

COMPARATIVE ASSESSMENT; ITERATED UNSCENTED KALMAN FILTER; LIFE-CYCLE PERFORMANCE; NONLINEAR STATE ESTIMATION; SQUARE ROOT UNSCENTED KALMAN FILTER; SQUARE ROOTS; STATE ESTIMATION METHODS; UNSCENTED KALMAN FILTER;

STRUCTURAL HEALTH MONITORING;

EID: 84945538232     PISSN: 21915644     EISSN: 21915652     Source Type: Conference Proceeding    
DOI: 10.1007/978-3-319-15224-0_5     Document Type: Conference Paper

References (11)

1. 1, and nonlinear approaches. Wiley, Hoboken
2. Grewal M, Andrews A (2008) Kalman filtering: theory and practice using MATLAB. Wiley, Hoboken
3. Julier S, Uhlmann J (1997) New extension of the kalman filter to nonlinear systems. Proc SPIE 3(1):182-193
4. Mansouri M, Nounou H, Nounou M, Datta AA (2012) Modeling of nonlinear biological phenomena modeled by s-systems using Bayesian method. In: Proceedings of the 2012 IEEE EMBS Conference on Biomedical Engineering and Sciences (IECBES), IEEE, pp 305-310
5. Romanenko A, Castro JA (2004) The unscented filter as an alternative to the ekf for nonlinear state estimation: a simulation case study. Comput Chem Eng 28(3):347-355
6. Zhu J, Zheng N, Yuan Z, Zhang Q, Zhang X, He Y (2009) A slam algorithm based on the central difference kalman filter. In: Proceedings of the 2009 IEEE intelligent vehicles symposium, IEEE, pp 123-128
7. Van Der Merwe R, Wan E (2001) The square-root unscented kalman filter for state and parameter-estimation. In: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, 2001 (ICASSP'01), vol 6. IEEE, Salt Lake City, pp 3461-3464
8. Wu P, Li X, Bo Y (2013) Iterated square root unscented kalman filter for maneuvering target tracking using tdoa measurements. Int J Control Automat Syst 11(4):761-767
9. Vajesta A, Schmitz R (1970) An experimental study of steady-state multiplicity and stability in an adiabatic stirred reactor. AIChE J 3:410-419
10. Zhan R, Wan J (2007) Iterated unscented kalman filter for passive target tracking. IEEE Trans Aerosp Electron Syst 43(3):1155-1163
11. Chatzi EN, Smyth AW (2013) Particle filter scheme with mutation for the estimation of time-invariant parameters in structural health monitoring applications. Struct Control Health Monit 20(7):1081-1095