Abstract
Assessment of operating loads is often approached as an inverse process using vibration response data and some form of system model to reconstruct external forces. Any mismatch in dynamic behavior between the model and the real system may distort the estimated loads. However, if the changes in system behavior are of interest, then those changes may be characterized through force reconstruction as equivalent loads acting in conjunction with the original external inputs. While these system changes may be linear in nature, the concept may be extended to nonlinear behavior, including intermittent contact between components. A modal based methodology for localization and reconstruction of inputs at potentially unmeasured locations is applied to the characterization of local system changes through their equivalent loading. An analytical study of a simple M-C-K system subject to contact nonlinearity is presented for validation. An experimental study is then presented using a multi-plate structure subject to impact loading and an unmodeled contact condition.
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Abbreviations
- DOF:
-
Degree of Freedom
- FRAC:
-
Frequency Response Assurance Criterion
- FRF:
-
Frequency Response Function
- MAC:
-
Modal Assurance Criterion
- SDOF:
-
Single Degree of Freedom
- SVD:
-
Singular Value Decomposition
- TRAC:
-
Time Response Assurance Criterion
- k:
-
Indicates the kth mode
- r:
-
Indicates the rth DOF
- † :
-
Pseudo-inverse
- * :
-
Complex conjugate
- T :
-
Transpose
- a :
-
Matrix truncated to a singular values or singular vectors
- h :
-
Conjugate Transpose
- α:
-
Correlation between reference and estimate
- ζ:
-
Modal viscous damping
- ω:
-
Frequency
- ωn :
-
Natural frequency
- N:
-
Total number of DOFs
- i:
-
Number of input DOFs
- j:
-
√-1
- m:
-
Number of modes
- o:
-
Number of observed DOFs
- q:
-
Number of spectral lines
- F:
-
(i × 1) Physical Input
- \( \overline{F} \) :
-
(m × 1) Modal Force
- PL:
-
(N × 1) Primary Locator
- X:
-
(o × 1) Physical Response
- p:
-
(m × 1) Modal Response
- [ε]:
-
(m × q) Estimate error
- [Σ]:
-
(m × q) Singular values from SVD
- [ϒ]:
-
(m × m) Singular vectors from SVD
- [V]:
-
(q × q) Singular vectors from SVD
- [H]:
-
(o × i) Physical FRFs
- \( \left[\overline{H}\right] \) :
-
(m × m) Modal FRFs
- [U]:
-
(N × m) Mode shape values for N DOF
- [UINPUT]:
-
(i × m) Mode shape values for input DOF
- [URESPONSE]:
-
(o × m) Mode shape values for response DOF
References
Farrar CR, Doebling SW (1997) An overview of modal-based damage identification methods. In: Proceedings of DAMAS conference 1997, pp 269-278. Citeseer
Das S, Saha P, Patro S (2016) Vibration-based damage detection techniques used for health monitoring of structures: a review. J Civ Struct Heal Monit 6(3):477–507
Gunes B, Gunes O (2013) Structural health monitoring and damage assessment part I: A critical review of approaches and methods. Int J Phys Sci 8(34):1694–1702
Fan W, Qiao P (2011) Vibration-based damage identification methods: a review and comparative study. Struct Health Monit 10(1):83–111
Gilardi G, Sharf I (2002) Literature survey of contact dynamics modelling. Mech Mach Theory 37(10):1213–1239
Khulief Y (2013) Modeling of impact in multibody systems: an overview. J Comput Nonlinear Dyn 8(2):021012
Cook RD, Malkus DS, Plesha ME, Witt RJ (2001) Concepts and applications of finite element analysis, 4th edn. Wiley
Bathe KJ (2014) Finite Element Procedures. Klaus-Jürgen Bathe
Stevens KK (1987) Force identification problems—an overview. Paper presented at the 1987 SEM spring conference on experimental mechanics, Houston, TX, USA,
Steltzner AD, Kammer DC, Milenkovic P (2001) A time domain method for estimating forces applied to an unrestrained structure. J Vib Acoust 123(4):524–532
Carne TG, Bateman VI, Mayes RL Force reconstruction using a sum of weighted accelerations technique. Paper presented at the 10th international modal analysis conference, San Diego, CA
Allen MS, Carne TG (2008) Delayed, multi-step inverse structural filter for robust force identification. Mech Syst Signal Process 22(5):1036–1054
Hwang J-S, Kareem A, Kim W-j (2009) Estimation of modal loads using structural response. J Sound Vib 326(3):522–539
Lourens E, Reynders E, De Roeck G, Degrande G, Lombaert G (2012) An augmented Kalman filter for force identification in structural dynamics. Mech Syst Signal Process 27:446–460
El-Bakari A, Khamlichi A, Jacquelin E, Dkiouak R (2014) Assessing impact force localization by using a particle swarm optimization algorithm. J Sound Vib 333(6):1554–1561
Li K, Liu J, Han X, Sun X, Jiang C (2015) A novel approach for distributed dynamic load reconstruction by space–time domain decoupling. J Sound Vib 348:137–148
Maes K, Smyth A, De Roeck G, Lombaert G (2016) Joint input-state estimation in structural dynamics. Mech Syst Signal Process 70:445–466
Qiao B, Zhang X, Wang C, Zhang H, Chen X (2016) Sparse regularization for force identification using dictionaries. J Sound Vib 368:71–86
Qiao B, Zhang X, Gao J, Chen X (2016) Impact-force sparse reconstruction from highly incomplete and inaccurate measurements. J Sound Vib 376:72–94
Atobe S, Nonami S, Hu N, Fukunaga H (2017) Identification of impact force acting on composite laminated plates using the radiated sound measured with microphones. J Sound Vib 405:251–268
Prawin J, Rao ARM (2018) An online input force time history reconstruction algorithm using dynamic principal component analysis. Mech Syst Signal Process 99:516–533
Pan C-D, Yu L, Liu H-L, Chen Z-P, Luo W-F (2018) Moving force identification based on redundant concatenated dictionary and weighted l1-norm regularization. Mech Syst Signal Process 98:32–49
Song W (2018) Generalized minimum variance unbiased joint input-state estimation and its unscented scheme for dynamic systems with direct feedthrough. Mech Syst Signal Process 99:886–920
Zhang E, Antoni J, Feissel P (2012) Bayesian force reconstruction with an uncertain model. J Sound Vib 331(4):798–814
Lage Y, Maia N, Neves M, Ribeiro A (2013) Force identification using the concept of displacement transmissibility. J Sound Vib 332(7):1674–1686
Ghaderi P, Dick AJ, Foley JR, Falbo G (2015) Practical high-fidelity frequency-domain force and location identification. Comput Struct 158:30–41
Rezayat A, Nassiri V, De Pauw B, Ertveldt J, Vanlanduit S, Guillaume P (2016) Identification of dynamic forces using group-sparsity in frequency domain. Mech Syst Signal Process 70:756–768
Aucejo M, De Smet O (2016) Bayesian source identification using local priors. Mech Syst Signal Process 66:120–136
Aucejo M, De Smet O (2018) A space-frequency multiplicative regularization for force reconstruction problems. Mech Syst Signal Process 104:1–18
Li Z, Feng Z, Chu F (2014) A load identification method based on wavelet multi-resolution analysis. J Sound Vib 333(2):381–391
Zhang Q, Allemang R, Brown D Modal filter: concept and applications. Paper presented at the 8th international modal analysis conference, Kissimmee, FL, USA,
Logan P, Avitabile P, Dodson J (2019) Reconstruction of external forces beyond measured points using a modal filtering decomposition approach. Experimental Techniques 1–13
Allemang RJ (2003) The modal assurance criterion–twenty years of use and abuse. Sound Vib 37(8):14–23
Thibault L, Avitabile P, Foley J, Wolfson J (2013) Equivalent reduced model technique development for nonlinear system dynamic response. Mech Syst Signal Process 36(2):422–455
Acknowledgements
Some of the work presented herein was partially funded by Air Force Research Laboratory Award FA8651-16-2-0006 “Nonstationary System State Identification Using Complex Polynomial Representations” as well as by NSF Civil, Mechanical and Manufacturing Innovation (CMMI) Grant No. 1266019 entitled “Collaborative Research: Enabling Non-contact Structural Dynamic Identification with Focused Ultrasound Radiation Force”. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the particular funding agency. The authors are grateful for the support obtained. Distribution A. Approved for public release; distribution unlimited. (96TW-2019-0265).
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Logan, P., Fowler, D., Avitabile, P. et al. Reconstruction of Nonlinear Contact Forces Beyond Limited Measurement Locations Using an SVD Modal Filtering Approach. Exp Tech 44, 485–495 (2020). https://doi.org/10.1007/s40799-020-00371-y
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DOI: https://doi.org/10.1007/s40799-020-00371-y