Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm

M. Chiachio; J. Chiachio; S. Sankararaman; A. Saxena; K. Goebel

Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm

M. Chiachio^*, J. Chiachio, S. Sankararaman, A. Saxena, K. Goebel

^*Corresponding author for this work

Naval Architecture, Ocean And Marine Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book

Abstract

This work presents an efficient computational framework for estimating the end of life and remaining useful life by combining the prognostics principles with the technique of Subset simulation. It has been named PFP-SubSim on behalf of the full denomination of the computational framework, namely, particle filter-based prognostics using Subset Simulation. It is shown that the resulting algorithm is especially useful when dealing with the prognostics of evolving processes with asymptotic behaviors where the length of the dataset is limited, as observed in practice for many fatigue degradation processes in composites. Its efficiency is demonstrated on data collected from run-to-failure tension-tension fatigue experiments measuring the evolution of fatigue damage in CRFP cross-ply laminates using PZT sensors for obtaining data of matrix micro-crack density.

Original language	English
Title of host publication	Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting
Editors	Hyonny Kim, D. Whisler, Z.M. Chen, C. Bisagni, M. Kawai, R. Krueger
Number of pages	13
ISBN (Electronic)	9781605951249
Publication status	Published - 2014
Event	29th Annual Technical Conference of the American Society for Composites, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting - La Jolla, San Diego, United States Duration: 8 Sept 2014 → 10 Sept 2014

Conference

Conference	29th Annual Technical Conference of the American Society for Composites, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting
Country/Territory	United States
City	La Jolla, San Diego
Period	8/09/14 → 10/09/14

Keywords

laminates
asymptotic behaviors
fatigue damage
computational framework
cross-ply laminate
fatigue degradation
fatigue experiments
micro-crack density
remaining useful lives

Cite this

Chiachio, M., Chiachio, J., Sankararaman, S., Saxena, A., & Goebel, K. (2014). Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm. In H. Kim, D. Whisler, Z. M. Chen, C. Bisagni, M. Kawai, & R. Krueger (Eds.), Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting Article 459

Chiachio, M. ; Chiachio, J. ; Sankararaman, S. et al. / Predicting remaining useful life in CRFP laminates under fatigue loads : a new efficient algorithm. Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting. editor / Hyonny Kim ; D. Whisler ; Z.M. Chen ; C. Bisagni ; M. Kawai ; R. Krueger. 2014.

@inproceedings{83ee7a6eb3094b2689c50702d3646165,

title = "Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm",

abstract = "This work presents an efficient computational framework for estimating the end of life and remaining useful life by combining the prognostics principles with the technique of Subset simulation. It has been named PFP-SubSim on behalf of the full denomination of the computational framework, namely, particle filter-based prognostics using Subset Simulation. It is shown that the resulting algorithm is especially useful when dealing with the prognostics of evolving processes with asymptotic behaviors where the length of the dataset is limited, as observed in practice for many fatigue degradation processes in composites. Its efficiency is demonstrated on data collected from run-to-failure tension-tension fatigue experiments measuring the evolution of fatigue damage in CRFP cross-ply laminates using PZT sensors for obtaining data of matrix micro-crack density.",

keywords = "laminates, asymptotic behaviors, fatigue damage, computational framework, cross-ply laminate, fatigue degradation, fatigue experiments, micro-crack density, remaining useful lives",

author = "M. Chiachio and J. Chiachio and S. Sankararaman and A. Saxena and K. Goebel",

year = "2014",

language = "English",

editor = "Hyonny Kim and Whisler, {D. } and Chen, {Z.M. } and Bisagni, { C. } and M. Kawai and R. Krueger",

booktitle = "Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting",

note = "29th Annual Technical Conference of the American Society for Composites, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting ; Conference date: 08-09-2014 Through 10-09-2014",

}

Chiachio, M, Chiachio, J, Sankararaman, S, Saxena, A & Goebel, K 2014, Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm. in H Kim, D Whisler, ZM Chen, C Bisagni, M Kawai & R Krueger (eds), Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting., 459, 29th Annual Technical Conference of the American Society for Composites, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting, La Jolla, San Diego, United States, 8/09/14.

Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm. / Chiachio, M.; Chiachio, J.; Sankararaman, S. et al.
Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting. ed. / Hyonny Kim; D. Whisler; Z.M. Chen; C. Bisagni; M. Kawai; R. Krueger. 2014. 459.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book

TY - GEN

T1 - Predicting remaining useful life in CRFP laminates under fatigue loads

T2 - 29th Annual Technical Conference of the American Society for Composites, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting

AU - Chiachio, M.

AU - Chiachio, J.

AU - Sankararaman, S.

AU - Saxena, A.

AU - Goebel, K.

PY - 2014

Y1 - 2014

N2 - This work presents an efficient computational framework for estimating the end of life and remaining useful life by combining the prognostics principles with the technique of Subset simulation. It has been named PFP-SubSim on behalf of the full denomination of the computational framework, namely, particle filter-based prognostics using Subset Simulation. It is shown that the resulting algorithm is especially useful when dealing with the prognostics of evolving processes with asymptotic behaviors where the length of the dataset is limited, as observed in practice for many fatigue degradation processes in composites. Its efficiency is demonstrated on data collected from run-to-failure tension-tension fatigue experiments measuring the evolution of fatigue damage in CRFP cross-ply laminates using PZT sensors for obtaining data of matrix micro-crack density.

AB - This work presents an efficient computational framework for estimating the end of life and remaining useful life by combining the prognostics principles with the technique of Subset simulation. It has been named PFP-SubSim on behalf of the full denomination of the computational framework, namely, particle filter-based prognostics using Subset Simulation. It is shown that the resulting algorithm is especially useful when dealing with the prognostics of evolving processes with asymptotic behaviors where the length of the dataset is limited, as observed in practice for many fatigue degradation processes in composites. Its efficiency is demonstrated on data collected from run-to-failure tension-tension fatigue experiments measuring the evolution of fatigue damage in CRFP cross-ply laminates using PZT sensors for obtaining data of matrix micro-crack density.

KW - laminates

KW - asymptotic behaviors

KW - fatigue damage

KW - computational framework

KW - cross-ply laminate

KW - fatigue degradation

KW - fatigue experiments

KW - micro-crack density

KW - remaining useful lives

UR - http://www.scopus.com/inward/record.url?scp=84922116936&partnerID=8YFLogxK

M3 - Conference contribution book

AN - SCOPUS:84922116936

BT - Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting

A2 - Kim, Hyonny

A2 - Whisler, D.

A2 - Chen, Z.M.

A2 - Bisagni, C.

A2 - Kawai, M.

A2 - Krueger, R.

Y2 - 8 September 2014 through 10 September 2014

ER -

Chiachio M, Chiachio J, Sankararaman S, Saxena A, Goebel K. Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm. In Kim H, Whisler D, Chen ZM, Bisagni C, Kawai M, Krueger R, editors, Proceedings of the American Society for Composites - 29th Technical Conference, ASC 2014; 16th US-Japan Conference on Composite Materials; ASTM-D30 Meeting. 2014. 459

Predicting remaining useful life in CRFP laminates under fatigue loads: a new efficient algorithm

Abstract

Conference

Keywords

Other files and links

Fingerprint

Cite this