Identification of failure modes in GFRP using PVDF sensors: ANN approach

Composite Structures

Volumn 65, Issue 2, 2004, Pages 231-237

  Bar, H N ^a   Bhat, M R ^a   Murthy, C R L ^a  

^a INDIAN INSTITUTE OF SCIENCE   (India)

Author keywords

Acoustic emission; Artificial neural network; Composites; Damage mechanism; PVDF

Indexed keywords

ACOUSTIC EMISSIONS; ACOUSTIC NOISE; FAILURE ANALYSIS; NEURAL NETWORKS; POLYVINYLIDENE CHLORIDES; RELIABILITY; SENSORS;

POLYVINYLIDENE FLUORIDE (PVDF) FILM SENSORS; PVDF SENSORS;

GLASS FIBER REINFORCED PLASTICS;

DAMAGE; FIBER REINFORCED COMPOSITE; GLASS FIBER; IDENTIFICATION METHOD; NEURAL NETWORK; SENSOR;

EID: 2642530149     PISSN: 02638223     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compstruct.2003.10.019     Document Type: Article

References (24)

1. Hamstad M.A. A review: Acoustic emission, a tool for composite materials studies Exp. Mech. March 1986 7-13
2. Bhat MR. A study on acoustic emission characterization of fatigue damage in unidirectional glass fiber composites. M.Sc. Thesis, Department of Aerospace Engineering Indian Institute of Science, Bangalore, India, 1991; May
3. Bhat M.R. Majeed M.A. Murthy C.R.L. Characterization of fatigue damage in unidirectional GFRP composites through acoustic emission signal analysis NDT - E Int. 27 1 1994 27-32
4. Bhat M.R. Murthy C.R.L. Fatigue damage stages in unidirectional glass fiber/epoxy composites: Identification through acoustic emission techniques Int. J. Fatigue 15 5 1993 401-405
5. Cole P.T. Using acoustic emission to locate and identify defects in composite structures Compos. Struct. 3 1985 259-267
6. Benmedakhene S. Kenane M. Benzeggagh M.L. Initiation and growth of delamination in glass/epoxy composites subjected to static and dynamic loading by acoustic emission monitoring Compos. Sci. Technol. 59 1999 201-208
7. Willams J.H. Lee Jr Lee S.S. Acoustic emission monitoring of fiber composite materials and structures J. Compos. Mater. 12 1978 348-370
8. Mitsharu Shiwa Steve Carpenter Teruo Kishi Analysis of acoustic emission signals generated during the fatigue testing of GFRP J. Compos. Mater. 30 18 1996 2019-2041
9. Henneke E.G. Stiffler R. The application of polyvinylidene fluoride as an acoustic acoustic emission transducer for fibrous composite materials Mater. Eval. 41 1983 956-960
10. Bhat C. Artificial neural network approach for characterization of acoustic emission sources from complex noisy data. Ph.D. thesis, Department of Aerospace Engineering, Indian Institute of Science, Bangalore, India, 2001; July
11. Carlyle J.M. Bodiline H.L. Henley S.S. Dawes R.L. Hill E.V.K. Practical Ae methodology for the use on aircraft Acoustic emission: standards and technology update Vahaviolos S.J. ASTM STP 1353 1999 191-205 American society for testing and materials West Conshohocken, PA
12. Grabec I. Sachse W. Application of intelligent signal processing system to acoustic emission analysis J. Acoust. Soc. Am. 85 3 1989 1226-1235
13. Sachse W. Acoustic emission: current status and future directions Mater. Eval. 9 1991 1153-1156
14. Huang M, Jiang, Liaw PK, Brooks CR, Seeley R, Klastrom DL. Using acoustic emission in fatigue and fracture material research. JOM-e, http://www.tms.org/pubs/journals/JOM/9811/Hueng, 1988
15. Philippidis T.P. Nicolaidis V.N. Anastassopoulos A.A. Damage characterization of carbon/carbon laminates using neural network techniques on AE signals NDT - E Int. 31 5 1998 329-340
16. Symon Hayklin Neural Networks: A Comprehensive Foundation second ed. 1992 Prentice-Hall International Inc.
17. Zurada J.M. Introduction to artificial neural networks 1994 Jaico Publishing House India
18. Kohonen T. Self organizing maps 1995/97 Springer-Verlag Berlin
19. Beale R. Jakson T. Neural computing: An introduction 1996 Institute of physics publishing Bristol and Philadelphia
20. Garrett K.W. Baily J.E. Multiple transverse fracture in 90° cross-ply laminates of glass fiber reinforced polyester J. Mater. Sci. 12 1977 157-168
21. Garrett K.W. Baily J.E. The effect of resin failure strain on the tensile properties of glass fiber reinforced cross-ply laminates J. Mater. Sci. 12 1977 2189-2194
22. Johnson M. Gudmundson P. Broad-band transient recording and characterization of acoustic emission events in composite laminates Compos. Sci. Technol. 60 2000 2803-2818
23. Johnson M. Gudmundson P. Experimental and theoretical characterization of acoustic emission transients in composite laminates Compos. Sci. Technol. 61 2001 1367-1378
24. Johnson M. Waveform based clustering and classification of AE transients in composite laminates using principal component analysis NDT - E Int. 35 2002 367-376