Skip to main content
Erschienen in: Engineering with Computers 4/2021

14.05.2020 | Original Article

Inverse structural damage identification problem in CFRP laminated plates using SFO algorithm based on strain fields

verfasst von: Guilherme Ferreira Gomes, Fabricio Alves de Almeida, Antonio Carlos Ancelotti Jr., Sebastião Simões da Cunha Jr.

Erschienen in: Engineering with Computers | Ausgabe 4/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Damage detection methods are an important field of engineering and crucial in terms of structural safety. However, in many practical cases, the process of monitoring and identifying damage is extremely difficult or even impractical due to the conditions of access and operation of a given component/structure. In this study, an inverse algorithm based on strain fields for damage identification in composite plate structures is presented. The inverse analyses combine experimental tests and digital image correlation (DIC) with numerical models based on finite element update method with great advantage of being a non-contact method. The proposed technique identifies the location and dimension of damages in a CFRP plate using static strains formulated as an objective function to be minimized. By model updating, the discrepancies between the experimental and the numerical results are minimized. For the success of the model updating, the efficiency of the optimization algorithm is essential. A powerful new metaheuristic sunflower optimization (SFO) is employed to update the unknown model parameters. Experimental results showed the excellent efficiency in the combined use of DIC, numerical modeling and SFO optimization to accurately identify the location of damage in numerical and experimental tests. The obtained results indicate that the proposed method can be used to determine efficiently the location and dimension of structural damages in mechanical structures.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Balageas D, Fritzen C-P, Güemes A (2010) Structural health monitoring, vol 90. Wiley, Hoboken Balageas D, Fritzen C-P, Güemes A (2010) Structural health monitoring, vol 90. Wiley, Hoboken
2.
Zurück zum Zitat Feng D, Feng MQ (2017) Experimental validation of cost-effective vision-based structural health monitoring. Mech Syst Signal Process 88:199–211 Feng D, Feng MQ (2017) Experimental validation of cost-effective vision-based structural health monitoring. Mech Syst Signal Process 88:199–211
4.
Zurück zum Zitat Samir K, Brahim B, Capozucca R, Wahab MA (2018) Damage detection in cfrp composite beams based on vibration analysis using proper orthogonal decomposition method with radial basis functions and cuckoo search algorithm. Compos Struct 187:344–353 Samir K, Brahim B, Capozucca R, Wahab MA (2018) Damage detection in cfrp composite beams based on vibration analysis using proper orthogonal decomposition method with radial basis functions and cuckoo search algorithm. Compos Struct 187:344–353
5.
Zurück zum Zitat de Sousa BS, Gomes GF, Jorge AB, da Cunha SS Jr, Ancelotti AC Jr (2018) A modified topological sensitivity analysis extended to the design of composite multidirectional laminates structures. Compos Struct 200:729–746 de Sousa BS, Gomes GF, Jorge AB, da Cunha SS Jr, Ancelotti AC Jr (2018) A modified topological sensitivity analysis extended to the design of composite multidirectional laminates structures. Compos Struct 200:729–746
6.
Zurück zum Zitat de Souza A, Gomes GF, Peres EP, Isaías JC, Ancelotti AC (2019) A numerical-experimental evaluation of the fatigue strain limits of cfrp subjected to dynamic compression loads. Int J Adv Manuf Technol 103(1–4):219–237 de Souza A, Gomes GF, Peres EP, Isaías JC, Ancelotti AC (2019) A numerical-experimental evaluation of the fatigue strain limits of cfrp subjected to dynamic compression loads. Int J Adv Manuf Technol 103(1–4):219–237
7.
Zurück zum Zitat Di Benedetto RM, Botelho EC, Gomes GF, Junqueira DM, Ancelotti Junior AC (2019) Impact energy absorption capability of thermoplastic commingled composites. Compos B Eng 176:107307 Di Benedetto RM, Botelho EC, Gomes GF, Junqueira DM, Ancelotti Junior AC (2019) Impact energy absorption capability of thermoplastic commingled composites. Compos B Eng 176:107307
8.
Zurück zum Zitat Bhudolia SK, Perrotey P, Joshi SC (2018) Mode i fracture toughness and fractographic investigation of carbon fibre composites with liquid methylmethacrylate thermoplastic matrix. Compos B Eng 134:246–253 Bhudolia SK, Perrotey P, Joshi SC (2018) Mode i fracture toughness and fractographic investigation of carbon fibre composites with liquid methylmethacrylate thermoplastic matrix. Compos B Eng 134:246–253
9.
Zurück zum Zitat Diniz CA, Cunha SS, Gomes GF, Ancelotti AC (2019) Optimization of the layers of composite materials from neural networks with tsai-wu failure criterion. J Fail Anal Prev 19(3):709–715 Diniz CA, Cunha SS, Gomes GF, Ancelotti AC (2019) Optimization of the layers of composite materials from neural networks with tsai-wu failure criterion. J Fail Anal Prev 19(3):709–715
10.
Zurück zum Zitat Gomes GF, Mendéz YAD, Simões S, da Cunha, Antônio CA (2018) A numerical-experimental study for structural damage detection in cfrp plates using remote vibration measurements. J Civ Struct Health Monit 8(1):33–47 Gomes GF, Mendéz YAD, Simões S, da Cunha, Antônio CA (2018) A numerical-experimental study for structural damage detection in cfrp plates using remote vibration measurements. J Civ Struct Health Monit 8(1):33–47
11.
Zurück zum Zitat da Silva P, Alexandrino L, Gomes GF, Jr Sebastião Simões C (2020) A robust optimization for damage detection using multiobjective genetic algorithm, neural network and fuzzy decision making. Inverse Prob Sci Eng 28(1):21–46 da Silva P, Alexandrino L, Gomes GF, Jr Sebastião Simões C (2020) A robust optimization for damage detection using multiobjective genetic algorithm, neural network and fuzzy decision making. Inverse Prob Sci Eng 28(1):21–46
12.
Zurück zum Zitat Heslehurst RB (2014) Defects and damage in composite materials and structures. CRC Press, Boca Raton Heslehurst RB (2014) Defects and damage in composite materials and structures. CRC Press, Boca Raton
13.
Zurück zum Zitat Gomes GF, de Almeida FA, da Silva Lopes Alexandrino P, da Cunha SS Jr, de Sousa BS, Ancelotti AC Jr (2018) A multiobjective sensor placement optimization for SHM systems considering Fisher information matrix and mode shape interpolation. Eng Comput 35(2):519–535. https://doi.org/10.1007/s00366-018-0613-7CrossRef Gomes GF, de Almeida FA, da Silva Lopes Alexandrino P, da Cunha SS Jr, de Sousa BS, Ancelotti AC Jr (2018) A multiobjective sensor placement optimization for SHM systems considering Fisher information matrix and mode shape interpolation. Eng Comput 35(2):519–535. https://​doi.​org/​10.​1007/​s00366-018-0613-7CrossRef
14.
Zurück zum Zitat Gopalakrishnan S, Ruzzene M, Hanagud S (2011) Computational techniques for damage detection, classification and quantification. In: Computational techniques for structural health monitoring. Springer, New York, pp 407–461 Gopalakrishnan S, Ruzzene M, Hanagud S (2011) Computational techniques for damage detection, classification and quantification. In: Computational techniques for structural health monitoring. Springer, New York, pp 407–461
15.
Zurück zum Zitat Yun-Lai Z, Maia Nuno MM, Sampaio Rui PC, Abdel WM (2017) Structural damage detection using transmissibility together with hierarchical clustering analysis and similarity measure. Struct Health Monit 16(6):711–731 Yun-Lai Z, Maia Nuno MM, Sampaio Rui PC, Abdel WM (2017) Structural damage detection using transmissibility together with hierarchical clustering analysis and similarity measure. Struct Health Monit 16(6):711–731
16.
Zurück zum Zitat Gillich G-R, Furdui H, Wahab MA, Korka Z-I (2019) A robust damage detection method based on multi-modal analysis in variable temperature conditions. Mech Syst Signal Process 115:361–379 Gillich G-R, Furdui H, Wahab MA, Korka Z-I (2019) A robust damage detection method based on multi-modal analysis in variable temperature conditions. Mech Syst Signal Process 115:361–379
17.
Zurück zum Zitat Zhou Y-L, Wahab MA (2017) Cosine based and extended transmissibility damage indicators for structural damage detection. Eng Struct 141:175–183 Zhou Y-L, Wahab MA (2017) Cosine based and extended transmissibility damage indicators for structural damage detection. Eng Struct 141:175–183
18.
Zurück zum Zitat Zhou Y-L, Maia NMM, Wahab MA (2018) Damage detection using transmissibility compressed by principal component analysis enhanced with distance measure. J Vib Control 24(10):2001–2019 Zhou Y-L, Maia NMM, Wahab MA (2018) Damage detection using transmissibility compressed by principal component analysis enhanced with distance measure. J Vib Control 24(10):2001–2019
19.
Zurück zum Zitat Khatir S, Wahab MA, Boutchicha D, Khatir T (2019) Structural health monitoring using modal strain energy damage indicator coupled with teaching-learning-based optimization algorithm and isogoemetric analysis. J Sound Vib 448:230–246 Khatir S, Wahab MA, Boutchicha D, Khatir T (2019) Structural health monitoring using modal strain energy damage indicator coupled with teaching-learning-based optimization algorithm and isogoemetric analysis. J Sound Vib 448:230–246
21.
Zurück zum Zitat Barbosa LCM, Santos M, Oliveira TLL, Gomes GF, Ancelotti AC Jr (2019) Effects of moisture absorption on mechanical and viscoelastic properties in liquid thermoplastic resin/carbon fiber composites. Polymer Eng Sci 59(11):2185–2194 Barbosa LCM, Santos M, Oliveira TLL, Gomes GF, Ancelotti AC Jr (2019) Effects of moisture absorption on mechanical and viscoelastic properties in liquid thermoplastic resin/carbon fiber composites. Polymer Eng Sci 59(11):2185–2194
22.
Zurück zum Zitat Barbosa LCM, Gomes G, Junior ACA (2019) Prediction of temperature-frequency-dependent mechanical properties of composites based on thermoplastic liquid resin reinforced with carbon fibers using artificial neural networks. Int J Adv Manuf Technol 105(5–6):2543–2556 Barbosa LCM, Gomes G, Junior ACA (2019) Prediction of temperature-frequency-dependent mechanical properties of composites based on thermoplastic liquid resin reinforced with carbon fibers using artificial neural networks. Int J Adv Manuf Technol 105(5–6):2543–2556
23.
Zurück zum Zitat Chandarana N, Sanchez D, Soutis C, Gresil M (2017) Early damage detection in composites during fabrication and mechanical testing. Materials 10(7):685 Chandarana N, Sanchez D, Soutis C, Gresil M (2017) Early damage detection in composites during fabrication and mechanical testing. Materials 10(7):685
24.
Zurück zum Zitat Kessler SS, Mark Spearing S, Atalla MJ, Cesnik CES, Soutis C (2002) Damage detection in composite materials using frequency response methods. Compos B Eng 33(1):87–95 Kessler SS, Mark Spearing S, Atalla MJ, Cesnik CES, Soutis C (2002) Damage detection in composite materials using frequency response methods. Compos B Eng 33(1):87–95
25.
Zurück zum Zitat Cantwell WJ, Morton J (1992) The significance of damage and defects and their detection in composite materials: a review. J Strain Anal Eng Des 27(1):29–42 Cantwell WJ, Morton J (1992) The significance of damage and defects and their detection in composite materials: a review. J Strain Anal Eng Des 27(1):29–42
26.
Zurück zum Zitat Pearson MR, Eaton MJ, Featherston CA, Holford KM, Pullin R (2011) Impact damage detection and assessment in composite panels using macro fibre composites transducers. J Phys Conf Ser 305:012049 Pearson MR, Eaton MJ, Featherston CA, Holford KM, Pullin R (2011) Impact damage detection and assessment in composite panels using macro fibre composites transducers. J Phys Conf Ser 305:012049
27.
Zurück zum Zitat Gomes GF, Pereira JVP (2020) Sensor placement optimization and damage identification in a fuselage structure using inverse modal problem and firefly algorithm. Evol Intell 1–21 Gomes GF, Pereira JVP (2020) Sensor placement optimization and damage identification in a fuselage structure using inverse modal problem and firefly algorithm. Evol Intell 1–21
28.
Zurück zum Zitat François H, Jean-Noël P, Stéphane R (2015) Evaluating damage with digital image correlation: C. applications to composite materials. In: Handbook of damage mechanics: nano to macro scale for materials and structures, pp 1301–1322 François H, Jean-Noël P, Stéphane R (2015) Evaluating damage with digital image correlation: C. applications to composite materials. In: Handbook of damage mechanics: nano to macro scale for materials and structures, pp 1301–1322
29.
Zurück zum Zitat Caminero MA, Lopez-Pedrosa M, Pinna C, Soutis C (2014) Damage assessment of composite structures using digital image correlation. Appl Compos Mater 21(1):91–106 Caminero MA, Lopez-Pedrosa M, Pinna C, Soutis C (2014) Damage assessment of composite structures using digital image correlation. Appl Compos Mater 21(1):91–106
30.
Zurück zum Zitat Fister Jr I, Yang X-S, Fister I, Brest J, Fister D (2013) A brief review of nature-inspired algorithms for optimization. arXiv preprint arXiv:1307.4186 Fister Jr I, Yang X-S, Fister I, Brest J, Fister D (2013) A brief review of nature-inspired algorithms for optimization. arXiv preprint arXiv:​1307.​4186
31.
Zurück zum Zitat Yang X-S, Xingshi H (2016) Nature-inspired optimization algorithms in engineering: overview and applications. Nature-inspired computation in engineering. Springer, New York, pp 1–20 Yang X-S, Xingshi H (2016) Nature-inspired optimization algorithms in engineering: overview and applications. Nature-inspired computation in engineering. Springer, New York, pp 1–20
32.
Zurück zum Zitat Gomes GF, Mendez YAD, Alexandrino Patrícia da Silva L, da Cunha SS, Ancelotti AC (2018) A review of vibration based inverse methods for damage detection and identification in mechanical structures using optimization algorithms and ann.In: Archives of computational methods in engineering, pp 1–15 Gomes GF, Mendez YAD, Alexandrino Patrícia da Silva L, da Cunha SS, Ancelotti AC (2018) A review of vibration based inverse methods for damage detection and identification in mechanical structures using optimization algorithms and ann.In: Archives of computational methods in engineering, pp 1–15
33.
Zurück zum Zitat Zenzen R, Belaidi I, Khatir S, Wahab MA (2018) A damage identification technique for beam-like and truss structures based on frf and bat algorithm. Comptes Rendus Mécanique 346(12):1253–1266 Zenzen R, Belaidi I, Khatir S, Wahab MA (2018) A damage identification technique for beam-like and truss structures based on frf and bat algorithm. Comptes Rendus Mécanique 346(12):1253–1266
34.
Zurück zum Zitat Tran-Ngoc H, De Samir Khatir G, Roeck T, Bui-Tien LN-N, Wahab MA (2018) Model updating for nam o bridge using particle swarm optimization algorithm and genetic algorithm. Sensors 18(12):4131 Tran-Ngoc H, De Samir Khatir G, Roeck T, Bui-Tien LN-N, Wahab MA (2018) Model updating for nam o bridge using particle swarm optimization algorithm and genetic algorithm. Sensors 18(12):4131
35.
Zurück zum Zitat Khatir S, Abdel Wahab M (2019) Fast simulations for solving fracture mechanics inverse problems using pod-rbf xiga and jaya algorithm. Eng Fract Mech 205:285–300 Khatir S, Abdel Wahab M (2019) Fast simulations for solving fracture mechanics inverse problems using pod-rbf xiga and jaya algorithm. Eng Fract Mech 205:285–300
36.
Zurück zum Zitat Samir Khatir and Magd Abdel Wahab (2019) A computational approach for crack identification in plate structures using xfem, xiga, pso and jaya algorithm. Theor Appl Fract Mech 103:102240 Samir Khatir and Magd Abdel Wahab (2019) A computational approach for crack identification in plate structures using xfem, xiga, pso and jaya algorithm. Theor Appl Fract Mech 103:102240
37.
Zurück zum Zitat Gomes GF, Simões S, da Cunha A, Ancelotti C (2019) A sunflower optimization (sfo) algorithm applied to damage identification on laminated composite plates. Eng Comput 35(2):619–626 Gomes GF, Simões S, da Cunha A, Ancelotti C (2019) A sunflower optimization (sfo) algorithm applied to damage identification on laminated composite plates. Eng Comput 35(2):619–626
38.
Zurück zum Zitat Caminero MA, Pavlopoulou S, Lpez-Pedrosa M, Nicolaisson BG, Pinna C, Soutis C (2012) Digital image correlation analysis applied to monitor damage evolution of composite plates with stress concentrations and bonded patch repairs. In: Proceedings of the 15th European conference on composite materials, Venice, Italy, pp 24–28 Caminero MA, Pavlopoulou S, Lpez-Pedrosa M, Nicolaisson BG, Pinna C, Soutis C (2012) Digital image correlation analysis applied to monitor damage evolution of composite plates with stress concentrations and bonded patch repairs. In: Proceedings of the 15th European conference on composite materials, Venice, Italy, pp 24–28
39.
Zurück zum Zitat Memmolo V, Monaco E, Boffa ND, Maio L, Ricci F (2018) Guided wave propagation and scattering for structural health monitoring of stiffened composites. Compos Struct 184:568–580 Memmolo V, Monaco E, Boffa ND, Maio L, Ricci F (2018) Guided wave propagation and scattering for structural health monitoring of stiffened composites. Compos Struct 184:568–580
41.
Zurück zum Zitat Yang Z-B, Radzienski M, Kudela P, Ostachowicz W (2017) Damage detection in beam-like composite structures via chebyshev pseudo spectral modal curvature. Compos Struct 168:1–12 Yang Z-B, Radzienski M, Kudela P, Ostachowicz W (2017) Damage detection in beam-like composite structures via chebyshev pseudo spectral modal curvature. Compos Struct 168:1–12
42.
Zurück zum Zitat Xingwu Z, Gao Robert X, Ruqiang Y, Xuefeng C, Chuang S, Zhibo Y (2016) Multivariable wavelet finite element-based vibration model for quantitative crack identification by using particle swarm optimization. J Sound Vib 375:200–216 Xingwu Z, Gao Robert X, Ruqiang Y, Xuefeng C, Chuang S, Zhibo Y (2016) Multivariable wavelet finite element-based vibration model for quantitative crack identification by using particle swarm optimization. J Sound Vib 375:200–216
43.
Zurück zum Zitat Yang Z-B, Radzienski M, Kudela P, Ostachowicz W (2017) Fourier spectral-based modal curvature analysis and its application to damage detection in beams. Mech Syst Signal Process 84:763–781 Yang Z-B, Radzienski M, Kudela P, Ostachowicz W (2017) Fourier spectral-based modal curvature analysis and its application to damage detection in beams. Mech Syst Signal Process 84:763–781
44.
Zurück zum Zitat Stepinski T, Uhl T, Staszewski W (2013) Advanced structural damage detection: from theory to engineering applications. Wiley, Hoboken Stepinski T, Uhl T, Staszewski W (2013) Advanced structural damage detection: from theory to engineering applications. Wiley, Hoboken
46.
Zurück zum Zitat Rytter A (1993) Vibrational based inspection of civil engineering structures. PhD thesis, Dept. of Building Technology and Structural Engineering, Aalborg University Rytter A (1993) Vibrational based inspection of civil engineering structures. PhD thesis, Dept. of Building Technology and Structural Engineering, Aalborg University
47.
Zurück zum Zitat Shi D, Xiao X (2018) An enhanced continuum damage mechanics model for crash simulation of composites. Compos Struct 185:774–785 Shi D, Xiao X (2018) An enhanced continuum damage mechanics model for crash simulation of composites. Compos Struct 185:774–785
48.
Zurück zum Zitat Soriano A, Díaz J (2018) Failure analysis of variable stiffness composite plates using continuum damage mechanics models. Compos Struct 184:1071–1080 Soriano A, Díaz J (2018) Failure analysis of variable stiffness composite plates using continuum damage mechanics models. Compos Struct 184:1071–1080
49.
Zurück zum Zitat Ben Sghaier R, Majed N, Ben Dali H, Fathallah R (2017) High cycle fatigue prediction of glass fiber-reinforced epoxy composites: reliability study. Int J Adv Manuf Technol 92(9–12):4399–4413 Ben Sghaier R, Majed N, Ben Dali H, Fathallah R (2017) High cycle fatigue prediction of glass fiber-reinforced epoxy composites: reliability study. Int J Adv Manuf Technol 92(9–12):4399–4413
50.
Zurück zum Zitat Sundararaman S, Adams DE, Rigas EJ (2005) Structural damage identification in homogeneous and heterogeneous structures using beamforming. Struct Health Monit 4(2):171–190 Sundararaman S, Adams DE, Rigas EJ (2005) Structural damage identification in homogeneous and heterogeneous structures using beamforming. Struct Health Monit 4(2):171–190
51.
Zurück zum Zitat Reddy JN, Miravete A (2018) Practical analysis of composite laminates. CRC Press, Boca Raton Reddy JN, Miravete A (2018) Practical analysis of composite laminates. CRC Press, Boca Raton
52.
Zurück zum Zitat Sridharan S (2008) Delamination behaviour of composites. Elsevier, Amsterdam Sridharan S (2008) Delamination behaviour of composites. Elsevier, Amsterdam
53.
Zurück zum Zitat Niemann H, Morlier J, Shahdin A, Gourinat Y (2010) Damage localization using experimental modal parameters and topology optimization. Mech Syst Signal Process 24(3):636–652 Niemann H, Morlier J, Shahdin A, Gourinat Y (2010) Damage localization using experimental modal parameters and topology optimization. Mech Syst Signal Process 24(3):636–652
54.
Zurück zum Zitat Montalvao D, Maia NMM, Ribeiro AMR (2006) A review of vibration-based structural health monitoring with special emphasis on composite materials. Shock Vib Digest 38(4):295–324 Montalvao D, Maia NMM, Ribeiro AMR (2006) A review of vibration-based structural health monitoring with special emphasis on composite materials. Shock Vib Digest 38(4):295–324
55.
Zurück zum Zitat Zou Y, Tong LPSG, Steven GP (2000) Vibration-based model-dependent damage (delamination) identification and health monitoring for composite structures—a review. J Sound Vib 230(2):357–378 Zou Y, Tong LPSG, Steven GP (2000) Vibration-based model-dependent damage (delamination) identification and health monitoring for composite structures—a review. J Sound Vib 230(2):357–378
56.
Zurück zum Zitat Liu PF, Zheng JY (2010) Recent developments on damage modeling and finite element analysis for composite laminates: A review. Mater Des 31(8):3825–3834 Liu PF, Zheng JY (2010) Recent developments on damage modeling and finite element analysis for composite laminates: A review. Mater Des 31(8):3825–3834
57.
Zurück zum Zitat Chao X, Qi L, Cheng J, Tian W, Zhang S, Li H (2018) Numerical evaluation of the effect of pores on effective elastic properties of carbon/carbon composites. Compos Struct 196:108–116 Chao X, Qi L, Cheng J, Tian W, Zhang S, Li H (2018) Numerical evaluation of the effect of pores on effective elastic properties of carbon/carbon composites. Compos Struct 196:108–116
58.
Zurück zum Zitat Drach B, Tsukrov I, Trofimov A, Gross T, Drach A (2018) Comparison of stress-based failure criteria for prediction of curing induced damage in 3d woven composites. Compos Struct 189:366–377 Drach B, Tsukrov I, Trofimov A, Gross T, Drach A (2018) Comparison of stress-based failure criteria for prediction of curing induced damage in 3d woven composites. Compos Struct 189:366–377
59.
Zurück zum Zitat Sokolnikoff IS (1956) Mathematical theory of elasticity. McGraw-Hill Book Company, New YorkMATH Sokolnikoff IS (1956) Mathematical theory of elasticity. McGraw-Hill Book Company, New YorkMATH
60.
Zurück zum Zitat Malvern LE (1969) Introduction to the mechanics of a continuous medium (No. Monograph) Malvern LE (1969) Introduction to the mechanics of a continuous medium (No. Monograph)
61.
Zurück zum Zitat Ugural Ansel C, Fenster Saul K (2011) Advanced mechanics of materials and applied elasticity. Pearson Education, London Ugural Ansel C, Fenster Saul K (2011) Advanced mechanics of materials and applied elasticity. Pearson Education, London
62.
Zurück zum Zitat Pilkey Walter D, Pilkey Deborah F (2008) Peterson’s stress concentration factors. Wiley, Hoboken Pilkey Walter D, Pilkey Deborah F (2008) Peterson’s stress concentration factors. Wiley, Hoboken
63.
Zurück zum Zitat Carlos AJA, Claudio PL, Marcelo BE, Dennis R (2010) Use of the mar-lin criteria to determine the influence of porosity on the iosipescu and short beam shear properties in carbon fiber polymer matrix composites. Mater Res 13(1):63–69 Carlos AJA, Claudio PL, Marcelo BE, Dennis R (2010) Use of the mar-lin criteria to determine the influence of porosity on the iosipescu and short beam shear properties in carbon fiber polymer matrix composites. Mater Res 13(1):63–69
64.
Zurück zum Zitat Ye L, Afaghi-Khatibi A, Lawcock G, Mai Y-W (1998) Effect of fibre/matrix adhesion on residual strength of notched composite laminates. Compos A Appl Sci Manuf 29(12):1525–1533 Ye L, Afaghi-Khatibi A, Lawcock G, Mai Y-W (1998) Effect of fibre/matrix adhesion on residual strength of notched composite laminates. Compos A Appl Sci Manuf 29(12):1525–1533
65.
Zurück zum Zitat Tan Seng C (1994) Stress concentrations in laminated composites. CRC Press, Boca Raton Tan Seng C (1994) Stress concentrations in laminated composites. CRC Press, Boca Raton
66.
Zurück zum Zitat Chu TC, Ranson WF, Sutton MA (1985) Applications of digital-image-correlation techniques to experimental mechanics. Exp Mech 25(3):232–244 Chu TC, Ranson WF, Sutton MA (1985) Applications of digital-image-correlation techniques to experimental mechanics. Exp Mech 25(3):232–244
67.
Zurück zum Zitat Orell O, Vuorinen J, Jokinen J, Kettunen H, Hytönen P, Turunen J, Kanerva M (2018) Characterization of elastic constants of anisotropic composites in compression using digital image correlation. Compos Struct 185:176–185 Orell O, Vuorinen J, Jokinen J, Kettunen H, Hytönen P, Turunen J, Kanerva M (2018) Characterization of elastic constants of anisotropic composites in compression using digital image correlation. Compos Struct 185:176–185
68.
Zurück zum Zitat Tekieli M, De Santis S, de Felice G, Kwiecień A, Roscini F (2017) Application of digital image correlation to composite reinforcements testing. Compos Struct 160:670–688 Tekieli M, De Santis S, de Felice G, Kwiecień A, Roscini F (2017) Application of digital image correlation to composite reinforcements testing. Compos Struct 160:670–688
69.
Zurück zum Zitat Peters WH, Ranson WF (1982) Digital imaging techniques in experimental stress analysis. Opt Eng 21(3):213427 Peters WH, Ranson WF (1982) Digital imaging techniques in experimental stress analysis. Opt Eng 21(3):213427
70.
Zurück zum Zitat Sutton MA, Wolters WJ, Peters WH, Ranson WF, McNeill SR (1983) Determination of displacements using an improved digital correlation method. Image Vis Comput 1(3):133–139 Sutton MA, Wolters WJ, Peters WH, Ranson WF, McNeill SR (1983) Determination of displacements using an improved digital correlation method. Image Vis Comput 1(3):133–139
71.
Zurück zum Zitat Beberniss TJ, Ehrhardt DA (2017) High-speed 3d digital image correlation vibration measurement: Recent advancements and noted limitations. Mech Syst Signal Process 86:35–48 Beberniss TJ, Ehrhardt DA (2017) High-speed 3d digital image correlation vibration measurement: Recent advancements and noted limitations. Mech Syst Signal Process 86:35–48
72.
Zurück zum Zitat Crammond G, Boyd SW, Dulieu-Barton JM (2013) Speckle pattern quality assessment for digital image correlation. Opt Lasers Eng 51(12):1368–1378 Crammond G, Boyd SW, Dulieu-Barton JM (2013) Speckle pattern quality assessment for digital image correlation. Opt Lasers Eng 51(12):1368–1378
73.
Zurück zum Zitat Johanson K, Harper LT, Johnson MS, Warrior NA (2015) Heterogeneity of discontinuous carbon fibre composites: damage initiation captured by digital image correlation. Compos A Appl Sci Manuf 68:304–312 Johanson K, Harper LT, Johnson MS, Warrior NA (2015) Heterogeneity of discontinuous carbon fibre composites: damage initiation captured by digital image correlation. Compos A Appl Sci Manuf 68:304–312
74.
Zurück zum Zitat Speranzini E, Agnetti S (2014) The technique of digital image correlation to identify defects in glass structures. Struct Control Health Monit 21(6):1015–1029 Speranzini E, Agnetti S (2014) The technique of digital image correlation to identify defects in glass structures. Struct Control Health Monit 21(6):1015–1029
75.
Zurück zum Zitat Yoneyama S, Murasawa G (2009) Digital image correlation. Exp Mech 207 Yoneyama S, Murasawa G (2009) Digital image correlation. Exp Mech 207
77.
Zurück zum Zitat Khatir S, Dekemele K, Loccufier M, Khatir T, Wahab MA (2018) Crack identification method in beam-like structures using changes in experimentally measured frequencies and particle swarm optimization. Comptes Rendus Mécanique. 346(2):110–120 Khatir S, Dekemele K, Loccufier M, Khatir T, Wahab MA (2018) Crack identification method in beam-like structures using changes in experimentally measured frequencies and particle swarm optimization. Comptes Rendus Mécanique. 346(2):110–120
78.
Zurück zum Zitat Braun CE, Chiwiacowsky LD, Gomez AT (2015) Variations of ant colony optimization for the solution of the structural damage identification problem. Procedia Comput Sci 51:875–884 Braun CE, Chiwiacowsky LD, Gomez AT (2015) Variations of ant colony optimization for the solution of the structural damage identification problem. Procedia Comput Sci 51:875–884
79.
Zurück zum Zitat Kim N-I, Kim S, Lee J (2019) Vibration-based damage detection of planar and space trusses using differential evolution algorithm. Appl Acoust 148:308–321 Kim N-I, Kim S, Lee J (2019) Vibration-based damage detection of planar and space trusses using differential evolution algorithm. Appl Acoust 148:308–321
80.
Zurück zum Zitat Bayraktar Z, Komurcu M, Bossard JA, Werner DH (2013) The wind driven optimization technique and its application in electromagnetics. IEEE Trans Antennas Propag 61(5):2745–2757MathSciNetMATH Bayraktar Z, Komurcu M, Bossard JA, Werner DH (2013) The wind driven optimization technique and its application in electromagnetics. IEEE Trans Antennas Propag 61(5):2745–2757MathSciNetMATH
81.
Zurück zum Zitat Yang X-S (2012) Flower pollination algorithm for global optimization. In: International conference on unconventional computing and natural computation. Springer, New York, pp 240–249 Yang X-S (2012) Flower pollination algorithm for global optimization. In: International conference on unconventional computing and natural computation. Springer, New York, pp 240–249
82.
Zurück zum Zitat Richards SHANEA (1997) Completed richardson extrapolation in space and time. Commun Numer Methods Eng 13(7):573–582MathSciNetMATH Richards SHANEA (1997) Completed richardson extrapolation in space and time. Commun Numer Methods Eng 13(7):573–582MathSciNetMATH
83.
Zurück zum Zitat Robert Frank G (2007) Sensor placement optimization under uncertainty for structural health monitoring systems of hot aerospace structures. PhD thesis, Citeseer Robert Frank G (2007) Sensor placement optimization under uncertainty for structural health monitoring systems of hot aerospace structures. PhD thesis, Citeseer
84.
Zurück zum Zitat Ray-Chaudhuri S, Chawla K (2018) Stress and strain concentration factors in orthotropic composites with hole under uniaxial tension. Curved Layer Struct 5(1):213–231 Ray-Chaudhuri S, Chawla K (2018) Stress and strain concentration factors in orthotropic composites with hole under uniaxial tension. Curved Layer Struct 5(1):213–231
85.
Zurück zum Zitat Perumal L, Tso CP, Leng LT (2016) Analysis of thin plates with holes by using exact geometrical representation within xfem. J Adv Res 7(3):445–452 Perumal L, Tso CP, Leng LT (2016) Analysis of thin plates with holes by using exact geometrical representation within xfem. J Adv Res 7(3):445–452
86.
Zurück zum Zitat Taynara Incerti de Paula, Guilherme FG, José Henrique de Freitas G, Anderson Paulo de Paiva (2019) A mixture design of experiments approach for genetic algorithm tuning applied to multi-objective optimization. In: World Congress on Global Optimization. Springer, New York, pp 600–610 Taynara Incerti de Paula, Guilherme FG, José Henrique de Freitas G, Anderson Paulo de Paiva (2019) A mixture design of experiments approach for genetic algorithm tuning applied to multi-objective optimization. In: World Congress on Global Optimization. Springer, New York, pp 600–610
87.
Zurück zum Zitat Qais MH, Hasanien HM, Alghuwainem S (2019) Identification of electrical parameters for three-diode photovoltaic model using analytical and sunflower optimization algorithm. Appl Energy 250:109–117 Qais MH, Hasanien HM, Alghuwainem S (2019) Identification of electrical parameters for three-diode photovoltaic model using analytical and sunflower optimization algorithm. Appl Energy 250:109–117
88.
Zurück zum Zitat Shaheen MAM, Hasanien HM, Mekhamer SF, Talaat HEA (2019) Optimal power flow of power systems including distributed generation units using sunflower optimization algorithm. IEEE Access 7:109289–109300 Shaheen MAM, Hasanien HM, Mekhamer SF, Talaat HEA (2019) Optimal power flow of power systems including distributed generation units using sunflower optimization algorithm. IEEE Access 7:109289–109300
Metadaten
Titel
Inverse structural damage identification problem in CFRP laminated plates using SFO algorithm based on strain fields
verfasst von
Guilherme Ferreira Gomes
Fabricio Alves de Almeida
Antonio Carlos Ancelotti Jr.
Sebastião Simões da Cunha Jr.
Publikationsdatum
14.05.2020
Verlag
Springer London
Erschienen in
Engineering with Computers / Ausgabe 4/2021
Print ISSN: 0177-0667
Elektronische ISSN: 1435-5663
DOI
https://doi.org/10.1007/s00366-020-01027-6

Weitere Artikel der Ausgabe 4/2021

Engineering with Computers 4/2021 Zur Ausgabe

Neuer Inhalt