Optimization for maximizing the impact-resistance of patch repaired CFRP laminates using a surrogate-based model. (15th April 2020)
- Record Type:
- Journal Article
- Title:
- Optimization for maximizing the impact-resistance of patch repaired CFRP laminates using a surrogate-based model. (15th April 2020)
- Main Title:
- Optimization for maximizing the impact-resistance of patch repaired CFRP laminates using a surrogate-based model
- Authors:
- Tie, Ying
Hou, Yuliang
Li, Cheng
Meng, Liang
Sapanathan, Thaneshan
Rachik, Mohamed - Abstract:
- Highlights: Numerical method is used to identify the CFRP patch design for low-velocity impact. A surrogate-based optimization is implemented to find optimum design parameters. Surrogate models are built using Diffuse Approximation and design of experiments. The optimum patch designs enhance the impact-resistance of repaired CFRP laminates. Robustness of the optimization protocol is confirmed via various parameter analyses. Graphical abstract: Abstract: This study proposes a surrogate-based optimization model of the external patch design for damaged carbon fiber reinforced polymer (CFRP) laminates to improve the impact-resistance. Initially, finite element (FE) models of patch-repaired CFRP laminates constructed using continuum damage mechanics (CDM) approach and cohesive zone model (CZM), those well capture the intra- and inter-laminar damages during the low-velocity impacts, respectively. Experimental measurements of low-velocity impact tests concur with the numerical predictions and validate the FE models. Subsequently, the validated models are used to optimize the design parameters of repair patch, consisting of patch radius, thickness and off-axis angle. The optimum design parameters are identified using the surrogate models which are constructed using Diffuse Approximation and Design of Experiments (DOE). The identified optimum patch configurations significantly enhance the impact-resistance of repaired CFRP laminates by decreasing the impact energy absorption and theHighlights: Numerical method is used to identify the CFRP patch design for low-velocity impact. A surrogate-based optimization is implemented to find optimum design parameters. Surrogate models are built using Diffuse Approximation and design of experiments. The optimum patch designs enhance the impact-resistance of repaired CFRP laminates. Robustness of the optimization protocol is confirmed via various parameter analyses. Graphical abstract: Abstract: This study proposes a surrogate-based optimization model of the external patch design for damaged carbon fiber reinforced polymer (CFRP) laminates to improve the impact-resistance. Initially, finite element (FE) models of patch-repaired CFRP laminates constructed using continuum damage mechanics (CDM) approach and cohesive zone model (CZM), those well capture the intra- and inter-laminar damages during the low-velocity impacts, respectively. Experimental measurements of low-velocity impact tests concur with the numerical predictions and validate the FE models. Subsequently, the validated models are used to optimize the design parameters of repair patch, consisting of patch radius, thickness and off-axis angle. The optimum design parameters are identified using the surrogate models which are constructed using Diffuse Approximation and Design of Experiments (DOE). The identified optimum patch configurations significantly enhance the impact-resistance of repaired CFRP laminates by decreasing the impact energy absorption and the delamination surface area. Finally, the robustness of the optimization model is confirmed via error analysis of surrogate model reconstruction, and testing the influence of polynomial basis and weighting functions. … (more)
- Is Part Of:
- International journal of mechanical sciences. Volume 172(2020)
- Journal:
- International journal of mechanical sciences
- Issue:
- Volume 172(2020)
- Issue Display:
- Volume 172, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 172
- Issue:
- 2020
- Issue Sort Value:
- 2020-0172-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-04-15
- Subjects:
- CFRP laminates -- External patch repair -- Optimization -- Surrogate-based model -- Impact resistance
Mechanical engineering -- Periodicals
Génie mécanique -- Périodiques
Mechanical engineering
Maschinenbau
Mechanik
Zeitschrift
Periodicals
621.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00207403 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijmecsci.2019.105407 ↗
- Languages:
- English
- ISSNs:
- 0020-7403
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.344000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13508.xml