Numerical and artificial intelligence based investigation on the development of design guidelines for pultruded GFRP RHS profiles subjected to web crippling | Scientific Reports

Scientific Reports volume 14, Article number: 10135 (2024) Cite this article

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This article presents a numerical and artificial intelligence (AI) based investigation on the web crippling performance of pultruded glass fiber reinforced polymers’ (GFRP) rectangular hollow section (RHS) profiles subjected to interior-one-flange (IOF) loading conditions. To achieve the desired research objectives, a finite element based computational model was developed using one of the popular simulating software ABAQUS CAE. This model was then validated by utilizing the results reported in experimental investigation-based article of Chen and Wang. Once the finite element model was validated, an extensive parametric study was conducted to investigate the aforementioned phenomenon on the basis of which a comprehensive, universal, and coherent database was assembled. This database was then used to formulate the design guidelines for the web crippling design of pultruded GFRP RHS profiles by employing AI based gene expression programming (GEP). Based on the findings of numerical investigation, the web crippling capacity of abovementioned structural profiles subjected to IOF loading conditions was found to be directly related to that of section thickness and bearing length whereas inversely related to that of section width, section height, section’s corner radii, and profile length. On the basis of the findings of AI based investigation, the modified design rules proposed by this research were found to be accurately predicting the web crippling capacity of aforesaid structural profiles. This research is a significant contribution to the literature on the development of design guidelines for pultruded GFRP RHS profiles subjected to web crippling, however, there is still a lot to be done in this regard before getting to the ultimate conclusions.

The pultruded fibre reinforced polymer (FRP) products are turning into the staple of international manufacturing economy in the recent years1,2,3,4. It is because the advanced pultrusion process which is the process of converting the reinforced fibres and liquid resins into pultruded FRP, grants the freedom to produce incessant lengths of FRP products5. These FRP products are being used in many industrial applications such as marine, electronic, consumer goods etc., however, construction industry was found to be their leading consumer which is second to only the automotive industry as shown in Fig. 16,7. Among various types of FRP, pultruded glass FRP (GFRP) have gained the maximum attentions of technical stakeholders as a potential alternative to the conventional construction materials8,9,10,11,12 such as steel and concrete13,14,15,16. The snowballing demand of pultruded GFRP in construction industry is because of some of their extraordinary advantages as presented in Fig. 217,18. The greatest advantage of pultruded GFRP products is that they are 75% and 30% lighter in weight as compared to the structural steel and aluminium respectively19. Moreover, they are non-conductive and dimensionally stable which makes them safer and better designed20,21. Pultruded GFRP offers all these advantages without any risk of rusting and therefore, reduces the overall long-term maintenance cost required for the replacement of corroded material as a result of chemical and weather exposure22. Furthermore, they are electromagnetically transparent which encourages them to be used in applications exposed to electromagnetic waves22. The structural profiles of pultruded GFRP can be manufactured using simplified tools without the prerequisite of advance welders23. Moreover, they are easier to be installed because of their lightweight and therefore, do not require specialized equipment for their lifting and erection24. Considering all these advantages of pultruded GFRP, they are in high demand for many civil engineering infrastructural applications such as internal reinforcement, external strengthening, seismic retrofitting, bridge decks, panels, frame buildings etc.22. During their application as internal reinforcement, pultruded GFRP bars are used as a reinforcement material for structural concrete to avoid possible corrosion and durability problems in the alternative structural steel bars, whereas during their application as external strengthening material, the structurally deficient existing concrete infrastructures are rehabilitated by the application of pultruded GFRP25. For the axial strengthening of columns, pultruded GFRP products are wrapped around their external perimeter, whereas for the flexural strengthening of beams, slabs, and other structural elements, pultruded GFRP products are bonded to their tension side which increases their overall flexural load carrying capacity by upto 40%26. For the shear strengthening of structural members, pultruded GFRP products are used as external stirrups where they are bonded to the exterior vertical walls26. Pultruded GFRP also offers an effective solution for the seismic retrofitting of underperforming existing and under-designed newly built concrete structures27. During the seismic retrofitting, the failure or potential failure regions of civil engineering structures are confined by pultruded GFRP jackets and anchors to improve their overall strength and ductile behaviour28. Apart from strengthening applications, pultruded GFRP can also be used as structural profiles for the construction of bridge decks, panels, frame buildings, cooling towers etc.29. Analysing the overall scope of pultruded GFRP, structural profiles were found to be their largest application area in the construction industry30. Therefore, the research presented in this article is focused on the performance of pultruded GFRP structural profiles.

Application areas of FRP products.

Advantages of pultruded GFRP products.

Structural profiles are the elements that have uniform cross-section over their entire length. They are usually made through the standardized processes such as pultrusion process in case of FRP whereas heating and rolling processes in case of steel31. The structural profiles of pultruded GFRP are available in variety of cross-sectional shapes e.g., angle profiles, wide flange profiles, channel profiles, tubular profiles, rectangular hollow section (RHS) or box profiles, handrail profiles etc.32. The handrail profiles cannot be used as the structural member but to provide support for human body at stairs, escalators, and other similar areas, however, the angle profiles can be used both as the transverse load bearing element in flexural members as well as the axial load bearing element in structural truss systems33,34. The wide flange sections are normally used as beam element in large span structures, howbeit, they are ineffective against the torsional loading and hence, their use is limited to only straight vertical or horizontal members34,35. Channel section profiles also known as parallel flange profiles are commonly used in purlins and beams, however, their bending axis is not positioned symmetrically on the width of flanges. Therefore, they can get twisted when exposed to excessive unsymmetric loading conditions34,36. RHS and tubular profiles are usually used in almost all the structural applications (e.g., girders, beams, columns etc.) to carry loads in multiple directions34,36. They possess high aesthetic value and therefore, can be used both as structural element and decorative facades of public buildings. The flat surfaces offered by RHS profiles make them suitable to be used in joining and fabrication applications37. Despite all the advantages and application areas of these profiles of pultruded GFRP, there are certain challenges associated with them as well. One of these challenges is the limited availability of knowledge about the potential failure modes of pultruded GFRP structural profiles especially RHS profiles38. Some of the leading failure modes of these profiles when used in their major application area (i.e., as a beam member) include excessive bending failure, lateral torsional buckling failure, local buckling failure, and local web failure39. During the excessive bending failure, beam usually fails as a result of excessive deformation in the plane of loading, however, it is least expected and only occurs when all other modes of failure are efficaciously prevented39. Lateral torsional buckling failure of pultruded GFRP RHS profiles occurs when they get deflected or twisted in lateral direction. It normally depends upon the profile geometry, loading and support conditions39. During the local buckling failure, localized buckling usually occurs in the flanges because of compression whereas the webs because of the combined effect of shear and bending39. When the webs of aforementioned structural profiles are crushed locally or yielded as a result of excessive shear, it is normally regarded as local web failure39. Among all these failure modes where the localized failure of webs is observed either in buckling or crushing is generally characterized in a unique category of failure modes often known as “web crippling”39. It is the most protuberant mode of failure in pultruded GFRP structural profiles especially the RHS profiles because of their conservative mechanical properties in transverse direction as compared to that of longitudinal direction29.

A significant number of research investigations had already been carried out in the past to investigate the performance of pultruded GFRP structural profiles subjected to web crippling under the action of concentrated transverse loading conditions i.e., interior-ground (IG), end-ground (EG), interior-one-flange (IOF), end-one-flange (EOF), interior-two-flange (ITF), and end-two-flange (ETF). In such an experimental study, Prachasaree and GangaRao40 found that the failure initialization of pultruded FRP multicellular box profiles exposed to IG and EG loading conditions occurred at the web-flange junction which propagated along the longitudinal direction with the further increase in load. Borowicz and Bank41 evaluated the behaviour of pultruded GFRP structural profiles exposed to three-point bending or IOF loading conditions. From the experimental results, all the specimens were found to fail with a wedge type shear failure at the upper web-flange junction. This failure mechanism developed at the junction of webs and flanges was later on revealed to be followed up by the web buckling or web crushing42,43,44,45. Since the web crippling failure occurs when the mechanical properties of pultruded GFRP profiles are reached in the transverse direction, therefore, their counterparts in the longitudinal direction cannot be utilized upto their full extent46,47,48,49. In an effort to further investigate, validate and characterize the transverse compression failure mode of pultruded GFRP structural profiles, Wu and Bai50 carried a sequence of experimental tests of the aforementioned RHS profiles subjected to IG, EG, ITF, and ETF loading conditions. The results revealed that the failure gets initiated at the web-flange junction followed up by the crushing and buckling of the webs. In another research conducted by Charoenphan et al.42, progressive tearing failure was found to be the characteristic mode of failure for unicellular pultruded FRP structural profiles under the action of combined bending and concentrated transverse loading conditions. During the failure of test specimens, maximum cracks were observed to be produced at the junction of webs and flanges which propagated throughout the cellular walls as the load was increased. Chen and Wang51 carried out a combined experimental and finite element-based investigation to evaluate the behaviour of Pultruded GFRP RHS profiles exposed to IG, EG, ITF, and ETF loading conditions. The research aimed to investigate the effect of important geometrical and structural parameters on the ultimate load carrying capacity, failure mechanism, and ductility characteristics of aforementioned structural profiles. From the results, initial cracks were found to be formed at 45° near the web-flange junction indicating the web crippling mode of failure whereas the subsequent cracks were found to be formed perpendicular to the web on the cross-section indicating the web buckling mode of failure. In addition to the above-described failure mechanism, longitudinal traditional cracks and longitudinal wrinkling cracks were also observed in the specimens exposed to IG and ITF loading conditions. The specimens with interior loading were found to exhibit better strength and ductility characteristics when compared to that with exterior loading. The research also revealed that the existing design rules available for the design of structural steel overestimate the strength of Pultruded GFRP profiles by upto 70%. It is because they are based on the isotropic characteristics of structural steel and does not consider the orthotropic nature of pultruded GFRP. The research winded-up by proposing unique formulae to obtain more accurate and reliable results for the web crippling capacity of aforementioned RHS profiles. All the research investigations carried out in past are significant contribution to the literature on pultruded GFRP, however, they are still not sufficient to formulate uniform guidelines for the design of aforementioned structural profiles especially the RHS profiles. It is because only a countable number of research studies are currently available on the performance abovementioned RHS profiles when subjected to web crippling. Moreover, the range of some important structural and geometric parameters were found to be little conservative while evaluating their impact on the web crippling behaviour of pultruded GFRP RHS profiles which needs to be further expanded to a practical level.

Analysing the disparities and knowledge gaps in the existing literature, this research aims to meticulously investigate the overall performance (i.e., strength, stiffness, and failure mechanism) of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse loading conditions i.e., three-point bending or IOF loading conditions. The research presented in this article also aims to explore the impact of several important geometrical and structural parameters on the performance of aforementioned structural profiles. Moreover, it is intended to develop a comprehensive, universal, and coherent database providing in-depth analysis on the behaviour of above described RHS profiles. This research is further extended to formulate detailed guidelines for the design of pultruded GFRP RHS profiles subjected to web crippling based on the existing design procedures of structural steel.

The earlier stated research objectives were achieved by conducting a finite element-based research investigation, the overall scheme of which can be subdivided into five stages as illustrated in Fig. 3. In the first stage of this scheme of research methodology, a research topic with a clear knowledge gap and future research scope was selected which in the present case is the web crippling of pultruded GFRP RHS profiles. The detailed description regarding the selection of this research topic has already been provided in “Introduction”. Once the main theme or the topic of research investigation was finalized, its finite element-based model was developed in computer-based simulation software i.e., ABAQUS CAE52. After the development of aforementioned representative model, it was calibrated against the experimental results in order to verify or validate its ability to simulate the actual real-world phenomenon. The experimental data to validate the given finite element-based model was obtained from a research investigation conducted by Chen and Wang51 in the year 2015. Once the finite element model was validated, an extensive parametric study was conducted to investigate the effect of various important geometrical, structural, and material parameters on the overall performance of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse loading conditions. On the basis of results obtained from this parametric study, a comprehensive, universal, and coherent database was assembled which was then used to formulate the design guidelines for the design of aforementioned structural profiles against web crippling. The formulation of these design guidelines was based on the existing design rules of structural steel as recommended by the international design codes e.g., ASCE53. The contemporary design rules of structural steel were modified by employing artificial intelligence (AI) based gene expression programming (GEP) to make them efficient enough to be implemented to pultruded GFRP RHS profiles.

Scheme of research methodology.

The overall process of the development of finite element model of the aforementioned real-world phenomenon can be divided into six phases i.e., the modelling of geometric properties, the modelling of material properties, the modelling of loading and boundary conditions, the modelling of contact interactions, the assignment of mesh properties, and the selection of analysis method. All these phases of the development of given finite element model are described in detail in the following sections.

The geometry of pultruded GFRP RHS loaded specimen as adopted from the experimental program of Chen and Wang51 is shown in Fig. 4. In this figure, B, H, T, Ro, Ri, L, and N stand for the section width, section height, section thickness, exterior corner radius, interior corner radius, profile length, and bearing length of supporting or loading plate respectively. In accordance with the geometrical measurements reported in the aforementioned experimental program, section width was taken as 50.16 mm, section height was taken as 100.28 mm, section thickness was taken as 4.02 mm and 3.98 mm for webs and flanges respectively, exterior and interior corner radii were taken at their nominal value of two times and one time of that of section thickness respectively, profile length was taken as 500 mm which is slightly greater than that of minimum specified by the geometry in Fig. 4b, bearing length, width, and thickness of both the supporting and loading plates were taken as 150 mm, 300 mm, and 30 mm respectively. Once the geometrical measurements were finalized, all the features involved in the numerical investigation were modelled in computer-based simulation software ABAQUS CAE52 depending upon the nature of their geometry. Since the thickness of RHS profile is significantly smaller as compared to its other geometrical dimensions, therefore, it was modelled using an eight-node quadrilateral in-plane general purpose continuum shell element with reduced integration owning hourglass control and finite membrane strains (SC8R) whereas both the supporting and bearing plates possessing the solid geometry were modelled using an eight-node linear brick element with reduced integration and hourglass control (C3D8R) from the ABAQUS52 library. The selection of these element types for the modelling of abovementioned geometrical features was based on the recommendations of some recent research studies on the web crippling of thin-walled tubular structures45,51,54,55,56,57,58.

(a) Cross section view (b) Elevation view of pultruded GFRP RHS loaded specimen for calibrating the finite element model.

The material properties of all the geometrical features involved in the research were obtained from the experimental investigation based academic article of Chen and Wang51. According to this article, pultruded GFRP was considered to be possessing longitudinal tensile strength of 275 MPa, interlaminar shear strength of 29 MPa, and elastic modulus of 26 GPa. The overall modelling of pultruded GFRP in ABAQUS CAE52 can be explained in terms of the modelling of its weight characteristics, elastic behaviour, and plastic or post-yield behaviour. The weight characteristics of the aforementioned material were modelled by defining the mass density whereas the elastic behaviour was modelled by defining the engineering constants in all three directions to incorporate the effect of material anisotropy. During the modelling of weight characteristics and elastic behaviour, the mass density was taken as 2050 kg/m3 whereas the elastic moduli, shear moduli, and Poisson’s ratios were taken as 45 GPa, 18 GPa, 18 GPa, 6 GPa, 6 GPa, 2.5 GPa, 0.25, 0.25, and 0.3 respectively in longitudinal, transverse, and shear directions correspondingly. The modelling of the plastic or post-yield behaviour of pultruded GFRP was based on the “Hashin Damage Criterion” developed by Hashin and Rotem in the year 197359,60. It is available in ABAQUS CAE52 as built-in and requires some strength, fracture, and viscous properties to be defined for modelling the plastic behaviour of FRP composites. During the modelling of plastic behaviour, the tensile strengths, compressive strengths, shear strengths, and fracture energies were taken as 275 MPa, 60 MPa, 200 MPa, 45 MPa, 45 MPa, 30 MPa, 200 N/mm and 150 N/mm respectively in longitudinal and transverse directions whereas the viscosity coefficient was taken as 0.18 in all directions. The implementation philosophy of Hashin Damage Criterion in ABAQUS CAE52 can be divided into three phases i.e., damage initiation phase, damage evolution phase, and damage stabilization phase. During the damage initiation phase, coefficient for each of the expected failure mode i.e., the fibre compression failure, fibre tension failure, matrix compression failure, and matrix tension failure were calculated employing the mathematical equations recommended by Hashin and Rotem59. When the value of either of these coefficients approaches unity, the failure gets initiated in that particular failure mode. During the damage evolution phase of Hashin Damage Criterion, the damage state of all the finite elements of the given model were computed based on the fracture energies. The difference between the damage or stress states before and after the damage simulates the softening behaviour of features assigned with FRP material. The materials possessing softening behaviour can sometimes lead to the astringent convergence complications in implicit analyses. These convergence complications can be avoided by implementing the damage stabilization scheme of Hashin Damage Criterion which is based on the viscous properties. It is usually considered as an effective method of decelerating the damage induced in FRP composites by artificially increasing the fracture energies. Apart from the modelling of material for pultruded GFRP RHS profile, the structural steel for both the supporting and loading plates was modelled as linear elastic material with a modulus of elasticity of 210 GPa and Poisson’s ratio of 0.3. It is because both the plates were expected to remain within their yield limit prior to the failure of aforementioned RHS profile owing to the isotropic nature of structural steel.

All the boundary conditions (i.e., displacement, rotation, and external loads) were applied to the pultruded GFRP RHS assembly through the reference points created at the geometrical centre of exterior normal faces of both the supporting and loading plates. These reference points were linked to their respective plates through the rigid body constraint. Based on the recommendations of antecedent research studies on the web crippling phenomenon45,51,61,62,63 and the structural arrangement of the aforementioned assembly, the supporting plate was restrained against all the displacement and rotational degrees of freedom whereas the loading plate was allowed to move only in the vertical direction. The number of supporting plates was increased from 1 during the initial model calibration to 2 during the parametric study, however, the boundary conditions applied to them were kept the same. The external load to produce the web crippling phenomenon in the pultruded GFRP RHS specimen was applied through the displacement-controlled pressure force at the loading plate in the vertical or transverse direction.

The contact interaction between the steel plates and pultruded GFRP RHS profile was modelled as standard surface-to-surface contact. In this type of contact, the pressure overclosure during the normal behaviour was set as “hard” which allows the separation after its enforcement whereas the friction formulation during the tangential behaviour was set as “penalty” with a frictional coefficient of 0.4. This contact was applied to the interacting surfaces of RHS profile and both the supporting and loading plates by employing the master–slave algorithm from the ABAQUS library52. To implement this algorithm, the surface transferring the applied load was considered as master surface whereas the surface to which the applied load gets transferred was considered as slave surface. There exists a little change in the contact interaction while moving from model calibration to parametric study. Since the supporting plates were placed at the edges of RHS profile instead of its centre during the parametric study, therefore, the contact between the interacting surfaces of aforementioned RHS profile and supporting plates was modelled utilizing the tie constraint to effectively simulate the simply supported boundary conditions.

Meshing is the process of discretizing a certain geometrical entity into the finite elements64. It is responsible for reducing the infinite degrees of freedom of a structural geometry to finite, making it able to be solved numerically64. The size of a mesh usually controls the accuracy of the solution. A finer mesh with smaller finite elements generally produces more accurate results, however, it also increases the computational cost64. To find a balance between the accuracy of solution and computational cost, convergence studies are frequently recommended51,65. The size of mesh elements in the present research (i.e., 10 mm in each direction) was also decided on the basis of convergence study, the results of which has been presented in Fig. 5. Since the dimensions of geometrical entities involved in this research were not too big, therefore, the size of mesh elements was kept the same throughout their body. The mesh properties of finite element model associated with this research has been illustrated in Fig. 6.

Selection of mesh size based on convergence study.

Mesh properties for calibrating the finite element model.

ABAQUS CAE52 provides numerous methods and techniques for executing a certain finite element analysis efficiently and effectively11,12. Among these analysis methods, ABAQUS/Standard and ABAQUS/Explicit are the most popular and efficacious ones for the problems involving web crippling phenomenon11,12. However, ABAQUS/Explicit analysis is associated with a very small increment size and therefore, more suited for the problems exhibiting convergence complications66,67,68,69,70,71,72,73. Considering the computational cost and the effectiveness of a certain analysis method, this research has employed ABAQUS/Standard analysis to investigate the behaviour of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse loading conditions. Moreover, the geometric nonlinearity was also incorporated into the analysis to get an insight of the effects of large displacements on the performance of aforementioned structural profiles.

Model validation or verification is the process of ascertaining the degree to which the finite element model represents a certain real-world phenomenon for its intended application. It is a prerequisite for conducting the numerical based research investigation. This research has validated its finite element model by utilizing the experimental testing results of pultruded GFRP RHS profile presented by Chen and Wang51. The description on the validation of this model can be divided into two parts. The first part describes its overall scheme whereas the second part describes its results.

The validation of computational model associated with this research was based on the five important parameters i.e., failure mode or failure mechanism, load–deflection relationship, ultimate load carrying capacity, overall section stiffness and ductility ratio of the aforementioned structural assembly. The failure mode, load–deflection relationship, and ultimate load carrying capacity are the self-descriptive terms, however, the section stiffness is the force required to produce unit deformation within the elastic limit whereas the ductility ratio is the ratio of ultimate strain to the yield strain. The overall scheme of validating the finite element model has been presented in Fig. 7.

Scheme of model validation.

The first stage of the model validation scheme as presented earlier in “Model validation scheme” is the validation of failure mode. From the numerical investigation results, the failure of pultruded GFRP RHS profiles subjected to web crippling was revealed to be initialized with the formation of 45° cracks at the web-flange junction. These initial cracks were observed to be followed up by the formation of major longitudinal cracks in the middle-third whereas the minor wrinkling cracks in the whole of webs. The cracking of webs was also discovered to be accompanied by the punching of bearing plates into them at and near the web-flange junction. This failure mode of the aforementioned structural profiles subjected to web crippling was found to be in good agreement with that obtained from the experimental investigation51 results as depicted in Fig. 8.

Validation of finite element model based on the failure mode.

In addition to failure mode, the validation of the given finite element model was also based on some important stress–strain characteristics i.e., load deflection relationship, ultimate load, overall section stiffness, and ductility ratio. Evaluating these stress–strain characteristics as presented in Fig. 9, the finite element model-based load deflection relationship of the given structural assembly was found to be approximately the same as that obtained from the experimental investigation51 with a deviation of not more than the engineering tolerance limit of 5% throughout its entire range. Furthermore, the difference between the experimental and finite element based computational model results for ultimate load, overall section stiffness, and ductility ratio was revealed to be 1.69%, 2.68%, and 2.55% respectively. In addition to the stress–strain characteristics as presented in Fig. 9, the given finite element model was also verified against the stress–strain characteristics of an additional experimental investigation-based model (Fig. 10). Analyzing the results of all these stress–strain characteristics as presented in Figs. 9 and 10, and the failure mode as presented in Fig. 8, the given finite element model was said to be impeccably calibrated to simulate the actual real-world phenomenon of the web crippling of pultruded GFRP RHS profiles.

Validation of finite element model based on the stress–strain characteristics.

Verification of finite element model based on the stress–strain characteristics.

Once the finite element model was validated against the experimental results, an extensive parametric study was conducted to investigate the effect of various important geometrical, structural, and material parameters on the performance of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions. The description on the parametric study can be divided into two parts. The first part describes the computational models developed for parametric study whereas the second part describes the results obtained.

In the parametric study, a total number of 111 computational models were developed to investigate the performance of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions. The geometrical arrangement of these models of the loaded aforementioned structural assembly has been illustrated in Fig. 11. Here B, H, T, Ro, Ri, L, and N represent the section width, section height, section thickness, exterior corner radius, interior corner radius, profile length, and bearing length of loading or supporting plates respectively. The range of all these parameters was decided based on the recommendation of AISC74,75 for thin-walled structures and elaborated in detail in Table 1. The length of RHS profile was taken slightly greater than that of minimum required51,76 as illustrated in Fig. 11b to make it in round figures. Apart from these parameters, the width of loading or supporting plates was taken as 1.5 times that of the section width for a proper distribution of applied load. The material parameters associated with this research were kept the same as presented in the experimental investigation-based article of Chen and Wang51 throughout the parametric study, a brief explanation of which has been provided in the “Material modelling”. Some other parameters that are not defined in this section were taken at their default value as during the model calibration. Since the parametric study is associated with a large number of finite element models, therefore, there exists a need to assign each of the model with a unique identity (ID) or name. This unique ID or name of the finite element models developed during the parametric study consists of five parts. The first part represents the name of structural profile (i.e., RHS profile) whereas the second part represents its cross-sectional dimensions in a sequential order of section height, section width, and section thickness in whole number digits. The third part of Model ID describes the length of profile (e.g., L0.25 means the length of the given structural profile is 0.25 m), fourth part explains the length of bearing plates (e.g., N0.5B means N is 0.5 times that of B), lastly the final part of Model ID elaborates the exterior corner radius of RHS geometry (e.g., R2T means Ro is 2 times that of T). The results obtained from the parametric study of pultruded GFRP RHS profiles subjected to web crippling have been described in detail in the succeeding section.

(a) Cross section view (b) Elevation view of pultruded GFRP RHS loaded specimen for parametric study.

During the parametric study, the effect of various important parameters as described earlier in the preceding section on the performance of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions was investigated. The evaluation of the performance of these structural profiles was based on their failure modes and key strength characteristics i.e., ultimate load, maximum bending moment, and overall section stiffness. The parametric study results in terms of all these performance indicators are presented in Table 1 and described in detail in the succeeding sections.

The parametric study of the research presented in this article was conducted on wide-ranging database to achieve reliable results on the basis of which sound logical conclusions can be drawn. Exploiting this unique characteristic, the failure mechanism of all the involved finite element based computational models of pultruded GFRP RHS profiles subjected to web crippling was analysed. From the failure mechanism analysis results, crushing, complete buckling, local buckling, and inward bending of the webs were found to be the predominant failure modes of the aforementioned structural profiles when subjected to combined bending and concentrated transverse or IOF loading conditions as presented in Fig. 12. The parametric study results revealed that the association of any of these modes of failure with a certain structural profile depends primarily on its geometric and structural stability, which is the function of aspect ratio, slenderness ratio, section height-thickness ratio, section height-width ratio, corner radius-section thickness ratio, and bearing length-section width ratio. From the in-depth evaluation of parametric study results, inward bending and local buckling of webs were found to be the failure modes associated with the pultruded GFRP RHS profiles having lower geometric and structural stability index whereas buckling and crushing of webs were found to be the failure modes associated with the ones having higher value of geometric and structural stability index.

Predominant failure modes of pultruded GFRP RHS profiles subjected to web crippling.

In addition to failure modes, the effect of various important parameters including section width, section height, section thickness, section’s corner radii, profile length, and bearing length were also investigated on the strength characteristics (i.e., ultimate load, maximum bending moment, and overall section stiffness) of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions. The detailed description regarding the impact of all these parameters on the strength characteristics of aforementioned structural profiles is provided in the following subsections.

The parametric study results revealed that section width exhibits no significant impact on the overall strength characteristics of pultruded GFRP RHS profiles subjected to web crippling. However, the increase of section width was still found to produce a small decrease in the ultimate load and maximum bending moment whereas a small increase in the overall section stiffness of aforementioned structural profiles as presented in Fig. 13. It is because increasing the section width slightly increases the loading eccentricity on the webs resulting in small decline of ultimate load and maximum bending moment whereas decreases the section height-width ratio resulting in the stiffening of overall structural geometry.

Effect of section width on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

From the parametric study results, section height was observed to possess an inverse relationship with the ultimate load and overall section stiffness of pultruded GFRP RHS profiles subjected to web crippling as presented in Fig. 14. It is because increasing the section height also increases the probability of aforementioned structural profiles to get failed in any other failure mode prior to their material yielding. Moreover, section height was found to possess no significant effect on the maximum bending moment (Fig. 14). It is because increasing the section height also results in the increase of profile length as described earlier in “Parametric study models”.

Effect of section height on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

From the parametric study results, section thickness was found to exhibit direct relationship with the strength characteristics (i.e., ultimate load, maximum bending moment, and overall section stiffness) of pultruded GFRP RHS profiles subjected to web crippling as depicted in Fig. 15. It is because increasing the section thickness also increases the geometric and structural stability of aforementioned profiles by reducing their section height-thickness ratio. Moreover, it also increases their area of resistance against the applied bending and concentrated transverse or IOF loading conditions.

Effect of section thickness on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

The parametric study results revealed that section’s corner radii possess inverse relationship with the strength characteristics (i.e., ultimate load, maximum bending moment, and overall section stiffness) of pultruded GFRP RHS profiles subjected to web crippling as shown in Fig. 16. It is because increasing the section’s corner radii also increases the eccentricity of applied bending and concentrated transverse loading on the webs which causes them to fail at a lesser stress intensity.

Effect of section’s corner radii on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

From the parametric study results, profile length was found to hold an inverse relationship with the ultimate load and section stiffness of pultruded GFRP RHS profiles subjected to web crippling as shown in Fig. 17. It is because increasing the profile length results in reducing the overall geometric and structural stability of the aforementioned profiles by increasing their aspect ratio. Bending moment was however found not to be significantly influenced by the profile length because of it being the direct function of the latter as well.

Effect of profile length on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

The parametric study results as presented in Fig. 18 revealed that bearing length exhibits direct relationship with the strength characteristics (i.e., ultimate load, bending moment, and overall section stiffness) of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions. It is because increasing the bearing length also increases the area of load distribution which reduces the stress concentration on the webs of aforementioned structural profiles.

Effect of bearing length on the strength characteristics of pultruded GFRP RHS profiles subjected to web crippling.

The web crippling design guidelines of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions were developed by modifying the existing design formulae of international design codes i.e., ASCE53 and EC377 on the basis of the traditions set by earlier researchers11,12,29,50,76. The description on the development of these design guidelines for the aforementioned structural profiles can be divided into three parts. The first part presents the overall scheme for the development of these design guidelines, the second part presents the details regarding AI based GEP used for the development of these design guidelines, whereas the third part presents the thereby obtained modified design guidelines for the pultruded GFRP RHS profiles subjected to web crippling.

Based on the parametric study results, a comprehensive, universal, and coherent database describing the overall performance of pultruded GFRP RHS profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions was assembled. This database was then used to formulate the guidelines for web crippling design of aforementioned structural profiles under the given loading conditions. The overall process of formulating these design guidelines is charted in Fig. 19 which can be divided into five major steps. In the first step, design rules for the web crippling design of structural steel recommended by the international design codes i.e., ASCE53 and EC377 were identified as presented in Eqs. (1) and (7) respectively. The Eqs. (2)–(6) are provided to calculate the standard coefficients involved in Eq. (1). Some of the parameters used in these equations have already been described in “Parametric study models”, however, among others, P represents the nominal strength per web of RHS profile, θ represents the angle of web inclination with horizontal, α represents the web crippling coefficient which is described in detail in EC377, la represents the effective bearing length, fy and E represent the yield strength and elastic modulus of RHS profiles’ material respectively. Employing these equations, the web crippling strength of specimens detailed in Table 1 was computed and compared with that attained from the finite element models. The error between the results obtained from design equations of aforementioned international standards and finite element models was then resolved utilizing the AI based GEP algorithm as recommended by some antecedent researchers78,79,80,81. The correction for this error was introduced into the design equations of ASCE53 and EC377 as multiplicative strength modification factors. The GEP modelling procedure employed for the resolution of this error and the evolution of these strength modification factors has been described in detail in the succeeding section.

Scheme of formulating the web crippling design guidelines for pultruded GFRP RHS profiles.

GEP is an AI based evolutionary algorithm intended to formulate mathematical function for a given set of datapoints by mimicking the natural processes of living organisms. The modelling of strength modification factors to be introduced into the design equations of ASCE53 and EC377 to make them efficient enough to be implemented to pultruded GFRP RHS profiles while employing GEP was done by using enormously versatile data modelling software GeneXproTools 5.0. To initialize the modelling process, a comprehensive, universal, and coherent database as presented in Table 1 was imported into GeneXproTools. The model parameters of this database were considered as the input variables whereas the strength modification factors calculated by comparing the ultimate load taken by aforementioned profiles obtained from the computational models developed during parametric study and the design equations of ASCE53 and EC377 were considered as the output variables. GeneXproTools provides the user with the ability to stipulate important modelling parameters, such as head size, number of chromosomes, number of genes, constant per gene, linking function, and model functions. Employing different combinations of these modelling parameters, multiple GEP models were generated. The performance of these models was assessed based on five most commonly used fitness indicators i.e., coefficient of determination (R2), root mean squared error (RMSE), mean absolute error (MAE), root relative squared error (RRSE), and performance index (ρ) as given in Eqs. (8)–(12). In these equations, T, T̅, and P represents the given, mean given, and predicted outputs respectively, whereas n represents the total number of datapoints. Based on the results of these performance indicators, the best fitted models were proposed as strength modification factors to be used in the design equations of ASCE53 and EC377. The modified design equations of these international codes thereby obtained were recommended to be used for the web crippling design of aforementioned structural profiles.

In accordance with the methodology laid out in the overall scheme of the development of design guidelines for pultruded GFRP RHS profiles subjected to web crippling as presented in “Scheme of the development of design guidelines”, the existing design guidelines of international design codes i.e., ASCE53 and EC377 for structural steel were evaluated by applying them to the finite element based computational models created during parametric study. From the comparison of results, the aforementioned design rules were found to overestimate the web crippling capacity of pultruded GFRP RHS profiles by an average value of approximately 75%. It is because they are based on the isotropic nature of structural steel and do not consider the material orthotropy of pultruded GFRP. The modification for this error was incorporated into the abovementioned design guidelines by introducing web crippling strength modification factor (CGFRP) to the design equation of ASCE53 whereas replacing the already included web crippling coefficient (α) for structural steel with that of pultruded GFRP (αGFRP) in the design equation of EC377. The modified design rules thereby obtained are presented in Eqs. (13)–(16). Most of the parameters involved in these equations have already been described in “Scheme of the development of design guidelines”, however, among others, PM-ASCE and PM-EC3 represent the web crippling capacity of pultruded GFRP RHS profiles in terms of ultimate load computed using the modified design equations of ASCE53 and EC377 respectively.

The consistency and soundness of the proposed modified design rules of ASCE53 and EC377 in the web crippling design of pultruded GFRP RHS profiles was assessed by employing one of the most frequently used statistical analysis i.e., the reliability analysis29. It determines the consistency and soundness of these design rules in terms of reliability index (β), which can be computed using Eq. (17). In this equation, Cϕ, ϕ, Fm, Mm, Pm, VF, VM, VQ, VP, and CP epitomizes the calibration coefficient, resistance factor, mean fabrication factor, mean material factor, mean load ratio (i.e., the ratio of ultimate load obtained from finite element models to that computed using modified design rules) factor, coefficient of variation of fabrication factor, coefficient of variation of material factor, coefficient of variation of load effect, coefficient of variation of load ratio, and correction factor. Most of these parameters had been reported in the design codes53,77 and existing research literature12,29,82 whereas the others have been presented in Table 2. A higher value of β usually refers to the higher level of safety or reliability in the design practice. In the web crippling design of pultruded GFRP structural profiles, a target value of 3.5 is normally recommended for β29,83. From the reliability analysis results, β was found to be 3.95 and 3.58 for the modified design rules of ASCE53 and EC377 respectively as also presented in Table 2. Analyzing the reliability analysis results, the proposed design rules can be said to be consistent, sound and hence, reliable.

The performance of above-described modified design rules of ASCE53 and EC377 was evaluated on the basis of five most frequently used fitness indicators i.e., R2, RMSE, MAE, RRSE, and ρ. From the fitness evaluation results as presented in Fig. 20, these performance indicators were revealed to be 0.9822, 31.44, 20.52, 0.0904, and 0.0633 respectively for modified ASCE53 model whereas 0.9333, 54.42, 33.62, 0.1566, and 0.1110 respectively for modified EC377 model. Based on the results obtained for these performance indicators, the modified ASCE53 and EC377 models were found to be accurately predicting the web crippling capacity of pultruded GFRP RHS profiles (Fig. 21) and therefore, they were recommended to be used for the design of aforementioned structural profiles subjected to web crippling under the action of combined bending and concentrated transverse or IOF loading conditions.

Performance evaluation of proposed web crippling capacity prediction models.

Prediction accuracy of proposed web crippling capacity prediction models.

This research article presented a numerical investigation on the performance of pultruded glass fibre reinforced polymers (GFRP) rectangular hollow section (RHS) profiles subjected to web crippling under the action of combined bending and concentrated transverse or interior-one-flange (IOF) loading conditions. For this, a finite element based computational model was developed employing ABAQUS CAE52 which was then validated by utilizing the experimental results reported in an academic article of Chen and Wang51. Once the finite element model was validated, a comprehensive parametric study was conducted to investigate the aforementioned phenomenon on the basis of which modified web crippling design guidelines were proposed. Based on the findings of this research, the following conclusions can be drawn:

The finite element based computational model developed during this research was found to be accurately calibrated to simulate the actual real-world phenomenon of the web crippling of pultruded GFRP RHS profiles subjected to bending or concentrated transverse loading conditions.

From the failure mechanism analysis, crushing, complete buckling, local buckling, and inward bending of the webs were found to be the predominant failure modes of pultruded GFRP RHS profiles subjected to combined bending and concentrated transverse or IOF loading conditions.

The web crippling capacity of pultruded GFRP RHS profiles subjected to IOF loading conditions was found to be directly related to that of section thickness and bearing length whereas inversely related to that of section width, section height, section’s corner radii, and profile length.

The modified design rules of ASCE53 and EC377 as proposed by this research were found to be accurately predicting the web crippling capacity of pultruded GFRP RHS profiles when subjected to combined bending and concentrated transverse or IOF loading conditions.

The research presented in this article is a significant contribution to the literature on the performance of pultruded GFRP RHS profiles subjected to web crippling. However, there is still a lot to be done in this regard before getting to the ultimate conclusions. Therefore, the future researchers are recommended to investigate the aforementioned phenomenon with respect to some other boundary conditions (e.g., end-one-flange (EOF), end-two-flange (ETF), interior-two-flange (ITF) etc.) and profile types. The future researchers are also recommended to develop all-inclusive and wide-ranging databases describing the overall performance of pultruded GFRP structural profiles subjected to web crippling on the basis of which uniform design guidelines can be formulated. Moreover, they are recommended to develop the independent web crippling design rules of abovementioned structural profiles by utilizing the innovative artificial intelligence (AI) based algorithms exhibiting better performance as compared to the other traditional analytical algorithms84,85,86,87,88,89.

All data used in this study is available in the manuscript.

Lin, J. et al. Analysis of stress-strain behavior in engineered geopolymer composites reinforced with hybrid PE-PP fibers: A focus on cracking characteristics. Compos. Struct. 323, 117437. https://doi.org/10.1016/j.compstruct.2023.117437 (2023).

Article CAS Google Scholar

Wu, Z., Wang, X., Zhao, X. & Noori, M. State-of-the-art review of FRP composites for major construction with high performance and longevity. Int. J. Sustain. Mater. Struct. Syst. 1, 201–231 (2014).

Google Scholar

Gan, J., Li, F., Li, K., Li, E. & Li, B. Dynamic failure of 3D printed negative-stiffness meta-sandwich structures under repeated impact loadings. Compos. Sci. Technol. 234, 109928. https://doi.org/10.1016/j.compscitech.2023.109928 (2023).

Article CAS Google Scholar

Kendall, D. Building the future with FRP composites. Reinforced Plastics 51, 26–33 (2007).

Article Google Scholar

Stepinac, L., Skender, A., Damjanović, D. & Galić, J. FRP pedestrian bridges—Analysis of different infill configurations. Buildings 11, 564 (2021).

Article Google Scholar

Anandjiwala, R. D. & Blouw, S. Composites from bast fibres-prospects and potential in the changing market environment. J. Nat. Fibers 4, 91–109 (2007).

Article Google Scholar

Li, F. et al. Enhancing impact resistance of hybrid structures designed with triply periodic minimal surfaces. Compos. Sci. Technol. 245, 110365. https://doi.org/10.1016/j.compscitech.2023.110365 (2024).

Article Google Scholar

R. Asghar, A. Shahzad, S.U. Amjad, A. Akhtar. Comparative study on the seismic performance of bare frame and infilled frame RC structures with brick masonry and low strength concrete block masonry infills. in Department of Civil Engineering, Capital University of Science and Technology, Islamabad, Pakistan, 2020: p. 8.

R. Asghar, A. Shahzad, S.U. Amjad, A. Akhtar. Experimental determination of the mechanical properties of brick masonry and low strength concrete block masonry. in Department of Civil Engineering, Capital University of Science and Technology, Islamabad, Pakistan, 2020: p. 6.

Amjad, S. U., Budihardjo, M. A., Priyambada, I. B. & Asghar, R. Synthesis of geopolymer concrete using flyash. IOP Conf. Ser. Earth Environ. Sci. 1098, 012072. https://doi.org/10.1088/1755-1315/1098/1/012072 (2022).

Article Google Scholar

Zhang, X. et al. Quasi-static compression and dynamic crushing behaviors of novel hybrid re-entrant auxetic metamaterials with enhanced energy-absorption. Compos. Struct. 288, 115399. https://doi.org/10.1016/j.compstruct.2022.115399 (2022).

Article Google Scholar

Kanthasamy, E. et al. Web crippling behaviour of cold-formed high-strength steel unlipped channel beams under End-One-Flange load case. Case Stud. Constr. Mater. 16, e01022. https://doi.org/10.1016/j.cscm.2022.e01022 (2022).

Article Google Scholar

Correia, J. R., Bai, Y. & Keller, T. A review of the fire behaviour of pultruded GFRP structural profiles for civil engineering applications. Compos. Struct. 127, 267–287 (2015).

Article Google Scholar

Pendhari, S. S., Kant, T. & Desai, Y. M. Application of polymer composites in civil construction: A general review. Compos. Struct. 84, 114–124 (2008).

Article Google Scholar

Siddique, M. A. A. & El Damatty, A. A. Improvement of local buckling behaviour of steel beams through bonding GFRP plates. Compos. Struct. 96, 44–56 (2013).

Article Google Scholar

Tian, R. et al. Dynamic crushing behavior and energy absorption of hybrid auxetic metamaterial inspired by Islamic motif art. Appl. Math. Mech.-Eng. Edn. 44(3), 345–362. https://doi.org/10.1007/s10483-023-2962-9 (2023).

Article MathSciNet Google Scholar

Turvey, G. J. & Zhang, Y. Mechanical properties of pultruded GFRP WF, channel and angle profiles for limit state/permissible stress design. Compos. Part B Eng. 148, 260–271 (2018).

Article CAS Google Scholar

Bazli, M., Ashrafi, H. & Oskouei, A. V. Effect of harsh environments on mechanical properties of GFRP pultruded profiles. Compos. Part B Eng. 99, 203–215 (2016).

Article CAS Google Scholar

Stewart, R. Pultrusion industry grows steadily in US. Reinforced Plastics 46, 36–39 (2002).

Article Google Scholar

J.C. Toth. Glass fibre reinforced polymer composite structures for electrical transmission lines. in The International Symposium on High Voltage Engineering, Springer, 2019: pp. 549–561.

Wang, M., Yang, X. & Wang, W. Establishing a 3D aggregates database from X-ray CT scans of bulk concrete. Constr. Build. Mater. 315, 125740. https://doi.org/10.1016/j.conbuildmat.2021.125740 (2022).

Article Google Scholar

Karbhari, V. M. et al. Durability gap analysis for fiber-reinforced polymer composites in civil infrastructure. J. Compos. Constr. 7, 238–247 (2003).

Article CAS Google Scholar

Madenci, E., Özkılıç, Y. O. & Gemi, L. Experimental and theoretical investigation on flexure performance of pultruded GFRP composite beams with damage analyses. Compos. Struct. 242, 112162 (2020).

Article Google Scholar

Sá, M. F., Gomes, A. M., Correia, J. R. & Silvestre, N. Creep behavior of pultruded GFRP elements–Part 1: Literature review and experimental study. Compos. Struct. 93, 2450–2459 (2011).

Article Google Scholar

L.C. Hollaway, M. Leeming. Strengthening of Reinforced Concrete Structures: Using Externally-Bonded FRP Composites in Structural and Civil Engineering. (Elsevier, 1999).

FRP Reinforcement Engineering, Build-on-Prince.Com (n.d.). https://www.princelund.com/frp-reinforcement.html (accessed November 24, 2022).

Sasmal, S. et al. Development of upgradation schemes for gravity load designed beam–column sub-assemblage under cyclic loading. Constr. Build. Mater. 25, 3625–3638 (2011).

Article Google Scholar

Li, X., Lv, H.-L., Zhang, G.-C., Sha, S.-Y. & Zhou, S.-C. Seismic retrofitting of rectangular reinforced concrete columns using fiber composites for enhanced flexural strength. J. Reinforced Plastics Compos. 32, 619–630 (2013).

Article ADS CAS Google Scholar

Haloi, J., Mushahary, S. K., Borsaikia, A. C. & Singh, K. D. Experimental investigation on the web crippling behaviour of pultruded GFRP wide-flange sections subjected to two-flange loading conditions. Compos. Struct. 259, 113469 (2021).

Article CAS Google Scholar

Qureshi, J. A review of fibre reinforced polymer structures. Fibers 10, 27 (2022).

Article CAS Google Scholar

L.C. Bank. Composites for Construction: Structural Design with FRP Materials. (Wiley, 2006).

Feng, P., Wu, Y. & Liu, T. Non-uniform fiber-resin distributions of pultruded GFRP profiles. Compos. Part B Eng. 231, 109543 (2022).

Article CAS Google Scholar

Yang, S. et al. Proportional optimization model of multiscale spherical BN for enhancing thermal conductivity. ACS Appl. Electron. Mater. 4(9), 4659–4667. https://doi.org/10.1021/acsaelm.2c00878 (2022).

Article CAS Google Scholar

Z. Liang, Benefits of Different Steel Sections | SkyCiv Engineering, (2019). https://skyciv.com/technical/benefits-of-different-steel-sections/ (accessed November 24, 2022).

Xia, B. et al. The arrangement patterns optimization of 3D honeycomb and 3D re-entrant honeycomb structures for energy absorption. Mater. Today Commun. 35, 105996. https://doi.org/10.1016/j.mtcomm.2023.105996 (2023).

Article CAS Google Scholar

Huang, X., Chang, L., Zhao, H. & Cai, Z. Study on craniocerebral dynamics response and helmet protective performance under the blast waves. Mater. Design 224, 111408. https://doi.org/10.1016/j.matdes.2022.111408 (2022).

Article Google Scholar

Rectangular Hollow Sections|Structural Steel Fabricators, https://www.bakersteeltrading.co.uk/ (n.d.). https://www.bakersteeltrading.co.uk/hollow-sections/rectangular-hollow-sections/ (accessed November 24, 2022).

Almeida-Fernandes, L., Correia, J. R. & Silvestre, N. Effect of fibre layup and bearing length on the web-crippling behaviour of pultruded GFRP profiles. Compos. Struct. 267, 113884 (2021).

Article CAS Google Scholar

Types Of Failures In Beam - Engineering Discoveries | Failure, Simple words, Beams, Pinterest (n.d.). https://www.pinterest.com/pin/types-of-failures-in-beam-in-2022--668714244685217986/ (accessed November 24, 2022).

W. Prachasaree, H.V. GangaRao, Web buckling strength evaluation of multicellular FRP bridge deck module. in 4th International Conference on Engineering Technologies. Novi Sad, Serbia, 2009.

Borowicz, D. T. & Bank, L. C. Behavior of pultruded fiber-reinforced polymer beams subjected to concentrated loads in the plane of the web. J. Compos. Constr. 15, 229–238 (2011).

Article CAS Google Scholar

Charoenphan, S., Bank, L. C. & Plesha, M. E. Progressive tearing failure in pultruded composite material tubes. Compos. Struct. 63, 45–52 (2004).

Article Google Scholar

Ding, H. et al. Achieving strength-ductility synergy in metallic glasses via electric current-enhanced structural fluctuations. Int. J. Plasticity. 169, 103711. https://doi.org/10.1016/j.ijplas.2023.103711 (2023).

Article CAS Google Scholar

Chen, L. et al. Biomaterials technology and policies in the building sector: A review. Environ. Chem. Lett. https://doi.org/10.1007/s10311-023-01689-w (2024).

Article Google Scholar

Chen, Z. et al. Recent technological advancements in BIM and LCA integration for sustainable construction: A review. Sustainability 16(3), 1340. https://doi.org/10.3390/su16031340 (2024).

Article Google Scholar

Qiao, P., Zou, G. & Davalos, J. F. Flexural–torsional buckling of fiber-reinforced plastic composite cantilever I-beams. Compos. Struct. 60, 205–217 (2003).

Article Google Scholar

Wang, X., Li, L., Xiang, Y., Wu, Y. & Wei, M. The influence of basalt fiber on the mechanical performance of concrete-filled steel tube short columns under axial compression. Front. Mater. https://doi.org/10.3389/fmats.2023.1332269 (2024).

Article Google Scholar

Long, X., Mao, M., Su, T., Su, Y. & Tian, M. Machine learning method to predict dynamic compressive response of concrete-like material at high strain rates. Defence Technol. 23, 100–111. https://doi.org/10.1016/j.dt.2022.02.003 (2023).

Article CAS Google Scholar

Huang, H., Huang, M., Zhang, W., Guo, M. & Liu, B. Progressive collapse of multistory 3D reinforced concrete frame structures after the loss of an edge column. Struct. Infrastr. Eng. 18(2), 249–265. https://doi.org/10.1080/15732479.2020.1841245 (2022).

Article Google Scholar

Wu, C. & Bai, Y. Web crippling behaviour of pultruded glass fibre reinforced polymer sections. Compos. Struct. 108, 789–800 (2014).

Article Google Scholar

Chen, Y. & Wang, C. Web crippling behavior of pultruded GFRP rectangular hollow sections. Compos. Part B Eng. 77, 112–121 (2015).

Article CAS Google Scholar

U. Abaqus, S.U. Manual, Hibbitt, Karlsson, and Sorensen, Inc V5 8 (2005).

A.S. of C. Engineers, Specification for the design of cold-formed stainless steel structural members. in American Society of Civil Engineers, 2002.

Almeida-Fernandes, L., Silvestre, N. & Correia, J. R. Fracture toughness-based models for web-crippling of pultruded GFRP profiles. Compos. Part B Eng. 230, 109541 (2022).

Article CAS Google Scholar

Eskenati, A. R., Mahboob, A., Bernat-Maso, E. & Gil, L. Experimental and numerical study of adhesively and bolted connections of pultruded GFRP I-shape profiles. Polymers 14, 894 (2022).

Article CAS PubMed PubMed Central Google Scholar

Alhawamdeh, M. et al. Modelling hollow pultruded FRP profiles under axial compression: Local buckling and progressive failure. Compos. Struct. 262, 113650. https://doi.org/10.1016/j.compstruct.2021.113650 (2021).

Article CAS Google Scholar

Alhawamdeh, M. et al. Modelling flexural performance of hollow pultruded FRP profiles. Compos. Struct. 276, 114553. https://doi.org/10.1016/j.compstruct.2021.114553 (2021).

Article CAS Google Scholar

Alhawamdeh, M. et al. Design optimisation of hollow box pultruded FRP profiles using mixed integer constrained Genetic algorithm. Compos. Struct. 302, 116247. https://doi.org/10.1016/j.compstruct.2022.116247 (2022).

Article Google Scholar

Hashin, Z. & Rotem, A. A fatigue failure criterion for fiber reinforced materials. J. Compos. Mater. 7, 448–464. https://doi.org/10.1177/002199837300700404 (1973).

Article ADS Google Scholar

Huang, H., Huang, M., Zhang, W., Pospisil, S. & Wu, T. Experimental investigation on rehabilitation of corroded RC columns with BSP and HPFL under combined loadings. J. Struct. Eng. https://doi.org/10.1061/(ASCE)ST.1943-541X.0002725 (2020).

Article Google Scholar

Šakalys, G. & Daniūnas, A. Numerical investigation on web crippling behaviour of cold-formed C-section beam with vertical stiffeners. Procedia Eng. 172, 1102–1109. https://doi.org/10.1016/j.proeng.2017.02.171 (2017).

Article Google Scholar

Gonilha, J. A. & Martins, D. Numerical simulation of the damage progression of pultruded GFRP beam-to-column connections under monotonic and cyclic loads. Compos. Struct. 300, 116180. https://doi.org/10.1016/j.compstruct.2022.116180 (2022).

Article Google Scholar

Haloi, J., Borsaikia, A. C. & Singh, K. D. Web crippling behaviour of web perforated GFRP wide-flange sections subjected to interior-two-flange loading condition. Thin-Walled Struct. 166, 108072. https://doi.org/10.1016/j.tws.2021.108072 (2021).

Article Google Scholar

Ruggiero, A., D’Amato, R. & Affatato, S. Comparison of meshing strategies in THR finite element modelling. Materials 12, 2332. https://doi.org/10.3390/ma12142332 (2019).

Article ADS CAS PubMed PubMed Central Google Scholar

Feng, R., Chen, Y. & Chen, D. Experimental and numerical investigations on collar plate and doubler plate reinforced SHS T-joints under axial compression. Thin-Walled Struct. 110, 75–87. https://doi.org/10.1016/j.tws.2016.10.017 (2017).

Article Google Scholar

Huang, H. et al. Progressive collapse resistance of multistory RC frame strengthened with HPFL-BSP. J. Build. Eng. 43, 103123. https://doi.org/10.1016/j.jobe.2021.103123 (2021).

Article Google Scholar

Li, H.-T. & Young, B. Design of cold-formed high strength steel tubular sections undergoing web crippling. Thin-Walled Struct. 133, 192–205. https://doi.org/10.1016/j.tws.2018.09.005 (2018).

Article Google Scholar

Sundararajah, L., Mahendran, M. & Keerthan, P. Web crippling experiments of high strength lipped channel beams under one-flange loading. J. Constr. Steel Res. 138, 851–866. https://doi.org/10.1016/j.jcsr.2017.06.011 (2017).

Article Google Scholar

Sundararajah, L., Mahendran, M. & Keerthan, P. Web crippling studies of SupaCee sections under two flange load cases. Eng. Struct. 153, 582–597. https://doi.org/10.1016/j.engstruct.2017.09.058 (2017).

Article Google Scholar

He, J. & Young, B. Web crippling design of cold-formed steel built-up I-sections. Eng. Struct. 252, 113731. https://doi.org/10.1016/j.engstruct.2021.113731 (2022).

Article Google Scholar

He, J. & Young, B. Web crippling of cold-formed steel built-up box sections. Thin-Walled Struct. 171, 108789. https://doi.org/10.1016/j.tws.2021.108789 (2022).

Article Google Scholar

M. Dar, A. Fayeq Ghowsi, M. Anbarasu, O. Çelik, I. Hajirasouliha, Web crippling instability response in CFS built-up open beams: Numerical study and design, in: Structural Stability Research Council, Charlotte, North Carolina, USA, 2023.

M. Dar, A. Fayeq Ghowsi, S.M. Mojtabaei, I. Hajirasouliha, J. Becque, Web crippling behavior of CFS built-up beams under end two-flange loading, in: Structural Stability Research Council, San Antonio, Texas, USA., 2024.

A.I. of S. Construction, Manual of steel construction: load & resistance factor design, Amer Inst of Steel Construction, 2001.

Hua, Y., Li, F., Hu, N. & Fu, S. Frictional characteristics of graphene oxide-modified continuous glass fiber reinforced epoxy composite. Compos. Sci. Technol. 223, 109446. https://doi.org/10.1016/j.compscitech.2022.109446 (2022).

Article CAS Google Scholar

Li, H.-T. & Young, B. Web crippling of cold-formed ferritic stainless steel square and rectangular hollow sections. Eng. Struct. 176, 968–980. https://doi.org/10.1016/j.engstruct.2018.08.076 (2018).

Article Google Scholar

Eurocode 3, Design of Steel Structures. Part 1–3, General Rules-Supplementary Rules for Cold-Formed Members and Sheeting, European Committee for Standardization Dublin, 2001.

Iqbal, M. F. et al. Prediction of mechanical properties of green concrete incorporating waste foundry sand based on gene expression programming. J. Hazardous Mater. 384, 121322. https://doi.org/10.1016/j.jhazmat.2019.121322 (2020).

Article CAS Google Scholar

Singh, A. et al. Utilization of antimony tailings in fiber-reinforced 3D printed concrete: A sustainable approach for construction materials. Constr. Build. Mater. 408, 133689. https://doi.org/10.1016/j.conbuildmat.2023.133689 (2023).

Article CAS Google Scholar

Zhou, C. et al. The feasibility of using ultra-high performance concrete (UHPC) to strengthen RC beams in torsion. J. Mater. Res. Technol. 24, 9961–9983. https://doi.org/10.1016/j.jmrt.2023.05.185 (2023).

Article Google Scholar

Zhang, J. & Zhang, C. Using viscoelastic materials to mitigate earthquake-induced pounding between adjacent frames with unequal height considering soil-structure interactions. Soil Dynam. Earthq. Eng. 172, 107988. https://doi.org/10.1016/j.soildyn.2023.107988 (2023).

Article Google Scholar

Zhang, J.-H. & Young, B. Finite element analysis and design of cold-formed steel built-up closed section columns with web stiffeners. Thin-Walled Struct. 131, 223–237. https://doi.org/10.1016/j.tws.2018.06.008 (2018).

Article ADS CAS Google Scholar

Null, load and resistance factor design (LRFD) for pultruded fiber reinforced polymer (FRP) structures. Am. Soc. Civ. Eng. (2024). https://doi.org/10.1061/9780784415771.

Asghar, R. et al. Predicting the Lateral load carrying capacity of reinforced concrete rectangular columns: Gene expression programming. Materials 15, 2673. https://doi.org/10.3390/ma15072673 (2022).

Article ADS CAS PubMed PubMed Central Google Scholar

Shah, M. I., Javed, M. F. & Abunama, T. Proposed formulation of surface water quality and modelling using gene expression, machine learning, and regression techniques. Environ. Sci. Pollut. Res. 28, 13202–13220. https://doi.org/10.1007/s11356-020-11490-9 (2021).

Article CAS Google Scholar

Khan, M. A. et al. Geopolymer concrete compressive strength via artificial neural network, adaptive neuro fuzzy interface system, and gene expression programming with K-fold cross validation. Front. Mater. https://doi.org/10.3389/fmats.2021.621163 (2021).

Article Google Scholar

Nafees, A. et al. Predictive modeling of mechanical properties of silica fume-based green concrete using artificial intelligence approaches: MLPNN, ANFIS, and GEP. Materials 14, 7531. https://doi.org/10.3390/ma14247531 (2021).

Article ADS CAS PubMed PubMed Central Google Scholar

Asghar, R. et al. Multi-expression programming based prediction of the seismic capacity of reinforced concrete rectangular columns. Eng. Appl. Artif. Intell. 131, 107834. https://doi.org/10.1016/j.engappai.2023.107834 (2024).

Article Google Scholar

R. Asghar, S.U. Khattak, Predicting the Residual Flexural Capacity of Fire Exposed Reinforced Concrete Beams Using Gene Expression Programming, in: Department of Civil Engineering, Capital University of Science and Technology, Islamabad, Pakistan, 2023: p. 8.

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Open access funding provided by Lulea University of Technology.

College of Civil Engineering and Architecture, Shandong University of Science and Technology, Qingdao, 266590, China

Raheel Asghar

Department of Civil Engineering, COMSATS University Islamabad, Abbottabad Campus, Abbottabad, 22060, Pakistan

Raheel Asghar

Department of Civil Engineering, GIK Institute of Engineering Sciences and Technology, Swabi, 23640, Pakistan

Muhammad Faisal Javed

Department of Transport Systems, Traffic Engineering and Logistics, Faculty of Transport and Aviation Engineering, Silesian University of Technology, Krasińskiego 8 Street, 40-019, Katowice, Poland

Mujahid Ali

Operation and Maintenance, Operation, Maintenance and Acoustics, Department of Civil, Environmental and Natural Resources Engineering, Lulea University of Technology, Luleå, Sweden

Taoufik Najeh

Department of Civil Engineering, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia

Yaser Gamil

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All authors contributed equally.

Correspondence to Muhammad Faisal Javed or Taoufik Najeh.

The authors declare no competing interests.

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Asghar, R., Javed, M.F., Ali, M. et al. Numerical and artificial intelligence based investigation on the development of design guidelines for pultruded GFRP RHS profiles subjected to web crippling. Sci Rep 14, 10135 (2024). https://doi.org/10.1038/s41598-024-59345-4

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Received: 25 December 2023

Accepted: 09 April 2024

Published: 02 May 2024

DOI: https://doi.org/10.1038/s41598-024-59345-4

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