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Article

Eco-Efficiency Performance for Multi-Objective Optimal Design of Carbon/Glass/Flax Fibre-Reinforced Hybrid Composites

1
Sustainable Engineering Group, School of Civil and Mechanical Engineering, Curtin University, Perth 6102, Australia
2
School of Civil and Mechanical Engineering, Curtin University, Perth 6102, Australia
*
Author to whom correspondence should be addressed.
Sustainability 2024, 16(7), 2928; https://doi.org/10.3390/su16072928
Submission received: 17 January 2024 / Revised: 20 March 2024 / Accepted: 26 March 2024 / Published: 1 April 2024
(This article belongs to the Special Issue Recycling Materials for the Circular Economy—2nd Edition)

Abstract

:
An eco-efficiency optimisation study on unidirectional carbon/glass fibre-reinforced hybrid composites with natural fibre (i.e., flax) and without flax is presented in this paper. The mechanical performance was assessed by determining the flexural properties obtained via finite element analysis (FEA)-based simulation. Given the required flexural strength, optimal candidate designs were found using a set of design rules and regression analysis, with minimising the cost and weight being the objectives. An eco-efficiency framework was applied to determine the eco-efficient hybrid composites. Life cycle assessment was an indispensable component of the framework as it helped determine the life cycle environmental impacts and costs of the hybrid composite materials. The environmental impacts and cost values were converted to the eco-efficiency portfolios of these composites for both comparison and selection purposes. The hybrid composites using bio-based flax fibre have been found to be eco-efficient in most of the cases due to the avoidance of energy-intensive and expensive reinforcing materials. The environmental impacts of the hybrid composites using flaxes are 12 to 13% less than the ones using no flaxes and the former are 7 to 13% cheaper than the latter, making the flax-based hybrid composites eco-efficient.

1. Introduction

Fibre-reinforced hybrid composites are created by reinforcing a matrix with two or more types of fibres. Previous research [1] has demonstrated that, for layered composite materials, the flexural strength can be enhanced through the hybridisation of carbon and glass fibres. Additionally, the inclusion of higher strain-to-failure glass fibre plies has been found to improve the strain-to-failure [2]. The observed hybrid effect holds the potential to be a valuable strategy for achieving a well-balanced composite material that optimises both the cost and weight.
Natural fibre-reinforced composites have garnered significant research interest due to their numerous advantages. These composites, characterised by their lightweight nature, cost-effectiveness, abundant raw materials, and excellent recyclability, offer a compelling solution for various applications. The exploration of natural fibre composites presents a promising avenue for addressing the recycling of agricultural residues, thus contributing to sustainable waste management practices. Research investigations have demonstrated the potential of natural fibre composites to replace conventional glass fibre composites in a variety of applications [3].
Two crucial design objectives are the minimisation of the weight and cost. These objectives often conflict with each other, necessitating a trade-off. The optimisation challenge aimed at minimising both the cost and weight of composites is referred to as a multi-objective optimisation problem.
In our previous research, we employed NSGA-II (Non-Dominated Sorting Genetic Algorithm II) to minimise the cost and weight of both unidirectional [4,5] and multidirectional [6] carbon/glass fibre-reinforced hybrid composites. These studies involved determining the flexural properties of composites through an analytical approach based on the principles of cross-laminated timber (CLT). However, the application of NSGA-II coupled with finite element analysis (FEA) rendered the optimisation infeasible due to excessive time consumption. To address this, a previous study introduced a design rule-based optimisation approach for carbon/glass fibre-reinforced hybrid composites [5]. This approach involved developing a set of design rules based on theoretical and numerical analyses. By employing these design rules, various stacking configurations were generated. The connection between the flexural strength and fibre volume fractions was established using FEA and regression analysis. To meet the specified minimum flexural strength, an optimisation process was carried out for the hybrid composite under flexural loading, with the primary goals being the reduction in both the cost and weight.
While carbon and glass fibre-reinforced hybrid composites have excellent mechanical properties, their environmental impact is a concern. On the other hand, flax fibre composites are more sustainable but face challenges in terms of supply and performance. Hybrid composites that combine these materials aim to balance performance and sustainability. A study has found that a carbon/flax hybrid system is 15% cheaper, 7% lighter, and displays 58% greater vibration damping qualities over a full carbon fibre composite [7]. Flax has a higher fibre content, which causes less pollution in the synthetic polymer matrix, and is significantly lighter, which may reduce the amount of driving fuel required for transporting the fibres and their applied components [8].
Life cycle analysis (LCA) is a tool used to assess the environmental impacts associated with all stages of a product’s life, from raw material extraction through materials processing, manufacture, distribution, use, repair and maintenance, and disposal or recycling [9]. This approach, often referred to as a “cradle-to-grave” analysis, helps to provide a comprehensive view of the environmental aspects of the product and its potential impacts [10].
In the context of composites, LCA is particularly relevant. Composites, especially green composites made of natural materials, are claimed to have lower negative environmental effects due to their sustainability and easier recyclability. However, to substantiate these claims, a thorough LCA is needed [11].
Flax fibre is suitable for a particularly low-density reinforcement as it has a high resin uptake that makes the laminates considerably thicker, for a given weight of reinforcement, than would be for commonly used carbon or glass fibre. The environmental aspect of the use of flax is that it is a natural plant fibre that uses production methods with low environmental impacts, and it requires no irrigation [11]. The LCA of Dissanayake [12] found that flaxes are better sustainable alternatives to glass fibres for the reinforcement of polymer matrix composites. However, this may not always be the case as the LCA conducted by Deng and Tien [13] found that flax polypropylene floor mats (mat-PP) have 0.8–2 times higher environmental impact values than the glass mat-PP in most environmental impact categories over the production and end-of-life (EoL) phases due to the use of less-efficient technologies in flax cultivation and fibre processing in China. Similarly, Jacobsson [14] found that the production and use of fertilisers contribute to 70–90% of the total life cycle environmental impacts of flax fibre production in Sweden. It appears that the environmental impacts of flax fibre vary across regions.
It is shown from the literature that no research has been conducted for the optimisation and LCA for the carbon/glass/flax fibre-reinforced hybrid composite. The novelty of this study is to explore the sustainability benefits of the use of carbon/glass/flax fibre composites, which are structurally sound and meet the standard or technically feasible specifications, but their environmental and economic implications warrant further investigation to come up with a decisive strategy. In addition, the methodology or the framework that is considered in this paper is applied for the first time to this composite material-based research to determine the eco-efficient options. Lastly, to the best of our knowledge, this is probably the first study on the carbon/glass/flax hybrid composite, which aims at combining the advantages of carbon/glass and carbon/flax hybrid composites.
Thus, this study aims at filling this technical gap. It should be noted that a region-specific study on the LCA of the use of flax fibre in hybrid composites is important for Australia as no such study has been carried out in Australia. Also, it is equally important to assess the economic viability of the use of flax in hybrid composites to find out the mix with the lower environmental and economic impacts. An eco-efficiency framework has been utilised as it helps integrate the environmental cost results resulting from the LCA analysis to determine the eco-efficiency performance of the hybrid composites. This study is the first of its kind in Australia, as it applies the eco-efficiency framework under Australia’s conditions to assess the eco-efficiency performance of hybrid composites reinforced by flax as opposed to carbon and glass fibres.

2. Materials and Methods

A flowchart for the methodology in this study is shown in Figure 1. The flexural properties for the potential layups obtained using the design rules are modelled by FEA. Regression models are then developed based on the FEA data. Given the required minimum flexural strength, the optimal candidates are obtained using the regression-based models. Life cycle assessment and eco-efficiency portfolio analysis are then performed for the optimal candidates.

2.1. Material Properties

Typical values of the properties of the fibres and epoxy resin are given in Table 1 [4,15].
The weight of a composite material can be characterised by its density. The density of the hybrid composite reinforced by carbon, glass, and flax fibres, ρ c , can be derived based on the rule of mixtures (RoM) as follows:
ρ c = ρ f c V f c + ρ m 1 V f c f c + ρ f g V f g + ρ m 1 V f g f g + ρ f f V f f + ρ m 1 V f f f f
where ρ f c , ρ f g , ρ f f , and ρ m are the densities of the carbon fibre, glass fibre, flax fibre, and the matrix, respectively; V f c , V f g , and V f f are the fibre volume fractions of the carbon/epoxy, glass/epoxy, and flax/epoxy plies, respectively; f c , f g , and f f are the volume fractions of the carbon/epoxy, glass/epoxy, and flax/epoxy plies, respectively.
The material cost of the hybrid composite, Cc, is given by
C c = C f c V f c + C m 1 V f c f c + C f g V f g + C m 1 V f g f g + C f f V f f + C m 1 V f f f f
where C f c , C f g , C f f , and C m are the costs of the carbon fibre, glass fibre, flax fibre, and the matrix, respectively.

2.2. Design Rule-Based Optimisation

In this study, the flexural strength of hybrid composites was obtained by an FEA-based model, and the details are given in a previous study [5]. FEA has been widely used for modelling composite materials because it can handle complex material properties, geometry, and boundary conditions [16,17,18]. A brief description of the FEA-based model is given here. A three-point bend test in accordance with ASTM D7264 [19] is simulated via FEA using Ansys Workbench to obtain the flexural properties. The hybrid composite specimen (100 × 10 × 2 mm3) consisting of eight 0.25 mm plies is modelled as a shell with the layup being defined using Ansys ACP. Two supports, modelled as cylindrical solids, support the composite specimen at a span of L. The loading nose, also modelled as a cylindrical solid, applies a prescribed displacement of 7 mm at the mid-span. A span-to-thickness ratio of 32 is chosen, ensuring a standard testing condition. A linear static analysis is performed to simulate the first ply failure. The flexural properties are calculated using the FEA results. This modelling approach has been validated against experimental data in a previous study [20]. It has been proven that the flexural properties of hybrid composites reinforced by two types of fibres can be simulated with confidence.
For the carbon/glass fibre-reinforced hybrid composite, the potential optimal layups for the carbon/glass fibre-reinforced hybrid composite derived by the design rules are given in Table 2 [5]. For all layups, from left to right corresponds to from compression (ply 8) to tension (ply 1).
For the carbon/glass/flax fibre-reinforced hybrid composite, carbon or glass fibre plies should be employed to reinforce the tensile and compressive sides of the hybrid composite under flexural loading, and flax fibre plies should be placed around the neutral plane. The potential layups are shown in Table 3.
Table 1 reveals that flax fibre exhibits a lower density and cost in comparison to glass fibre. To minimise both the density and cost, it is advisable to maximise the utilisation of flax fibre in the hybrid composite. Thus, the fibre volume fraction of the flax/epoxy plies is fixed at 0.6. For a given layup, the fibre volume fractions of both the carbon/epoxy and glass/epoxy plies are varied between 0.3 and 0.6, and the flexural strengths are obtained. A response surface for the flexural strength is then constructed. As an example, the response surface for layup [0G/02C/03F/02C] is shown in Figure 2. In Figure 2, the contour lines represent the flexural strengths in MPa.
To quantitatively evaluate the flexural strength, a regression model is developed, given by
S F = c 0 + c c 1 V f c + c c 2 V f c 2 + c g 1 V f g + c g 2 V f g 2 + c c g V f c V f g
where c0, cc1, cc2, cg1, cg2, and ccg are constants to be determined by Least Squares Estimation (LSE). When establishing these constants, constraints are applied to ensure that the flexural strengths obtained from the regression formula are either less than or equal to those derived from the FEA. The regression constants for layup [0G/02C/03F/02C] are given in Table 4 and the flexural strengths from the FEA and regression are given in Table 5.
Given the required flexural strength, the fibre volume fractions of the carbon/epoxy and glass/epoxy plies can be obtained by solving the equation c c 2 V f c 2 + c c 1 + c c g V f g V f c S F c 0 c g 1 V f g c g 2 V f g 2 = 0 . If Vfg is given, Vfc is given by
V f c = c c 1 + c c g V f g + c c 1 + c c g V f g 2 + 4 c c 2 S F c 0 c g 1 V f g c g 2 V f g 2 2 c c 2
If the hybrid composite does not contain glass fibre, the regression model for the flexural strength is given by S F = c 0 + c c 1 V f c + c c 2 V f c 2 . Solving the equation, the fibre volume fraction of the carbon/epoxy plies for any given flexural strength is given by
V f c = c c 1 + c c 1 2 + 4 c c 2 S F c 0 2 c c 2
In this study, two specific minimum flexural strengths, namely 1000 MPa and 1300 MPa, are selected. To meet the specified minimum flexural strength, various potential layups presented in Table 3 are explored by adjusting the fibre volume fractions. The associated costs and weights are documented. Following a comprehensive exploration of all layups, a plot is generated, depicting the relationship between the weight and cost. The lower boundary of this plot establishes the Pareto front. It is important to note that a single layup may have multiple combinations of fibre volume fractions that satisfy the required flexural strength.

2.3. Life Cycle Assessment

LCA evaluates the environmental and economic viability of the use of flax as a reinforcement material in the production of hybrid composites. In accordance with the ISO 14040 [21], the LCA was performed in four stages, i.e., goal and scope, inventory analysis, impact assessment, and interpretation. The goal is to compare the degree of eco-efficiency of hybrid composite materials with flax and without flax. The scope involves the production and sourcing of composites and the energy consumed during the conversion of multiple materials to hybrid composites. The functional unit used in the LCA is to compare the environmental and economic performance of hybrid composites offering the same flexural strength. The same functional unit was also considered for the life cycle cost (LCC), which is the cost per flexural strength (i.e., AUD/MPa). Both LCA and LCC have been conducted for two flexural strengths: 1000 MPa and 1300 MPa.
LCI was used to calculate the relevant environmental impacts during the life cycle stages of hybrid composites, including raw materials extraction, energy consumption, transport between consecutive stages, and manufacturing of hybrid composites. The importance of this stage is to define the exact inputs going into the creation of the item at a specific time and place. The processes and transport methods for identical items created in different locations can vary the overall impacts. This study considers the emissions from the transportation of materials for making hybrid composites. The unit of transportation is in tkm (tonne kilometers travelled), as the emission factor for transportation has this unit. Table 6 and Table 7 show the LCIs of hybrid composites with flexural strengths of 1000 MPa and 1300 MPa, respectively.
The LCI data of Table 6 and Table 7 were entered into the Simapro 9.4 LCA software to determine the total environmental impacts resulting from the production of one cubic meter of hybrid composites. The environmental impacts estimated are the direct consequences of the release of pollutants into the environment or their equivalent.
Following Bengtsson and Howard [22] and Renouf et al. [23], fourteen environmental impacts (Table 8), specific to Australian conditions and relevant to hybrid composites, were calculated. Each of these environmental impacts is associated with the emission of gases specific to environmental impacts. The environmental impacts of each hybrid composite were calculated by multiplying the input values in the LCI by the corresponding emission factors. The environmental impact values are then normalised and weighted in converting them to a common unit, known as “eco-point”, using Equations (6) and (7) [24,25].
N H C M e = E I H C M G I H C M  
where the values for each environmental impact (EI) are divided by the corresponding gross domestic environmental impact (GI) to determine the normalised environmental impact value of each type of hybrid composite, NHCMe [24,25].
E H C M e = N H C M e × W H C M i
where the normalised values for individual environmental impacts were multiplied by the corresponding weights (WHCMi) for conversion to a common unit. The sum of all the weighted normalised values is the normalised environmental impact as expressed as EHCMe.
The environmental impact values are in per m3, which are converted to the values per MPa equivalent by using the corresponding flexural strength values of the hybrid composites.
Life cycle costs of hybrid composites offering 1000 MPa and 1300 MPa were calculated using Equation (8) [24,25].
N H C M c = C S H C M G D P   .
Both environmental and economic data were normalised to produce the eco-efficiency portfolio. The steps that were followed to calculate the eco-efficiency portfolios are discussed below. Firstly, the normalised economic cost (Nc) is calculated from the hybrid composite cost (CS), divided by the GDP per inhabitant or per capita.

2.4. Eco-Efficiency Portfolio Analysis

This involves the calculation of eco-efficiency portfolios of the hybrid composite materials for conducting a comparative analysis.
The first step was to calculate the initial positions (iPP) for the eco-efficiency portfolio, which is the ratio of the normalised cost and environmental impact for each type of hybrid composite material, as compared to the average normalised cost (i.e., NHCMcAV) and environmental impact (i.e., EHCMeAV) (Equations (9) and (10)).
i P P H C M ,   e = E e H C M e E H C M e A V ,
i P P H C M c = N c H C M N H C M c A V .
The environmental to cost relevance factor R was determined to capture the changes in the portfolio position of each hybrid composite due to the changes in the cost or environmental impact of other materials. R is expressed using Equation (11) [24,25].
R = E H C M e A V N H C M c A V .
The final portfolio positions of the hybrid composite were calculated by incorporating the environmental to cost relevance factor R into Equations (12) and (13) [20,21].
P P H C M ,   e = i P P H C M A V ,   e + i P P H C M ,   e i P P H C M e A V ,   R i P P H C M e ,   A V , ,
P P H C M   c = i P P H C M c A V , + i P P H C M c i P P H C M c A V , / R i P P H C M e A V
An eco-efficiency portfolio provided a visual representation for comparing the eco-efficiency performance of different hybrid composites in terms of the final portfolio positions. The hybrid composites with a low eco-efficiency have higher environmental impacts relative to the costs or vice versa; they are positioned below the diagonal line (Figure 3). Any option above the diagonal line is considered to be eco-efficient, representing a ratio of lower environmental impacts relative to the economic costs.

3. Results and Discussion

For comparison, the selected candidates for the carbon/glass/flax fibre-reinforced hybrid composite from the optimisation are shown in Table 9 and Table 10. The selected candidates were given codes for facilitating the analysis and interpretation of results.
Figure 4 shows that the increase in the use of flax in the hybrid composite materials of 1000 MPa can help achieve eco-efficiency by reducing the use of expensive and energy-intensive carbon/glass fibre. The specimens without flax are not eco-efficient as they are below the diagonal lines. Most of the specimens using flax are eco-efficient as they are above the diagonal line. Only two specimens that use flax (i.e., A and B) were not found to be eco-efficient due to having a lesser amount of flax. In the case of hybrid composites of 1300 MPa, all composites using flax are eco-efficient as the use of a higher amount of energy- and carbon-intensive carbon/glass fibre can be avoided at a higher flexural strength.
There are mainly two reasons why the hybrid composites using flax are eco-efficient. Firstly, the hybrid composites using flax are cheaper than those without flax. The average cost of hybrid composites with a flexural strength of 1000 MPa using flax is 7% cheaper than those without flax. For the hybrid composites with a flexural strength of 1300 MPa, the hybrid composites without flax have a 13% higher cost than those without flax, resulting from the higher cost of carbon and glass fibres (Table 4 and Table 5). Secondly, the hybrid composites without flax have higher environmental impacts than those without flax (Table 11). The hybrid composites using no flaxes have 12% to 13% more environmental impacts than the ones with flaxes. The impacts that are mainly responsible for increasing the overall impact are global warming impacts (55%), photochemical smog (13%), and acidification (11%) (Figure 5). Figure 5 shows the breakdown of impacts based on the average values of the impacts for hybrid composites with a flexural strength of 1000 MPa. Other studies also found GWPs as the dominant impacts for both flax and glass/carbon fibre-reinforced hybrid composites [13,27].
The GWP or carbon footprint has been found to be the hotspot and the replacement of carbon/glass fibre with flax-reinforcing materials can reduce GWPs by 12.5%. This carbon footprint-saving potential of flax-reinforced hybrid composites has a significant bearing on achieving the net zero emissions target.

4. Conclusions

The breakthrough of the research in this study is that it could probably be the first study on the carbon/glass/flax hybrid composite, which aims at combining the advantages of carbon/glass and carbon/flax hybrid composites. Hybrid composite materials using flax as a reinforcement material have been found to have a better eco-efficiency performance than those using conventional carbon/glass-reinforcement materials for different flexural strengths under the Australian situation. This study proved that bio-based reinforcing materials could not only be a suitable substitute for conventional ones like carbon and glass fibres but they also have sustainability benefits, as confirmed by the eco-efficiency analysis that was applied for the first time in this material science research to the best of our knowledge. Both the economic and environmental benefits of the use of flax in hybrid composites increase with the increase in the flexural strength. Flax fibre-reinforced hybrid composites have been found to have a lower carbon footprint compared to ones using carbon/glass for reinforcing. This will assist manufacturers to achieve their net zero emissions targets.
Future research should consider durability and fatigue tests in order to determine the service life or longevity of these hybrid composite materials, as it is a determinant of resource efficiency in a resource-constrained world. In addition, social impacts can be carried out to assess the overall sustainability implications of the use of bio-based materials in hybrid composites as a replacement for non-renewable and carbon-intensive materials.
In addition to the above, a future study could consider the recyclability aspect of this hybrid composite material in an LCA study. It is a limitation of this study as it considered the “cradle to gate” approach or did not consider impacts during the use and end-of-life stages of the LCA for these hybrid materials. Usually, most (up to 90%) FRP waste will end up in a landfill as this is deemed to be the economically viable option. There are mechanical, thermal, and chemical recycling processes although the mechanical crushing of FRPs currently seems to be the only viable option for industrial applications [28]. However, the advantage of the use of flax fibre in this situation is that it is biodegradable, and thus improves the overall recyclability of the composite as it decomposes naturally over time, reducing the amount of non-degradable material (such as carbon and glass fibres) that would otherwise have remained in the environment [29].

Author Contributions

Both W.B. and C.D. contributed to the conceptualisation, methodology, software, validation, formal analysis, investigation, resources, data curation, and writing—original draft preparation. W.B. performed additional responsibilities for preparing this complete manuscript. All authors have read and agreed to the published version of the manuscript.

Funding

It was not the outcome of a funded project.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

No new data were created or analyzed in this study. Data sharing is not applicable to this article.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Flowchart for the methodology.
Figure 1. Flowchart for the methodology.
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Figure 2. Flexural strength vs. Vfg and Vfc for layup [0G/02C/03F/02C].
Figure 2. Flexural strength vs. Vfg and Vfc for layup [0G/02C/03F/02C].
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Figure 3. Eco-efficiency framework [26].
Figure 3. Eco-efficiency framework [26].
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Figure 4. Eco-efficiency portfolios of carbon/glass/flax fibre -_reinforced hybrid composite with minimum flexural strength of 1000 MPa (a) and 1300 (b).
Figure 4. Eco-efficiency portfolios of carbon/glass/flax fibre -_reinforced hybrid composite with minimum flexural strength of 1000 MPa (a) and 1300 (b).
Sustainability 16 02928 g004aSustainability 16 02928 g004b
Figure 5. Eco-efficiency portfolios of carbon/glass/flax fibre-reinforced hybrid composites with minimum flexural strength of 1300 MPa.
Figure 5. Eco-efficiency portfolios of carbon/glass/flax fibre-reinforced hybrid composites with minimum flexural strength of 1300 MPa.
Sustainability 16 02928 g005
Table 1. Material properties of carbon fibre, E glass fibre, flax fibre, and epoxy resin.
Table 1. Material properties of carbon fibre, E glass fibre, flax fibre, and epoxy resin.
MaterialTensile Modulus (GPa)Tensile Strength (MPa)Density (g/cm3)Normalised DensityNormalised Cost
High-strength carbon fibre230 [4]4900 [4]1.8 [4]1.65145.7710
E glass fibre72 [4]3450 [4]2.58 [4]2.36700.4122
Flax fibre59 [13]345 [13]1.5 [13]1.37610.1782
Epoxy resin3.1 [4]69.6 [4]1.09 [4]11
Table 2. Potential layups for carbon/glass hybrid composite [5].
Table 2. Potential layups for carbon/glass hybrid composite [5].
Number of Glass/Epoxy PliesLayup
0[0]8C
1[0G/07C]
2[02G/06C]
[04C/02G/02C]
3[02G/02C/0G/03C]
[0G/03C/02G/02C]
[03C/03G/02C]
4[02G/02C]2
5[02G/02C/03G/0C]
6[02G/0C/04G/0C]
[03G/0C]2
7[07G/0C]
8[0]8G
Table 3. Potential layups for carbon/glass/flax hybrid composite.
Table 3. Potential layups for carbon/glass/flax hybrid composite.
Number of Flax/Epoxy PliesNumber of Glass/Epoxy PliesLayup
20[03C/03F/02C]
31[0G/02C/03F/02C]
32[02G/0C/03F/02C]
40[02C/02F]S
42[02G/04F/02C]
Table 4. Regression coefficients for layup [0G/02C/03F/02C].
Table 4. Regression coefficients for layup [0G/02C/03F/02C].
Regression CoefficientValue
c0459.137
cc1609.107
cc2498.108
cg1899.859
cg2715.734
ccg−530.574
Table 5. Flexural strengths from FEA and regression for layup [0G/02C/03F/02C].
Table 5. Flexural strengths from FEA and regression for layup [0G/02C/03F/02C].
VfcVfgFlexural Strength from FEA (MPa)Flexural Strength from Regression (MPa)
0.30.3888.95888.95
0.30.45973.60944.47
0.30.6976.12976.12
0.450.31101.331101.33
0.450.451177.101177.10
0.450.61254.131228.99
0.60.31364.711345.92
0.60.451441.931441.93
0.60.61514.071514.07
Table 6. LCI of hybrid composite materials offering a flexural strength of 1000 MPa.
Table 6. LCI of hybrid composite materials offering a flexural strength of 1000 MPa.
SpecimensMaterialsMfgtkmCost
CarbonGlassFlaxEpoxykg/LMJSea Road $/litre
with flax
[03C/03F/02C]0.330.000.310.571.2226.634.920.02446.6
[02C/02F]S0.310.000.410.511.2427.065.000.02543.3
[0G/02C/03F/02C]0.290.120.310.551.2727.755.130.02542.4
[0G/02C/03F/02C]0.260.180.310.541.2928.255.220.02639.9
[0G/02C/03F/02C]0.230.240.310.541.3128.745.310.02637.2
[0G/02C/03F/02C]0.200.300.310.531.3329.205.400.02734.4
[0G/02C/03F/02C]0.190.360.310.511.3629.855.510.02733.1
[02G/04F/02C]0.130.360.410.471.3729.955.530.02727.0
without flax
[0]8C0.540.000.000.671.2126.614.920.02467.5
[0G/07C]0.430.140.000.681.2527.485.080.02558.1
[02G/06C]0.370.250.000.671.2928.225.210.02652.7
[02G/02C/0G/03C]0.340.340.000.651.3329.115.380.02749.8
[02G/02C]20.290.410.000.651.3529.565.460.02745.4
[02G/02C/03G/0C]0.240.490.000.651.3830.165.570.02841.3
[02G/0C/04G/0C]0.160.700.000.611.4732.125.930.02933.5
[02G/0C/04G/0C]0.120.850.000.571.5433.756.230.03130.0
[07G/0C]0.120.950.000.521.6035.006.470.03229.2
[07G/0C]0.061.130.000.491.6836.716.780.03423.5
[0]8G0.001.420.000.401.8239.867.360.03617.0
Table 7. LCI of hybrid composite materials offering a flexural strength of 1300 MPa.
Table 7. LCI of hybrid composite materials offering a flexural strength of 1300 MPa.
SpecimensMaterialsMfgtkmCost
CarbonGlassFlaxEpoxysp wtMJSeaRoad$/litre
with flax
[03C/03F/02C]0.470.000.310.491.2727.85.140.02557.2
[02C/02F]S0.430.000.410.441.2828.15.190.02652.4
[0G/02C/03F/02C]0.420.150.310.461.3429.35.400.02752.2
[0G/02C/03F/02C]0.400.180.310.461.3529.55.450.02750.8
[0G/02C/03F/02C]0.340.300.310.441.3930.55.630.02845.4
[0G/02C/03F/02C]0.310.330.310.451.4030.65.650.02842.9
[0G/02C/03F/02C]0.290.360.310.451.4130.85.690.02841.3
without flax
[0]8C0.770.000.000.541.3028.55.2784.384.3
[04C/02G/02C]0.580.180.000.581.3329.15.380.02768.6
[03C/03G/02C]0.490.270.000.591.3529.55.440.02761.2
[02G/06C]0.460.350.000.571.3830.35.600.02858.6
[02C/02G]s0.430.400.000.571.4030.65.660.02856.1
[02G/02C/03G/0C]0.370.470.000.581.4231.15.750.02851.2
[02G/02C/03G/0C]0.330.620.000.541.4932.66.020.03047.0
[02G/0C/04G/0C]0.250.790.000.521.5534.06.290.03139.8
[02G/0C/04G/0C]0.171.070.000.451.6836.86.800.03432.1
Table 8. Impact assessment methods and normalisation factors (Bengtsson and Howard, 2010 [22]).
Table 8. Impact assessment methods and normalisation factors (Bengtsson and Howard, 2010 [22]).
Environmental ImpactsGross Domestic Environmental ImpactWeighting
Global warming potential28,690 kg CO2 eq19.50%
Eutrophication19 kg PO43− eq 2.90%
Water depletion930 m3 H2O6.20%
Land use and ecological diversity26 Ha a20.90%
Photochemical smog75 kg NMVOC2.80%
Human toxicity3216 kg 1,4-DB eq2.70%
Terrestrial ecotoxicity88 kg 1,4-DB eq10.30%
Freshwater ecotoxicity172 kg 1,4-DB eq6.90%
Marine ecotoxicity12,117,106 kg 1,4-DB eq7.70%
Ionising radiation1306 kg U235 eq1.90%
Ozone depletion0.002 kg CFC-11 eq3.90%
Abiotic depletion300 kg Sb eq8.20%
Acidification123 kg SO2 eq3.10%
Respiratory inorganics45 kg PM2.5 eq3.00%
Table 9. Optimal designs of carbon/glass/flax fibre-reinforced hybrid composite with minimum flexural strength of 1000 MPa.
Table 9. Optimal designs of carbon/glass/flax fibre-reinforced hybrid composite with minimum flexural strength of 1000 MPa.
Layup (ply 8–ply 1)CodeLayup (ply 8–ply 1)Code
[04C/02F/02C]A[0]8CE
[02C/02F]SB[0G/07C]I
[0G/02C/03F/02C]C1[02G/06C]J
[0G/02C/03F/02C]C2[02G/02C/0G/03C]K
[02G/0C/03F/02C]C3[02G/02C]2L
[02G/0C/03F/02C]C4[02G/02C/03G/0C]F1
[02G/0C/03F/02C]C5[02G/0C/04G/0C]F2
[02G/04F/02C]D[02G/0C/04G/0C]F3
[07G/0C]G1
[07G/0C]G2
[0]8GH
Table 10. Optimal designs of carbon/glass/flax fibre-reinforced hybrid composite with minimum flexural strength of 1300 MPa.
Table 10. Optimal designs of carbon/glass/flax fibre-reinforced hybrid composite with minimum flexural strength of 1300 MPa.
Layup (ply 8–ply 1)CodeLayup (ply 8–ply 1)Code
[04C/02F/02C]A′[0]8CE′
[02C/02F]SB′[04C/02G/02C]M
[0G/02C/03F/02C]C′1[03C/03G/02C]N
[0G/02C/03F/02C]C′2[02G/06C]O
[02G/0C/03F/02C]C′3[02C/02G]sP
[02G/0C/03F/02C]C′4[02G/02C/03G/0C]F′1
[02G/0C/03F/02C]C′5[02G/02C/03G/0C]F′2
[02G/0C/04G/0C]F′3
[02G/0C/04G/0C]F′4
Table 11. Environmental impacts of hybrid composites of 1000 and 1300 MPa flexural strengths.
Table 11. Environmental impacts of hybrid composites of 1000 and 1300 MPa flexural strengths.
1000 MPa1300 MPa
Hybrid CompositeEnvironmental Impacts per InhabitantsHybrid CompositeEnvironmental Impacts per Inhabitants
with flax
A0.14A′0.13
B0.13B′0.13
C10.14C′10.13
C20.14C′20.13
C30.14C′30.14
C40.14C′40.14
C50.14C′50.14
D0.14
without flax
E0.15E′0.14
F10.16F′10.15
F20.16F′20.15
F30.16F′30.16
G10.16F′40.16
G20.16M0.15
H0.16N0.15
I0.15O0.15
J0.15P0.15
K0.15
L0.16
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Biswas, W.; Dong, C. Eco-Efficiency Performance for Multi-Objective Optimal Design of Carbon/Glass/Flax Fibre-Reinforced Hybrid Composites. Sustainability 2024, 16, 2928. https://doi.org/10.3390/su16072928

AMA Style

Biswas W, Dong C. Eco-Efficiency Performance for Multi-Objective Optimal Design of Carbon/Glass/Flax Fibre-Reinforced Hybrid Composites. Sustainability. 2024; 16(7):2928. https://doi.org/10.3390/su16072928

Chicago/Turabian Style

Biswas, Wahidul, and Chensong Dong. 2024. "Eco-Efficiency Performance for Multi-Objective Optimal Design of Carbon/Glass/Flax Fibre-Reinforced Hybrid Composites" Sustainability 16, no. 7: 2928. https://doi.org/10.3390/su16072928

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