Abstract
Plastic materials have been widely used to replace metals in functional parts due to their lower cost and comparable technical properties. However, the increasing use of virgin plastic material in consumer and industrial applications has placed a significant burden on waste management due to the volume of waste created and the potential negative effects of its end-of-life processing. There is a need to adopt circular economy strategies such as plastic recycling within industrial applications in order to reduce this significant waste management pressure. The present study used recycled polylactic acid (PLA) material as a feedstock for the 3D printing of a centrifugal semi-open pump impeller. The technical performance of 3D printed recycled PLA material and virgin PLA material was compared in this study. The environmental impacts for technically feasible impellers were assessed through the environmental life cycle assessment, while costs were evaluated by life cycle costing. The results were incorporated into a techno-eco-efficiency framework to compare the technical properties, environmental impacts, and costs. The social impacts of additive manufacturing and recycled feedstock material were also explored. The technical assessment results indicated that tensile strength, fatigue strength, density, and hardness decreased with recycled material content compared to virgin material. Microscopy of the fracture surfaces revealed the presence of slightly higher porosity and defects in recycled specimens, which could result in slightly lower technical properties. However, the recycled material was accepted for further ecological analysis as it offered higher pumping performance when compared to the original component and could reduce the burden on virgin material-based production and waste material disposal. Importantly, the results showed that 3D printed recycled PLA impellers are more eco-efficient when compared to 3D printed virgin PLA impellers.
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1 Introduction
Plastic polymer materials are widely used in industrial and commercial applications due to their technical properties such as durability, corrosion resistance, high strength, light weight, and low maintenance when compared to metallic components [1, 2]. The production of plastic has reached a level of 381 million tonnes per year and 7.8 billion in total by 2015 [3]. However, the use of virgin plastic materials and the disposal of plastics in landfill or water bodies have caused significant environmental impacts such as eco-toxicity and greenhouse gas emissions (1.7 Gt CO2-eq by 2015) due to their non-biodegradability [4]. The disposal of non-biodegradable plastic waste has increased to 80% of production at an alarming rate in recent years, while only 20% has been recycled [5]. The linear economy that starts from extraction and ends at disposal has depleted natural resources and posed negative environmental impacts such as greenhouse gas emissions, global warming, particulate matter emissions, and eco-toxicity [6]. If the current linear economic trajectory continues, the amount of plastic in oceans is expected to be more than the total biomass of fish by 2050 [4].
Recycling waste plastic into new or usable products can prevent both the material extraction and disposal stages in product life cycles, which could lead to a better circular economy (CE) [7, 8]. The five ‘R’ strategies, namely, recycling, remanufacturing, repairing, reusing, and refurbishing, can be considered to convert end-of-life products into new or usable products [9]. Figure 1 shows the life cycle stages of a conventional manufacturing scenario with CE strategies incorporated at different life cycle stages. These strategies reduce resource extraction and waste material disposal, thereby significantly avoiding the environmental impacts associated with manufacturing. These allow the plastic products to be recovered after a single life cycle and generate multiple life cycles for materials while maximising their utility and value [3].
Additive manufacturing (AM) or 3D printing has been found to offer higher material efficiency compared to subtractive manufacturing [10]. The use of additive manufacturing has increased by 32% during the last 5 years in the production of machine components [11,12,13]. Despite these benefits, AM also produces waste material in the form of support structures, failed prints, leftover raw materials, and disposable prototypes [14,15,16]. It is important to determine the contribution of AM to CE initiatives, such as the potential to use recycled feedstock. The metallic powder material that remains unused in the 3D printer can be recycled up to 95%, while waste metals from several applications can also be easily recycled to AM feedstock [17]. Similarly, the sustainability of recycling plastic waste and the feasibility of using recycled plastic material in AM should be investigated.
It has been found that the carbon footprint of recycled plastic is 3000 times lower when compared to virgin plastic materials [2]. However, the rate of recycling in the global plastic packaging industry still remains at 14% [3]. AM is a feasible manufacturing option to use recycled plastic material as filament feedstock [14]. Common plastic materials used in AM are acrylonitrile butadiene styrene (ABS), polylactic acid (PLA), polyamide (PA/Nylon), and polycarbonate (PC). However, ABS, PA, and PC are petroleum-based and non-biodegradable.
PLA is a biopolymer made from plant materials such as corn starch, which is extensively used as a 3D printing filament feedstock material [18]. The virgin PLA material is available in pellet form, which can be used for filament extrusion and plastic injection moulding [19]. However, virgin PLA production increases the use of corn starch and sugar cane, which could affect the food security of some developing countries [20]. Since a large amount of PLA does not degrade under ordinary conditions, even with microbial action, the end-of-life disposal of commercial PLA parts has become a significant issue [21]. Furthermore, the disposal of waste PLA material also discards valuable raw materials, which could otherwise have been used as an alternative feedstock. Therefore, prolonging the life of PLA through circular economy strategies, i.e. reuse, recycling, and recovery, is essential to reduce the pressure on virgin materials and minimise waste generation [11]. The waste PLA material could potentially be recycled into 3D printed filament, which could then be used to manufacture parts and reduce environmental impacts [14].
The feasibility assessment of waste plastic as a feedstock material for manufacturing in industrial applications has become a primary target of CE initiatives [22]. The technical properties of recycled plastic are significantly affected by the degree of degradation from multiple melt processing, contamination from other materials during waste collection, and external factors such as ultraviolet radiation [23]. Several studies have been conducted to improve the technical properties of recycled plastics. Mixing recycled plastic with virgin plastic material has become one of the most common approaches to achieving technical properties (97.5% tensile strength and 89.25% flexural strength) closer to virgin material [14]. In addition, recycled plastic materials have also been mixed with fillers [24], stabilisers, compatibilisers, and reinforcement fibres to improve their technical properties [25, 26].
The technical feasibility of recycled PLA material needs to be examined through mechanical characterisation tests such as density, viscosity, surface roughness, dimensional tolerance, tensile testing, fatigue testing, and functional application testing [14, 27]. The durability and service life of the functional parts made from recycled PLA material could also have a significant impact on the selection of recycled feedstock over virgin materials. However, technical data on recycled PLA material was very limited in previous studies. Table 1 presents several studies that have investigated the technical feasibility of recycled plastics, including PLA material. However, these technical assessments did not consider fatigue properties and the feasibility of functional applications of recycled PLA materials. Furthermore, the studies did not integrate the technical feasibility of recycled PLA material with the economic and environmental impact reduction of recycling plastic waste.
Environmental and economic impact assessments are important considerations in terms of circular economy as they quantify different approaches for end-of-life processing of plastic waste for comparison. Several studies have assessed the environmental impact of plastic waste recycling for AM through environmental life cycle assessment (ELCA) methods [14, 29, 30]. For example, Zhao et al. [14] studied the environmental impact of PLA in a closed-loop of 3D printing and recycling. The results show that environmental impacts associated with plastic recycling are significantly lower than other end-of-life processing methods such as incineration and landfill. Choudhary et al. [30] investigated the environmental and economic impacts of polyethylene terephthalate (PET) plastic waste recycling for 3D printing filament production through an ELCA and life cycle costing (LCC). The results show that recycled PET plastic reduces the environmental impacts and associated costs compared to virgin PET plastic. The study also reveals that the integration of renewable energy, such as solar photovoltaic systems, further improves the environmental performance of material recycling.
Implementing strategies to lower environmental impacts in manufacturing has the potential to increase the cost of production [31]. Hence, the environmental impact reduction per dollar invested should also be explored. Eco-efficiency assessment is a widely used integrative assessment framework that determines the environmental impact per dollar invested in the product. Eco-efficiency of plastic waste disposal of PET, polystyrene (PS), and PLA was studied in [32], which showed that PLA material has the highest eco-efficiency. An integrative framework of techno-eco-efficiency was proposed by Jayawardane et al. [26] for the sustainability assessment of additive manufacturing over subtractive manufacturing. The results show that additive manufactured composite material possesses higher eco-efficiency when compared to the subtractive manufactured component. Furthermore, this framework could be applied to assess the techno-eco-efficiency of recycled material feedstock in additive manufacturing.
The increased use of additive manufacturing processes shifting from conventional processes could result in numerous social impacts, whereas waste recycling and the use of recycled feedstock materials could also impact society in many ways. Therefore, the social impacts of AM, waste recycling, and the use of recycled feedstock for AM should be systematically evaluated after assessing the technical, economic, and environmental impacts of AM. Even though the social impacts of manufacturing are significant, studies on the social impact assessment on manufacturing are very limited due to the difficulty in measuring relevant indicators. Several studies have evaluated the social impacts of manufacturing on the development of skills, changes to the intensity of work [33], job losses [34], and health and occupational hazards [35, 36]. The social impacts of material recycling and the use of recycled material feedstock have been analysed under the conservation of natural resources and reduction of landfill [37]. However, literature on the social impacts of recycled materials for AM feedstock is difficult to find. Table 2 presents a summary of the results from studies on the social impact assessment of AM and plastic recycling.
The aim of this study is to investigate the techno-eco-efficiency performance of recycled PLA material in comparison with virgin PLA material. The technical, economic, environmental, and social performance of recycled PLA material needs to be determined as a decision support tool for diverting plastic waste as a functional material to maximise utility and value in industrial applications.
2 Materials and methods
Post-manufacturing waste generated during virgin PLA filament manufacturing was used as the feedstock material for the recycled PLA 3D printer filament. The waste material was first separated from other contaminants and then shredded into particles of original pellet size (3 mm). Then the same filament extrusion method as the virgin filament production was used for the recycled material production. Figure 2 shows a process flow diagram of the conversion of waste plastic material into recycled filament material for 3D printing applications.
A semi-open impeller in a centrifugal water pump was used as the functional part in this analysis based on the same criteria (complexity, solid-to-envelope ratio, application, functionality, and availability of performance test) used by Jayawardane et al. [38], with the chosen pump impeller design being taken from a Grundfos Unilift KP 250 pump.
The techno-eco-efficiency framework (Fig. 3) by Jayawardane et al. [38] has been followed to compare the technical, economic, and environmental performance of pump impellers, which were made of virgin and recycled PLA materials. The technical feasibility of the materials included mechanical, built material, geometrical, morphological, and pump performance tests. The life cycle inventory (LCI) was developed only for technically feasible impellers. The environmental impacts have been quantified by the ISO 14040/44 ELCA method. The life cycle impact assessment (LCIA) was conducted using SimaPro LCA software for indicators selected through an expert survey. The economic value was calculated using the life cycle costing (LCC) method. The environmental impacts were normalised by dividing them by the gross domestic environmental impact per inhabitant (GDEI/Inh.), and then normalised values were multiplied by the relative weights assigned by experts. The costs were normalised by dividing them by the gross domestic product per inhabitant (GDP/Inh.). These normalised environmental impacts and normalised costs were incorporated into the eco-efficiency framework for determining the eco-efficiency portfolio. The eco-efficiency portfolio positions determined the eco-efficiency performance of 3D printed impellers made by recycled feedstock and virgin feedstock. The ELCA could help determine improvement strategies that could be used to improve the 3D printed impellers further.
2.1 Manufacturing
The virgin PLA (VPLA) and 100% recycled PLA (RPLA) 3D printer filament materials were sourced from Aurarum Pty, Melbourne, Australia. The injection moulded virgin PLA (IMPLA) material was sourced from Jeewa Plastics, Colombo, Sri Lanka. The 3D printed impellers and specimens for technical feasibility tests were manufactured using a MakerBot Replicator Z18 3D printer. The specimens for technical feasibility tests of the IMPLA material were made from a 5 mm plate using a computer numeric control (CNC) milling machine. Figure 4 a and b show the RPLA impeller, Fig. 4c and d show the VPLA impeller, and Fig. 4e shows the 3D printer.
The following specifications were set for 3D printing parameters for each configuration (Table 3).
Ideally, the 3D printer process parameters (Table 3) should be the same for both the VPLA and RPLA filaments. However, the disparity in melting temperature and viscosity between the VPLA and RPLA filaments required the use of slightly different process conditions in order to achieve 3D printed components of nominally similar quality. Therefore, the 3D printer process parameters were adjusted for the RPLA material in order to minimise the effects of process parameters on the technical feasibility of RPLA parts compared to VPLA parts. Namely, the nozzle temperature of the 3D printer for RPLA material was increased to 210 °C, the melt flow index was increased to 110%, and the print speed was reduced to 50 mm/s, in order to obtain uniform print extrusion without clogging [14, 39].
2.2 Technical feasibility assessment
The technical feasibility assessment was conducted in order to ensure the feasibility of the RPLA material for the functional application. Technical properties of the printed impeller and specimens were tested to study the mechanical, build material, geometrical, hydraulic performance, and morphological properties, as presented in Table 4.
2.2.1 Density
The density of a specimen is an important characteristic to determine the porosity of the specimen. Since 3D printed specimens have an inherently anisotropic nature due to the layered deposition of material, it is essential to measure the density through a standard method. The density of the 3D printed specimens was calculated by measuring specific gravity following the ASTM D792 standard, method A [40]. The specimens were first weighed in air and then weighed when immersed in distilled water at 23 °C. The density of RPLA and VPLA specimens was compared with the density of the injection moulded PLA (IMPLA) material.
2.2.2 Tensile testing
The tensile properties characterise the material’s mechanical strength. Since the pump impeller considered in this study undergoes tensile loading, tensile testing has been considered. The tensile parameters of the PLA specimens, such as ultimate tensile strength (UTS), yield strength, strain at break, elastic modulus, and energy absorption, were tested using a Testometric Universal Testing Machine. The ASTM D638 type 1 standard specimens, as shown in Fig. 5, were printed from the same 3D printer. Four specimens of each configuration were tested at a 5 mm/min crosshead speed.
2.2.3 Fatigue testing
The fatigue failure by tensile loading has been considered in this study for the application of a pump impeller. Other failure modes including flexural loading, impact damage, and creep have not been considered in the analysis. According to ASTM D790, the fatigue tests were carried out using a specimen type identical to the tensile testing specimen. The fatigue properties of the PLA specimens were determined using the dynamic loading conditions of the Testometric Universal Testing Machine. The fatigue test was conducted by axially loading the test specimens with a stress ratio (R = σmin/σmax) of 0.1. A loading rate of 5 Hz was used in the experiment. Nine un-notched specimens were tested under load-controlled cyclic loading with three specimens for each stress level at 80% of ultimate tensile stress (UTS), 70% of UTS, and 60% of UTS. The number of cycles to failure and the stress levels were plotted as S–N curves using Basquin’s model approximation. Equation 1 presents Basquin’s model equation where S is the applied stress on the specimen and N is the number of cycles to failure, whilst A and B are material constants. The estimated fatigue life was determined by the number of cycles and pump speed (Eq. 2):
2.2.4 Dimensional tolerance
The dimensional measurements of the 3D printed impellers were taken using a Mitutoyo digital vernier calliper (standard error of 0.01 mm). Measurements were obtained from the inner diameter (1), outer diameter (2), shroud thickness (3), and vane thickness (4) of the pump impeller (Fig. 6). Five readings of each feature were measured, with mean values and standard deviations of the measurements being calculated.
2.2.5 Hardness
Following ISO 868 [41], the hardness of each PLA configuration was taken at 20 points of the tensile specimen beginning from the middle section using a handheld CV DSDS001 Shore Durometer on the D scale. The average and standard deviation of the parameters were calculated.
2.2.6 Surface roughness
The mean surface roughness (Ra) of the specimens was measured using a Mitutoyo SJ-301 profilometer with a sampling length of 8 mm. The results for RPLA specimens were benchmarked with surface roughness measurements for the VPLA and IMPLA specimens. The measurements were obtained from 10 specimen points for each surface profile in order to determine consistency and standard deviation.
2.2.7 Hydraulic performance
The hydraulic performance of the impellers was tested by installing the impellers in a Grundfos Unilift KP 250 pump to test the hydraulic performance of pumping. Figure 7 shows the water pump test rig, which was used to measure the parameters in Eq. 3 following the ISO 9901 standard on performance testing of pumps [42]. The pressure head (H) was obtained from the difference in heads at discharge and suction. The discharge head (H d, n) was measured by a pressure gauge, while the suction head (HS) was measured by the water level. The discharge flow rate (Q̇) was calculated using a stopwatch and flow meter:
The results were plotted as H vs Q̇ graphs in order to compare the hydraulic performance of the RPLA impeller, VPLA impeller, and the impeller from the original equipment manufacturer (OEM). The area under the H vs Q̇ curve was used to determine the energy consumed by each impeller.
2.2.8 Surface morphology
The morphology of fracture surfaces was observed under a ZEISS EVO 15 scanning electron microscope (SEM) under magnification ratios ranging from 50 to 250 at a voltage of 10 kV. The specimens were sputter-coated with silver (Ag) since the polymer specimen is non-conductive. The surface morphology was observed to identify defects and voids present in the 3D printed RPLA and VPLA materials. The surface of the IMPLA material was also observed for comparison.
2.3 Environmental life cycle assessment
The impellers which were found to be technically feasible were evaluated for sustainability. The first step was to assess the environmental impacts. The environmental impacts were assessed using an environmental life cycle assessment method in accordance with the ISO 14040/44 standard.
2.3.1 The goal
The goal of the study is to determine the environmental impacts of manufacturing pump impellers with RPLA and VPLA materials and their use in the industrial application of wastewater pumping with particles up to 10 mm. The functional unit (FU) is a pump impeller. The FU is used to conduct a mass balance to determine the inputs and outputs of the life cycle stages of the impeller.
2.3.2 The scope
The scope of the ELCA follows a source-to-service (S to S) approach where all the life cycle stages, from design to the delivery of service, are considered. Figure 8 presents the resource flow, which is within the scope of the ELCA.
2.3.3 Life cycle inventory
An LCI was created using the inputs and outputs of the life cycle stages, such as energy, materials, utility, labour, waste, and emission. The timeframe of the use stage was determined by the service life of each impeller. Table 5 presents the life cycle inventory developed for the functional unit.
2.3.4 Indicators and method
The SimaPro LCA software was used to calculate the environmental impacts of each impeller [43]. The Australian life cycle inventory database (AusLCI) in the SimaPro software was used to determine other inputs and outputs in the material processing and end-of-life processing stage for impact assessment. The environmental impacts that are relevant to the Australian manufacturing industry (Table 6) were determined by another consensus survey involving Australian manufacturing experts [26].
A mass manufacturing scenario in which AM machines are working 8 h per day for 5 years (lifetime of the AM machine) with an annual utilisation factor of 90% has been assumed in the calculation. Table 7 shows the production schedule with manufacturing time and batch size/production output (PO) of different manufacturing configurations of the pump impeller.
2.4 Life cycle costing (LCC)
Following the ELCA, the economic analysis was conducted to determine the unit cost of delivery of fluid during the service life of pump impellers made of RPLA and VPLA materials. A life cycle costing method was used to conduct an economic analysis using the same goal, scope, system boundary, and LCI as the ELCA, allowing ELCA and LCC results to be integrated. LCI inputs were converted to cost values using Australia’s market prices of these inputs. All cost values were inflated to the 2022 cost values using the inflation rate of Australia over 6 years. A two-step cost model was used following the methodology of Jayawardane et al. [26]. Firstly, the life cycle costs of 3D printed impellers were calculated. Secondly, the life cycle costs of pumping by 3D printed impellers were calculated.
2.4.1 LCC of impeller production
The life cycle cost of the impeller production (LCCimpeller, prod), including the life cycle stages from design to manufacturing, was determined as follows:
-
Energy, utility, and labour costs in the design stage were calculated using relevant Australian energy cost figures.
-
Material processing costs included the raw material costs for RPLA and VPLA feedstock.
-
Transportation costs were calculated from a supplier in Melbourne to a 3D printing facility in Perth.
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Manufacturing costs included the capital costs of machinery (Table 8), labour costs, and energy costs. These costs were apportioned based on the manufacturing time of each impeller (Table 7).
An inflation rate of 5.1% [44] and a discounting factor of 7% [45] were used in the LCC analysis to obtain the present value (PV) of the costs. The sum of PV was multiplied by the capital recovery factor (CRF). A CRF of 0.244 was determined by the equipment’s operational time of 5 years and a discounting factor of 7%. It was then divided by the production output (PO) to obtain the LCCimpeller, prod (Eq. 4). This cost was then converted to the price of the impeller (PI) using the value of the profit margin in the Australian pump market (35%) [46] (Eq. 5):
2.4.2 LCC of pumping using 3D printed impellers
The service life (SL) is considered as the time period in LCC analysis. The life cycle cost of pumping using both RPLA and VPLA impellers over their SL (LCCP, SL) was calculated. The fatigue life estimations of RPLA impeller and VPLA impeller were converted to SL to conduct the LCC analysis. The fatigue hours were converted to operating hours for pumping to determine the cost of energy consumed during these hours. It was considered that the pump operates for 4 h per day for 20 working days per month [47].
The energy consumed for pumping water using RPLA impeller and VPLA impeller was calculated for a fixed pressure head of 35 kPa. The energy consumption for both scenarios was multiplied by the current electricity price. The PV of energy costs over the impeller service life was then added to the PV of PI. The sum of PV was multiplied by the capital recovery factor (CRF) and divided by the service life of the impeller to obtain the LCCP, SL (Eq. 6). The study did not consider maintenance costs, and replacement costs of the pump impellers as similar costs are expected to incur in both scenarios [36]:
2.5 Eco-efficiency assessment
The calculated values of life cycle costs and life cycle environmental impacts (LCEI) have been integrated using the eco-efficiency assessment framework to conduct a comparative eco-efficiency performance analysis. The following steps are used to calculate the eco-efficiency portfolio positions.
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The LCEI values are normalised by dividing with gross domestic environmental impact per inhabitant (GDEIi/Inh) values (Eq. 7) to obtain the normalised environmental impacts (NEIi) to convert all environmental impacts to the same unit [48, 49].
-
The normalised values of environmental impacts were then multiplied by the corresponding weight to convert their values into one common unit, i.e. the number of Australians who produced the same amount of environmental impacts as the impeller [26]. These weights, which represent the level of importance of these environmental impacts, were ascertained by the feedback received from an expert survey [26] (also presented in the Appendix, Table 29). A single score of environmental impact (EI) was obtained by adding the normalised and weighed environmental impacts (Eq. 8):
$${NEI}_{i}=\frac{{LCEI}_{i}}{{GDEI}_{i}/Inh}$$(7)$$EI=\sum_{i=1}^{11}{NEI}_{i}\times {W}_{i}$$(8) -
The LCC values were then normalised by dividing with gross domestic product per inhabitant (GDP/Inh) value of Australia (AUD 75.250) [50] to obtain the normalised cost (NC) (Eq. 9), which is the number of Australians who produced the same GDP as the cost of the impeller [26]:
$$NC=\frac{LCC}{GDP/Inh}$$(9) -
The portfolio position of environmental impact has to be determined to compare RPLA and VPLA impellers. This was done by dividing the EI of an impeller by the average value of EIs for all impellers considered for the comparative analysis. In the case of the portfolio position of cost, the NC of each impeller was divided by the average NCs of all impellers considered for this comparative eco-efficiency analysis (Eqs. 10–11) [26]:
$${PP}_{e}=\frac{EI}{\sum EI/j}$$(10)$${PP}_{c}=\frac{NC}{\sum NC/j}$$(11) -
The environment–cost relevance ratio (RE/C) was calculated as the ratio of mean EI and mean NC (Eq. 12), in order to determine the more influential parameter between EI and NC, which was used to determine the more influential parameter. The portfolio positions were revised (PP’e, PP’c) using the RE/C (Eqs. 13–14) and plotted in the graph of EI vs. NC (Fig. 9):
$${R}_{E/C}=\frac{{\sum EI}_{n}/j}{{\sum NC}_{n}/j}$$(12)$${{\mathrm{PP}}^{^{\prime}}}_{\mathrm{e},\mathrm{n}}=\frac{\left[\left(\sum {\mathrm{PP}}_{\mathrm{e},\mathrm{n}}\right)/\mathrm{j}+\left[{\mathrm{PP}}_{\mathrm{e},\mathrm{ n}}-\left(\left(\sum {\mathrm{PP}}_{\mathrm{e},\mathrm{n}}\right)/\mathrm{j}\right)\right]\bullet \sqrt{\left({\mathrm{R}}_{E/C}\right)}\right]}{\left(\sum {\mathrm{PP}}_{\mathrm{e},\mathrm{n}}\right)/\mathrm{j}}$$(13)$${{\mathrm{PP}}^{^{\prime}}}_{\mathrm{c},\mathrm{n}}=\frac{\left[\left(\sum {\mathrm{PP}}_{\mathrm{c},\mathrm{n}}\right)/\mathrm{j}+\left[{\mathrm{PP}}_{\mathrm{c},\mathrm{n}}-\left(\left(\sum {\mathrm{PP}}_{\mathrm{c},\mathrm{n}}\right)/\mathrm{j}\right)\right]/\sqrt{\left({\mathrm{R}}_{E/C}\right)}\right]}{\left(\sum {\mathrm{PP}}_{\mathrm{c},\mathrm{n}}\right)/\mathrm{j}}$$(14)
The eco-efficiency value of a product is measured using the perpendicular distance above the diagonal line. If products are placed below the diagonal line, they are not eco-efficient and cause diagnosis, and improvement strategies should be implemented to improve the eco-efficiency. Since positions are revised with RE/C, any changes to costs or environmental impacts of an impeller result in a change of EE portfolio positions of all impellers.
2.6 Social life cycle assessment (SLCA)
The social impacts of AM and recycled plastics for AM feedstock should be carefully assessed through several quantifiable indicators with the same goal, scope, and LCI as the ELCA and LCC. The findings of social, socio-environmental, and socio-economic aspects support the effective decision-making for the well-being of all stakeholders. The SLCA approach is a social impact assessment of the same product life cycle, which should be evaluated under the United Nations Environment Programme (UNEP) guidelines and methodological sheets for subcategories [51, 52]. The framework includes the assessment of social impacts on employees, local community, society, consumers, and other value chain actors. A quantitative approach has been used in this study using product-specific data on resource use/disposal and work hours. The social impacts on employees have been investigated under health and safety and employment level, while social impacts under local community and society have been investigated under conservation of natural resources and reduction of landfilling.
Health and safety
The occupational and health hazard of AM and recycling for AM feedstock is an important indicator of social impacts on employees, which could be determined through the quantification of human toxicity potential (HTP). These include human toxicity by inhalation, ingestion, and dermal contact to employees in the mass manufacturing scenario of AM. Furthermore, plastic recycling for AM feedstock includes shredding plastic material into pellet size particles, which could lead to a higher concentration of particulate matter in manufacturing environments [33]. The method developed by Azapagic et al. [53] based on the correlation of polymer weight and HTP has been used in this study as follows (Eq. 15):
TPa represents toxicity potentials to air, while ma represents the mass of material emission to air. The TPa for PLA material is 620 kg 1,4-DB eq./kg PLA. The HTP of each stage of the impeller life cycle is considered (Eq. 16) to calculate the HTP of the FU in line with the ELCA and LCC studies:
However, the toxicity potential to the local community and society from other emissions (e.g. SOx, NOx, CO, PM2.5) in the product life cycle has been quantified in the ELCA.
Employment level
The level of employment was calculated (Eq. 17) from the number of hours of labour required in the mass manufacturing scenario previously considered in Sect. 2.3.4 for AM in comparison with SM/IM:
Conservation of natural resources
Conservation of natural resources is an intergenerational social impact indicator that affects the stakeholders of society in the SLCA model. The material and energy consumption calculations from Sect. 2.3.4 have been used to calculate the conservation of materials and conservation of energy (Eq. 18):
Reduction of landfill
The waste management of plastic waste is an important social issue globally. Current waste management methods are landfilling, waste to energy, and recycling strategies. If more industrial plastic could be recycled to manufacture feedstock material, the amount of landfill required to dispose of plastic waste could be reduced. The reduction of landfill is a social impact indicator that affects the local community. The reduction of landfill is calculated by the mass of the material that was recycled as feedstock of AM in the mass manufacturing scenario, which avoided disposal to the landfill sites. The reduction of landfill has been calculated (Eq. 19) in terms of the landfill required to carry 7000 tonnes of waste in Western Australia for 60 years [37]:
Other social impacts, including intensity of work, occupational accidents, and development of skills which have been found through literature review, have not been evaluated in this study due to the limited availability of product-specific primary data, expert judgement, and social context.
3 Results
3.1 Technical feasibility test results
The technical feasibility results of the standardised test specimens for recycled PLA (RPLA) material, virgin PLA (VPLA) material, and injection moulded PLA (IMPLA) material have been presented as follows for comparison.
3.1.1 Density
The density of the material specimens is presented in Table 9. A range of densities were observed for the RPLA material, which could be due to the high level of anisotropy. Mechanical characterisation tests, such as microscopy of the fracture surfaces, were investigated to analyse the cause of these variations. Furthermore, the density of the RPLA specimens was significantly lower than the density of the VPLA and IMPLA specimens.
3.1.2 Tensile testing
Table 10 shows the results of the tensile tests for RPLA, VPLA, and IMPLA specimens. The average ultimate tensile stress of the recycled PLA material is 12% lower than the average ultimate tensile stress of the virgin PLA material. Furthermore, the ultimate tensile stress of the 3D printed recycled PLA material is 22% lower than the virgin injection moulded PLA material. The results were similar to the findings of Zhao et al. [14] where the recycled PLA specimens showed lower tensile properties. This was attributed to the porosity present in 3D printed specimens as observed by the lower density in the RPLA and VPLA specimens. In addition, the lower density for RPLA was expected to result in higher porosity which has a negative influence on ultimate tensile stress.
Figure 10 shows the comparison of the second strongest tensile stress–strain curves of the RPLA, VPLA, and IMPLA specimens under investigation. The stress–strain curve of the IMPLA specimen exhibits the highest result, whilst the stress–strain curve of RPLA shows the lowest result. The curves initially show similar elastic moduli for all specimens, whilst the elastic modulus of the IMPLA specimen and VPLA specimen has increased closer to the ultimate tensile stress.
Table 11 shows the integrals of each stress–strain curve up to ultimate tensile stress and final failure. The integral shows the energy absorbed by the specimen which indicates that IMPLA has the highest toughness, while the RPLA has the lowest toughness.
3.1.3 Fatigue testing
The initial stress and number of cycles to failure curves were derived from the results of the fatigue tests. The logarithmic values of the fatigue test results and the linear trend line values were incorporated into Basquin’s model approximation. Table 12 shows Basquin’s model values obtained from the logarithmic model, whereas Fig. 11 shows Basquin’s model curves plotted for RPLA, VPLA, and IMPLA specimens from the approximation.
The order of the fatigue strength remains similar to the order of the ultimate tensile stress. The rate of decrease of fatigue strength is also the same. The fatigue life estimation of the RPLA, VPLA, and IMPLA shows that RPLA specimens have a lower fatigue life for a given tensile stress on the impeller. The reduction of the fatigue life in RPLA specimens could be due to the lower ultimate tensile stress values found from the tensile test.
Fatigue life estimation
The fatigue strength values for RPLA, VPLA, and IMPLA were used for the fatigue life estimation for the centrifugal open pump impeller in the wastewater application as presented in Table 13. It was assumed that the pump is operating in a steady-state condition and that a maximum pressure load of 10 MPa is acting on the impeller vanes by the water.
The RPLA specimen and VPLA specimen both indicated an estimated fatigue life lower than the standard lifetime of a pump impeller, namely, 1600 h. Hence, the estimated fatigue life of the RPLA and VPLA specimens was considered as the service life of the impellers.
3.1.4 Dimensional tolerance
Table 14 shows the dimensional measurements of the RPLA pump impellers. The dimensions of the inner diameter of the RPLA and VPLA impellers are slightly lower than the OEM impeller, while the dimensions of the external diameter of the RPLA and VPLA impellers are slightly higher than the OEM impeller. However, all dimension measurement values are within the acceptable tolerance levels of manufacturing, fitting, and clearance of the pump impeller for the selected water pump application.
3.1.5 Hardness
Table 15 presents the hardness values of the RPLA, VPLA, and IMPLA specimens. The RPLA specimens showed the lowest hardness value (80.4), while the IMPLA specimen showed the highest hardness value (84.7). This result was attributed to the porosity and defects present in specimens during 3D printing compared to injection moulding. Furthermore, the higher standard deviation (1.582) in hardness value for RPLA could explain the inconsistency of material properties in making RPLA.
3.1.6 Surface roughness
Table 16 presents the mean surface roughness of the vane and shroud of the three RPLA impellers. The results show that the surface roughness values of the three impellers are consistent for vane and shroud surfaces. The vane surface has a higher surface roughness due to the layered surface texture in the Z direction of 3D printing.
3.1.7 Hydraulic performance
The hydraulic performance of the selected pump fitted with different pump impellers was tested in the recirculating pump test rig to measure the flow rates from shutoff to maximum flow. Table 17 presents the results of the pump performance test for RPLA impellers, VPLA impellers, and the OEM impeller. The pressure readings in the pressure gauge were converted from psi to kPa for clarity. The hydraulic performance curves (Fig. 12) were plotted using the results (Table 17).
The results show that RPLA impellers perform slightly worse than the VPLA impellers as it consumes higher power to maintain the same pressure load. However, the RPLA impellers show comparatively higher performance when compared to the stainless steel AISI 304 OEM pump impeller. This could be due to the higher density in Stainless Steel AISI 304 material of the OEM impeller, which is significantly higher than the RPLA material.
3.1.8 Surface morphology
The fracture surface micrographs of the tensile specimens are presented in Fig. 13. The fracture surface of the VPLA tensile specimen has uniform print lines and lower porosity compared to the RPLA specimen. The RPLA and VPLA specimens indicated the presence of significant voids, print lines, and porosity compared to the IPLA specimen, which has led to higher crack nucleation and propagation. The results show many commonalities to fracture surface observations of RPLA presented in other studies [14].
3.1.9 Overall technical feasibility assessment
Table 18 presents the comparison of technical properties for the RPLA, VPLA, and IMPLA specimens.
The overall technical feasibility assessment shows that the RPLA specimens have a slightly lower technical performance compared to VPLA and IMPLA specimens. The RPLA specimens indicate a relative density of 87.9–91.9% compared to the IMPLA material. This could be due to the increased presence of defects, porosity, and voids in the recycled material. However, the relative density of RPLA material was only slightly lower than the VPLA specimen (92.3–96.6%). The ultimate tensile strength of the RPLA material was 10.5% lower than the VPLA material and 19% lower than the IMPLA material. This could be due to the voids and high porosity contributing to crack nucleation and propagation in RPLA material. The fatigue strength of RPLA has also slightly reduced to 84.6% of the VPLA value due to the lower UTS values in the RPLA material. However, the hydraulic performance of the RPLA impellers exhibited better values compared to the OEM impeller.
Furthermore, since the material feedstock used in the RPLA specimens has been recycled, it is expected that the impact of reduced service life of these specimens could be offset by lower life cycle costs and environmental impacts. Although it will require an increased number of RPLA impellers due to the reduced service life and mechanical properties, it does not affect the pumping performance. At least the use of recycled PLA material in impeller manufacturing could reduce the PLA waste going to landfill and thereby contribute to conserving virgin resources supporting the circular economy. Therefore, the pump impellers produced by RPLA material have been considered to be technically feasible for the functional application of wastewater pumping with particles up to 10 mm.
3.2 Environmental life cycle assessment (ELCA)
The PLA feedstock material recycled from preconsumer plastic waste was found to be a feasible alternative in manufacturing 3D printed pump impellers, which reduces the virgin material consumption. Therefore, the reduction of environmental impacts from the conservation of resources and avoidance of plastic waste from end-of-life disposal should be assessed using an ELCA. Table 19 shows the total life cycle environmental impacts of RPLA and VPLA impellers for environmental performance comparison under indicators chosen in Sect. 2.3.4.
The results show that the RPLA impellers have indicated lower LCEI values for all environmental impact indicators, compared to the VPLA impellers, except for the abiotic depletion potential (ADP) which determines the level of resources extracted. Even though recycled feedstock material is used in the manufacture of RPLA impellers, multiple RPLA impellers (2.8) are required to match the service life of a single VPLA impeller, which increases the ADP of RPLA impellers by 17.9%. The network chart as presented in Fig. 14 shows that 79% of ADP of RPLA impellers have been attributed to the manufacturing stage, while 19.1% have been attributed to the material extraction stage.
The energy consumption of each RPLA impeller also accounts for a 91% reduction compared to the VPLA impeller. However, the emissions from energy consumption from fossil fuel sources have contributed significantly to other environmental impacts. The global warming potential (GWP) has significantly reduced by 97.1% due to the replacement of the VPLA impeller by RPLA impeller. Figure 15 shows the network chart for GWP, which is significantly attributed to the energy consumption in the design stage and manufacturing stage, where the electricity is predominantly produced from black coal and natural gas. The highest environmental impact reduction was observed in particulate matter (97.2%), while the lowest reduction was observed in water use (95.1%). Even though the RPLA impeller has exhibited lower service life compared to the VPLA impeller, the environmental impacts have been significantly reduced due to the use of recycled materials.
After the evaluation of environmental impacts, economic impacts should be investigated since environmentally friendly technologies are not always economically viable.
3.3 Life cycle costing (LCC)
Table 20 shows the price of the impeller (PI) for the RPLA and VPLA cases. The use of recycled materials has significantly reduced the cost of feedstock material for AM. However, the higher production output (PO) of VPLA impellers due to lower printing time has resulted in a lower PI (7.85%) for VPLA impellers.
The PVtotal, p value of RPLA and VPLA impellers was calculated from the PV of capital cost and the PV of utility costs (Table 21).
The fatigue life estimations of 208.5 h for the RPLA impeller and 584.6 h for the VPLA impeller were converted to SL to conduct the LCC analysis. Accordingly, a pump using a RPLA impeller can operate for 2 months and 12 days, whereas a pump using a VPLA impeller can operate for 7 months and 6 days. It was estimated that 3 RPLA impellers were needed to meet the SL of one VPLA impeller. This was incorporated into the capital cost calculation of the service stage. The VPLA impeller shows a lower energy consumption (5.13%) in the use stage, when compared to the RPLA impeller, due to the lower surface roughness of the VPLA impellers resulting in higher hydraulic efficiency. The lower service life of the RPLA impeller has resulted in higher PVtotal, p due to the higher capital cost (3.24 times). The LCCP, SL of the VPLA and RPLA pump impellers are presented in Table 22.
The total life cycle cost of the RPLA impeller is significantly higher than the total life cycle cost of the VPLA impeller, due to higher pumping costs and lower service life of the 100% RPLA impeller. The durability and service life of the RPLA impellers could be further improved by blending RPLA material with virgin material, e.g. 50% wt. RPLA [14]. The addition of fillers and reinforcement fibre material [26] to the blend could also further reduce the life cycle cost of the RPLA impellers and make them cost-competitive with the VPLA impellers.
3.4 Eco-efficiency assessment (EEA)
Whilst RPLA impellers offer significant environmental benefits compared to VPLA impellers, the economic assessment showed that the costs of impellers using recycled material are slightly higher than those made from virgin materials. Further analysis is required to investigate the environmental impacts per dollar invested in each manufacturing strategy in order to ascertain options that balance both economic and environmental objectives. As a result, an eco-efficiency analysis was performed to determine the eco-efficiency of RPLA and VPLA impellers. Table 23 shows the normalised environmental impacts (NEI) of RPLA and VPLA impellers over their service life in terms of inhabitants per functional unit of pump impeller delivering fluid. The RPLA impeller showed 93% lower normalised environmental impact when compared to the VPLA impeller.
Several environmental impacts were found to be the dominant contributors to the NEI. The energy consumption per pump impeller showed the highest contribution (76.1% for RPLA and 56.8% for VPLA) to the NEI in both scenarios. This could be due to high energy consumption in the manufacturing stage (52.8% RPLA and 59.6% VLPA). In addition, the design stage energy consumption of RPLA impeller (42.7%) also significantly contributed to the total energy consumption. This could be due to the higher process design time when dealing with recycled feedstock material. The material processing stage (46.3%) contributed significantly to the energy consumption of the VPLA impeller. This could be due to high energy consumption in virgin material feedstock production.
The next significant environmental impact was identified as freshwater eco-toxicity, which contributes 11.6% to the NEI of the RPLA impeller and 16.96% to the NEI of VPLA impeller. The material processing stage showed the highest contribution to the freshwater eco-toxicity (35.2% for RPLA and 77.2% for VPLA). The photochemical smog (2.79% for RPLA and 6.27% for VPLA) and GWP (2.74% for RPLA and 6.37% for VPLA) were found to be other significant contributors to the NEI. The manufacturing stage of 3D printing had significantly contributed to the photochemical smog (42.3% for RPLA and 61.2% for VPLA) and GWP (43.0% for RPLA and 60.7% for VPLA).
The abiotic depletion values observed for the RPLA impeller were lower than that of the VPLA impeller, but the contribution of this impact to the NEI was not significant. The level of contribution not only depends on the life cycle inputs but also on the weights assigned by the experts on relevance to manufacturing in Australia. The sum of normalised environmental impacts was used with normalised costs for the eco-efficiency assessment to determine the environmentally friendly option not entailing excessive costs.
Table 24 presents the overall normalised costs and normalised environmental impacts of the RPLA and VPLA impellers in terms of Australian inhabitants. These values were calculated according to Eqs. 7–9.
The results show that the normalised environmental impact of AM decreased from 7.51E-06 to 5.04E-07 inhabitant equivalents, i.e. 93% lower, by replacing virgin material with recycled material. However, the normalised cost of the AM process has increased the GDP produced by 2.56E-03 inhabitants per year to 9.748E-03 inhabitants per year, which is 74% higher than when using virgin material for AM. These values must be integrated by conducting an eco-efficiency assessment, to determine the environmental impact per dollar invested in recycling.
3.4.1 Eco-efficiency portfolio analysis
The initial eco-efficiency portfolio positions were determined using normalised environmental impacts and normalised costs. The calculated RE/C value of 0.001 indicates that costs outweigh environmental impacts. Table 25 displays the portfolio positions. These portfolio positions are depicted in Fig. 16 as a graph of normalised environmental impact vs normalised cost.
The portfolio analysis showed that the RPLA impeller was placed above the diagonal, whereas the VPLA impeller was placed below the diagonal. This infers that the RPLA impeller is eco-efficient, while the VPLA impeller is not eco-efficient. The lower normalised environmental impact (93%) of the RPLA impeller compared to VPLA impeller has offset the higher normalised costs of the RPLA impeller (74%) compared to the VPLA impeller. It is evident that the recycling of plastic material for AM reduces the environmental impacts of additive manufacturing significantly for each dollar invested in recycling by 93%. Even though recycled material entails significantly higher costs than virgin material (74%), the potential for environmental impact reduction by recycling is significantly higher than for other resource recovery methods.
The normalised costs and cumulative energy demand of the RPLA impeller, which also accounts for a significant portion of normalised environmental impacts, could be further reduced by using renewable energy for operating these AM pump impellers.
3.5 Social impact assessment
The social impacts affecting the employee stakeholders of a company (mass manufacturing pump impellers using additive manufacturing) have been evaluated as follows using the product-specific primary data in terms of resource use and working hours.
3.5.1 Health and safety
The occupational health and safety of employees are an important consideration in the manufacturing industry. In mass manufacturing scenarios using AM, it was reported that non-fatal accidents, such as minor cuts, occurred when removing parts from the print bed and also for removing support structures in some AM processes [35]. However, AM has eliminated fatal accidents in manufacturing by reducing human–machine interactions and eliminating cutting tools and fixtures in conventional subtractive manufacturing [33]. Table 26 presents the HTP values of the RPLA and VPLA impellers. The results indicated that the RPLA impeller reduces the HTP by reducing the emission of PLA materials into air during the AM process.
The reduction of HTP, and other fatal and non-fatal accidents through AM, could also result in positive economic impacts as they lower the costs of compensation and health, avoid downtime, and improve productivity.
3.5.2 Employment level
The employment level changes for the same product when using different manufacturing strategies. AM reduces the labour hours in manufacturing time for setup/configuration, repair, and monitoring. Table 27 shows the calculation of changes to the level of employment in mass manufacturing scenarios under different manufacturing strategies. The results show that the level of employment is reduced when AM is replaced by IM and SM. The reduction of jobs in manufacturing VPLA impellers is higher compared to that of RPLA impellers as the latter involves more person-hours to sort out any expected difficulties in setup/configuration, repair, and monitoring of equipment with recycled material feedstock.
There are socio-economic implications of the production of AM impellers in terms of employment, which could potentially be overcome through mass manufacturing that involves a highly skilled workforce.
The social impacts affecting the stakeholders, including the local community and society, have been evaluated as follows in terms of the conservation of natural resources and reduction of landfill. The data specific to each impeller have been used in the calculation of resource use and disposal in mass manufacturing scenario.
3.5.3 Conservation of natural resources
The conservation of natural resources has been investigated with the intensity of primary materials used in different manufacturing strategies in the mass manufacturing scenario.
The results in Table 28 show that the RPLA impeller reduces the material consumption by 12.8% compared to IMPLA impellers and 92.5% compared to SM impellers. The VPLA impeller reduces the material consumption by 7.7% compared to IMPLA and 92.0% compared to SM. This demonstrates that AM and material recycling could significantly reduce virgin PLA production, easing the burden on food production, i.e. sugar cane and corn starch.
Approximately 91% of the energy consumption can be reduced by replacing VPLA impellers with RPLA impellers for production, resulting in the conservation of resources for future generations, and thereby enhancing intragenerational social equity.
3.5.4 Reduction of landfill
The recycled PLA material used in mass manufacturing of RPLA impellers amounts to 101.2 kg per annum. Therefore, 9.25E-04 ha of landfill could be reduced from an industrial manufacturer mass manufacturing pump impellers with one 3D printer. The ELCA of the study also showed a reduction of land use by 96.8% by an RPLA impeller compared to a VPLA impeller. The diversion of waste PLA to 3D printing applications not only reduces toxins and leachate from landfill, but also reduces landfill area.
4 Conclusions and recommendations
The technical feasibility assessment evaluated the durability and service life of the RPLA and VPLA impellers. The estimated service life of the RPLA impeller was significantly reduced due to its lower density, ultimate tensile strength, and fatigue strength compared to the VPLA material. However, the RPLA impeller exhibited higher hydraulic performance compared to the original component in the hydraulic performance test. The RPLA impeller was deemed technically feasible since it exhibits higher pumping performance which was not affected by the reduced service life and mechanical properties.
The ELCA results showed that the RPLA impeller creates significantly lower environmental impacts compared to the VPLA impeller (93%). However, the life cycle costs of the RPLA impeller were significantly higher (74%) due to its lower service life compared to the VPLA impeller and its higher energy consumption in pump usage. The eco-efficiency assessment revealed that recycled materials significantly improve eco-efficiency performance. The social impact assessment revealed positive social impacts from additive manufacturing for employees in terms of health and safety. The employment levels of AM have reduced compared to SM due to high machine automation in AM, while opportunities for high-skilled employment and mass additive manufacturing have increased. The replacement of VPLA with an RPLA impeller could strengthen food security by conserving natural resources, including land and crops. The study found that the use of recycled material in AM is more techno-eco-efficient than the use of virgin materials and increases the waste diversion rate.
The techno-eco-efficiency assessment in this study was limited to the PLA material. The techno-eco-efficiency of recycling other common filament feedstock such as ABS, PET, and nylon could be further explored in future research. However, the results might be expected to vary due to the effects of viscosity and hygroscopic properties of different recycled materials [14]. As recycled PLA has lower technical performance properties when compared to virgin PLA, blends of recycled virgin materials (20% wt., 30% wt., and 50% wt.), fillers, and reinforcement fibres could be further investigated to improve technical performance and the resulting service life of the impellers. Furthermore, the benefits of using renewable energy sources for the production of manufacturing parts using recycled materials could also be investigated. In addition, the SLCA in this study could be further extended in future research using a reference scale approach to assess qualitative indicators, such as fair wages, employment relationships, social responsibility parameters, local employment opportunities, commitment to sustainability management and product performance, and end-of-life waste management responsibilities.
Abbreviations
- ABS:
-
Acrylonitrile butadiene styrene
- AM:
-
Additive manufacturing
- EEA:
-
Eco-efficiency assessment
- GWP:
-
Global warming potential
- IMPLA:
-
Injection moulded polylactic acid
- NC:
-
Normalised cost
- PA:
-
Polyamide
- PLA:
-
Polylactic acid
- PS:
-
Polystyrene
- SLCA:
-
Social life cycle assessment
- VPLA:
-
Virgin polylactic acid
- ADP:
-
Abiotic depletion potential
- CE:
-
Circular economy
- ELCA:
-
Environmental life cycle assessment
- HIPS:
-
High impact polystyrene
- LCC:
-
Life cycle costing
- NEI:
-
Normalised environmental impact
- PC:
-
Polycarbonate
- PP:
-
Portfolio position
- RPLA:
-
Recycled polylactic acid
- UNEP:
-
United Nations Environment Program
References
Farina I, Singh N, Colangelo F, Luciano R, Bonazzi G, Fraternali F (2019) High-performance nylon-6 sustainable filaments for additive manufacturing. Materials 12(23):3955. https://doi.org/10.3390/ma12233955
Cruz Sanchez FA, Boudaoud H, Camargo M, Pearce JM (2020) Plastic recycling in additive manufacturing: a systematic literature review and opportunities for the circular economy. J Clean Prod 264:121602. https://doi.org/10.1016/j.jclepro.2020.121602
Singh R, Kumar R (2022) Additive manufacturing for plastic recycling: efforts in boosting a circular economy. CRC Press. https://doi.org/10.1201/9781003184164
Zheng J, Suh S (2019) Strategies to reduce the global carbon footprint of plastics. Nat Clim Chang 9(5):374–378. https://doi.org/10.1038/s41558-019-0459-z
Ryberg MW, Hauschild MZ, Wang F, Averous-Monnery S, Laurent A (2019) Global environmental losses of plastics across their value chains. Resour Conserv Recycl 151:104459. https://doi.org/10.1016/j.resconrec.2019.104459
Cruz Sanchez FA, Boudaoud H, Hoppe S, Camargo M (2017) Polymer recycling in an open-source additive manufacturing context: mechanical issues. Addit Manuf 17:87–105. https://doi.org/10.1016/j.addma.2017.05.013
Gonçalves RM, Martinho A, Oliveira JP (2022) Evaluating the potential use of recycled glass fibers for the development of gypsum-based composites. Construct Build Mater 321:126320. https://doi.org/10.1016/j.conbuildmat.2022.126320
Gonçalves RM, Martinho A, Oliveira JP (2022) Recycling of reinforced glass fibers waste: current status. Materials 15(4):1596. https://doi.org/10.3390/ma15041596
Despeisse M, Ford S (2015) The role of additive manufacturing in improving resource efficiency and sustainability. In: IFIP International Conference on Advances in Production Management Systems. Springer, pp 129–136. https://doi.org/10.1007/978-3-319-22759-7_15
Peng T, Kellens K, Tang R, Chen C, Chen G (2018) Sustainability of additive manufacturing: an overview on its energy demand and environmental impact. Addit Manuf 21(5):694–704. https://doi.org/10.1016/j.addma.2018.04.022
Anderson I (2017) Mechanical properties of specimens 3D printed with virgin and recycled polylactic acid. Print Addit Manuf 4(2):110–115. https://doi.org/10.1089/3dp.2016.0054
Zuo X et al (2022) Wire-based directed energy deposition of NiTiTa shape memory alloys: microstructure, phase transformation, electrochemistry, X-ray visibility and mechanical properties. Addit Manuf 59:103115. https://doi.org/10.1016/j.addma.2022.103115
Li B et al (2022) Electron beam freeform fabrication of NiTi shape memory alloys: crystallography, martensitic transformation, and functional response. Mater Sci Eng A 843:143135. https://doi.org/10.1016/j.msea.2022.143135
Zhao P, Rao C, Gu F, Sharmin N, Fu J (2018) Close-looped recycling of polylactic acid used in 3D printing: an experimental investigation and life cycle assessment. J Clean Prod 197:1046–1055. https://doi.org/10.1016/j.jclepro.2018.06.275
Jiang J, Xu X, Stringer J (2018) Support structures for additive manufacturing: a review. J Manuf Mater Process 2(4):64. https://doi.org/10.3390/jmmp2040064
Jiang J, Ma Y (2020) Path planning strategies to optimize accuracy, quality, build time and material use in additive manufacturing: a review. Micromachines 11(7):633. https://doi.org/10.3390/mi11070633
Ingarao G, Priarone PC, Di Lorenzo R, Settineri L (2016) A methodology for evaluating the influence of batch size and part geometry on the environmental performance of machining and forming processes. J Clean Prod 135:1611–1622. https://doi.org/10.1016/j.jclepro.2015.11.041
Cisneros-López EO et al (2020) Recycled poly(lactic acid)–based 3D printed sustainable biocomposites: a comparative study with injection molding. Mater Today Sustain 7–8:100027. https://doi.org/10.1016/j.mtsust.2019.100027
Wang Z, Ganewatta MS, Tang C (2020) Sustainable polymers from biomass: bridging chemistry with materials and processing. Progress Polym Sci 101:101197. https://doi.org/10.1016/j.progpolymsci.2019.101197
Pellis A, Malinconico M, Guarneri A, Gardossi L (2021) Renewable polymers and plastics: performance beyond the green. New Biotechnol 60:146–158. https://doi.org/10.1016/j.nbt.2020.10.003
Niaounakis M (2013) Biopolymers: reuse, recycling, and disposal. William Andrew. https://doi.org/10.1016/C2012-0-02583-5
Simon B (2019) What are the most significant aspects of supporting the circular economy in the plastic industry? Resour Conserv Recycl 141:299–300. https://doi.org/10.1016/j.resconrec.2018.10.044
Aldhafeeri T, Alotaibi M, Barry CF (2022) Impact of melt processing conditions on the degradation of polylactic acid. Polymers 14(14):2790. https://doi.org/10.3390/polym14142790
Gkartzou E, Koumoulos EP, Charitidis CA (2017) Production and 3D printing processing of bio-based thermoplastic filament. Manuf Rev 4:1. https://doi.org/10.1051/mfreview/2016020
Tian X, Liu T, Wang Q, Dilmurat A, Li D, Ziegmann G (2017) Recycling and remanufacturing of 3D printed continuous carbon fiber reinforced PLA composites. J Clean Prod 142:1609–1618. https://doi.org/10.1016/j.jclepro.2016.11.139
Jayawardane H, Davies IJ, Leadbeater G, John M, Biswas WK (2021) “Techno-eco-efficiency” performance of 3D printed impellers: an application of life cycle assessment. Int J Sustain Manuf 5(1):44–80. https://doi.org/10.1504/ijsm.2021.116871
Moreno E et al (2021) Technical evaluation of mechanical recycling of PLA 3D printing wastes. Proc First Int Conf Green Polym Mater 2020 69(1):19. https://doi.org/10.3390/CGPM2020-07187
Żenkiewicz M, Richert J, Rytlewski P, Moraczewski K, Stepczyńska M, Karasiewicz T (2009) Characterisation of multi-extruded poly(lactic acid). Polym Test 28(4):412–418. https://doi.org/10.1016/j.polymertesting.2009.01.012
Ma H et al (2021) Comprehensive assessment of the environmental impact of fused filament fabrication products produced under various performance requirements. J Inst Eng (India) Ser C 102(1):59–73. https://doi.org/10.1007/s40032-020-00637-9.
Choudhary K, Sangwan KS, Goyal D (2019) Environment and economic impacts assessment of PET waste recycling with conventional and renewable sources of energy. Procedia CIRP 80:422–427. https://doi.org/10.1016/j.procir.2019.01.096
Rudolph N, Kiesel R, Aumnate C (2020) Understanding plastics recycling: economic, ecological, and technical aspects of plastic waste handling. Carl Hanser Verlag GmbH Co KG. https://doi.org/10.3139/9781569906774
Leejarkpai T, Mungcharoen T, Suwanmanee U (2016) Comparative assessment of global warming impact and eco-efficiency of PS (polystyrene), PET (polyethylene terephthalate) and PLA (polylactic acid) boxes. J Clean Prod 125:95–107. https://doi.org/10.1016/j.jclepro.2016.03.029
Naghshineh B, Lourenço F, Godina R, Jacinto C, Carvalho H (2020) A social life cycle assessment framework for additive manufacturing products. Appl Sci 10(13):4459. https://doi.org/10.3390/app10134459
Matos F, Godina R, Jacinto C, Carvalho H, Ribeiro I, Peças P (2019) Additive manufacturing: Exploring the social changes and impacts. Sustainability 11(14):3757. https://doi.org/10.3390/su11143757
Huang SH, Liu P, Mokasdar A, Hou L (2013) Additive manufacturing and its societal impact: a literature review. Int J Adv Manuf Technol 67(5):1191–1203. https://doi.org/10.1007/s00170-012-4558-5
Ma J, Harstvedt JD, Dunaway D, Bian L, Jaradat R (2018) An exploratory investigation of additively manufactured product life cycle sustainability assessment. J Clean Prod 192(29):55–70. https://doi.org/10.1016/j.jclepro.2018.04.249
Ahmed Shaikh FU, Nath P, Hosan A, John M, Biswas WK (2019) Sustainability assessment of recycled aggregates concrete mixes containing industrial by-products. Mater Today Sustain 5:100013. https://doi.org/10.1016/j.mtsust.2019.100013
Jayawardane H, Davies I, Gamage JR, John M, Biswas W (2022) Investigating the ‘techno-eco-efficiency’ performance of pump impellers: metal 3D printing vs CNC machining. https://doi.org/10.21203/rs.3.rs-1464266/v1.
Shojaeiarani J, Bajwa DS, Rehovsky C, Bajwa SG, Vahidi G (2019) Deterioration in the physico-mechanical and thermal properties of biopolymers due to reprocessing. Polymers 11(1):58. https://doi.org/10.3390/polym11010058
(2020) Standard test methods for density and specific gravity (relative density) of plastics by displacement. American Society for Testing and Materials, [Online]. Available: https://www.astm.org/d0792-20.html. Accessed 17 May 2022
(2003) Plastics and ebonite — determination of indentation hardness by means of a durometer (shore hardness). International Organization for Standardization. [Online]. Available: https://www.iso.org/standard/34804.html. Accessed 17 May 2022
(2012) Rotodynamic pumps — hydraulic performance acceptance tests — grades 1, 2 and 3. International Organization for Standardization [Online]. Available: https://www.iso.org/standard/41202.html. Accessed 14 Mar 2022
Arceo A, Biswas WK, John M (2019) Eco-efficiency improvement of Western Australian remote area power supply. J Clean Prod 230(1):820–834. https://doi.org/10.1016/j.jclepro.2019.05.106
Trading Economics. Australia inflation rate. [Online]. Available: https://tradingeconomics.com/australia/inflation-cpi. Accessed 14 May 2022
Department of the Prime Minister and the Cabinet. Cost benefit analysis - guidance note. February 2016 2016. [Online]. Available: https://www.pmc.gov.au/sites/default/files/publications/cosst-benefit-analysis.docx. Accessed: 10th November 2020
Plumbing and Mechanical. Pumpin material markup. [Online]. Available: https://www.pmmag.com/articles/102066-material-markup. Accessed 15 Mar 2020
Strongman Pumps. The difference between sewage, sump, drainage & more. [Online]. Available: https://www.strongmanpumps.com.au/difference-sewage-sump-drainage-pumps/. Accessed 15 May 2020
Department of the Environment and Energy (2019) Australian Energy Update 2019. [Online]. Available: https://www.energy.gov.au/publications/australian-energy-update-2019. Accessed 4 Jan 2022
Bengtson J, Howard N (2010) A life cycle impact assessment method for use in Australia—classification, characterisation and research needs. Edge Environment Pty Ltd, Australia
Australian Bureau of Statistics (2021) 3101.0 - Australian Demographic Statistics, Dec 2021 [Online]. Available: https://www.abs.gov.au/statistics/people/population/national-state-and-territory-population/dec-2021. Accessed 20 Apr 2022
UNEP (2020) Guidelines for social life cycle assessment of products and organizations. [Online}. Available: https://wedocs.unep.org/20.500.11822/34554. Accessed 10 Feb 2022
UNEP (2021) Methodological sheets for subcategories in social life cycle assessment (S-LCA). [Online]. Available: https://www.lifecycleinitiative.org/library/methodological-sheets-for-subcategories-in-social-life-cycle-assessment-s-lca-2021/. Accessed 10 Feb 2022
Azapagic A, Emsley A, Hamerton I (2003) Polymers: the environment and sustainable development. Wiley. https://doi.org/10.1002/0470865172
Acknowledgments
The authors are grateful for the technical support provided by I.H.J. Priyankara of the Die and Mould Centre of the University of Moratuwa, TLK Kumari, WL Kumara, KPSP Dayananda, and GDS Karunathilake, and all the technical staff of the University of Moratuwa, Sri Lanka.
Funding
Open Access funding enabled and organized by CAUL and its Member Institutions The study received financial support from the Sustainable Engineering Group Scholarship of Curtin University.
The research data and material will be made available at Curtin Research Data Collection.
Author information
Authors and Affiliations
Contributions
All authors contributed to the conceptualisation and methodology. Analysis; investigation; data curation; writing, original draft; and visualisation were performed by H.J. All authors contributed to writing, review and editing. All authors read and approved the final manuscript.
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Jayawardane, H., Davies, I.J., Gamage, J.R. et al. Additive manufacturing of recycled plastics: a ‘techno-eco-efficiency’ assessment. Int J Adv Manuf Technol 126, 1471–1496 (2023). https://doi.org/10.1007/s00170-023-11169-8
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DOI: https://doi.org/10.1007/s00170-023-11169-8