Submitted:
28 May 2024
Posted:
29 May 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Goal of the Study
2.2. Functional Unit
2.3. System Boundaries

2.4. Life Cycle Inventory
2.5. Data Source
| Electricity Mix- Portugal 2021 | GWh | % | Characterization |
| Renewable generation | 29 526 | 53.0% | - |
| Hydro | 11 607 | 20.8% | Reservoir: 40.16% Run of the river: 59.84%[23] |
| Wind | 12 921 | 23.2% | 1-3 MW Turbine: 96.37% <1MW Turbine: 7.317% 1-3 MW Offshore: 0.04%* |
| Biomass Non-cogeneration Cogeneration |
1 837 1 432 |
3.30 % 2.57 % |
Wood chips, 6667 kW* Wood- GLO* |
| Solar | 1 729 | 3.10% | Solar tower power plant 20 MW- RoW* |
| Non-renewable generation | 15 607 | 28.0% | - |
| Coal | 694 | 1.25% | - |
| Natural Gas Non-Cogeneration Cogeneration |
10 976 3 653 |
19.7% 6.56% |
Combined cycle Conventional, 100 MW |
| Others Non-Cogeneration Cogeneration |
213 71 |
0.38% 0.13% |
Oil* |
| Pumped stored generation | 1 597 | 2.87% | - |
| Import (commercial schedules) | 8 957 | 16.1% | From Spain* |
| TOTAL | 55 687 | 100% | - |
2.6. Assumptions
- Organic cotton and Conventional cotton are produced in the same location in Turkey for transport distance calculation, although the “fiber, cotton, organic” and “fiber, cotton” generic flow for the calculations.
- It was not considering the capture of CO2 in the fibers in the cultivation process.
- Tap water being used for recycling, dyeing, and finishing processes, and no production of wastewater on the recycling unit.
- Average distance for collecting the textile waste is 50 km.
- Renewable Solar energy produced and used by the knitting, dyeing, and finishing units was not included in the calculations as considered as with negligible impact.
- Road transport being done in Turkey and Portugal with EURO 6 freight lorry 3.5-7.5 metric Ton (348.5 km); Transport by the sea in containership from Turkey to Portugal (4559.6 km).
- Chemical products made with mixtures were grouped and classified as softeners (silicon products), “chemical, organic” and “chemical, inorganic”.
- Plastic and paper used in the Cutting process are considered as reused several times in the process, meaning the inputs are equal to the outputs.
- The yarns will be the only material used on the T-shirt, even will not have any accessories, composition, or care label, since the information will be printed inside the neck.
- On the openLCA calculation, it was not considered any cut-off, it was chosen to auto-link the default providers by unit processes.
- All the processes are the same for the different types of yarn. T-shirts without specific treatment (e.g. moisture transfer).
- The spinning machine doesn’t use significant quality of lubricant oil.
- At openLCA each process was converted into a product System, choosing the options “Auto-link processes”, “Prefer default providers” and “Unit Process”, so the cut-off wasn’t considered.
2.7. Limitations
- The study doesn’t include the T-shirt, packaging, or downstream processes as logistics, transport from the factory until the customer house and retail, use stage or end-of-life.
- Appearance, quality, or durability of the T-shirt made with recycled cotton versus the T-shirts made with virgin fibers was also not considered in the comparison.
- Primary data used in the study was provided by Valérius without any further verification or measurements made by this article’s authors. The allocation rules applied were not communicated, although processes are specific for this kind of production.
- Although used water from wells and dyeing unit uses river water, in the study it was applied a tap water flow.
- Impacts related to labour/workers were not considered.
2.9. Excel Spreadsheet Carbon Footprint for openLCA Validation
3. Results
3.1. Electricity Modeling- Portuguese electricity mix in 2021
3.2. Transport-Logistics
3.3. Cotton Fibers- Recycled, Organic, and Conventional
3.4. T-Shirt Made with 50% Recycled and 50% Organic Cotton
- Climate change affects the environment on a global scale, is characterized by Global Warming Potential (GWP) that results from green gas emission, the consequences include increased average global temperature and sudden regional climatic changes. GWP quantifies the integrated infrared radiative forcing increase of a greenhouse gas (GHG), expressed in kg CO2 eq, and is the midpoint characterization factor selected for climate change impact category[32]. The GWP resulting from the green gases emitted from the production of this T-shirt adds up to 624 g CO2 eq, with main contributions largely depending on cotton-seed production and Portuguese electricity production mix.
- Particulate Matter considers the adverse health effects on human health caused by emissions of Particulate Matter (PM) and its precursors (NOx, SOx, NH3). The production of the T-shirt adds up to 1 g PM 2.5 equivalent. The main contribution comes from organic seed-cotton production.
- Acidification addresses impacts due to release of acidifying substances in the environment, related with the emissions of NOx, SOx, NH3, with effect on the acidification of soils and water, resulting in forest decline and lake acidification. The T-shirt has an estimated impact of less than 1 g SO2 equivalent with the organic seed cotton production accounting for the large proportion.
- Freshwater eutrophication results from the oxygen required for the degradation of dead biomass, due to high level of nutrients (mainly nitrogen and phosphorus) released from sewage outfalls and fertilized farmland and consequent accelerated growth of algae and other vegetation. The T-shirt production has a freshwater eutrophication potential of 2 g P to freshwater equivalents with the seed-cotton production as major contributor.
- Freshwater ecotoxicity addresses the toxic impact on an ecosystem, which damages individual species and changes the structure and function of the ecosystem. Ecotoxicity is a result of a variety of different toxicological mechanisms caused by the release of substances with a direct effect on the health of the ecosystem. The Freshwater ecotoxicity that results from the T-shirt production add up to of 65g 1,4-DCB equivalent, mainly from the disposal of wastewater from the dyeing a finishing unit and seed-cotton production.
- Water use addressed the water consumed from the water extracted (eg. via irrigation). The water consumed while producing one t-shirt is estimated in 10 m3, due to the electricity production from renewable sources and irrigation for the organic cotton-seed production.
- Fossil resources use is related to the increase in fossil fuel extraction, which causes an increase in costs due either to a change in production technique or to sourcing from a costlier location. The production of a T-shirt retrieves a Fossil Fuel Potential (FFP) of 195 g oil equivalent, from the fossil fuel combustion for electricity and transport, apart from natural gas in the spinning and dyeing and finishing units.
3.5. Data Quality Analysis- openLCA
- Reliability: 3
- Completeness: 2
- Temporal Correlation: 1
- Geographical correlation: 1
- Further Technological Correlation: 1

3.6. Excel Spreadsheet Carbon Footprint- Results for the T-Shirt Made with 50% Recycled Cotton+50% Organic Cotton
3.7. Normalisation

4. Discussion
5. Conclusions
- "Envi-Score": This KPI combines environmental impacts into a single metric by normalizing different impact categories into the same units (person-years) and comparison with the European reference defined at PEF-RP. It results in a scale from A (green) to E (red), aiming to illustrate product environmental performance for easy interpretation at the point of sale.
- Global Warming Potential expressed in grams of CO2 equivalent per product.
- Water use expressed in liters per product.
- Land use expressed in square meters of crop equivalent.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Acknowledgments
Conflicts of Interest
References
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| Process | Flow | Units | Quantity per T-shirt kg |
| INPUTS | |||
| Recycling | Electrical Energy- grid | kWh | 3.82E-01 |
| Water | kg | 2.50E-02 | |
| Textile Waste | kg | 1.12E+00 | |
| Chemical product- Softener | kg | 9.95E-04 | |
| Transport road | km | 5.00E+01 | |
| Organic Cotton | Organic cotton lint | kg | 9.50E-01 |
| at Spinning Unit | Transport road | km | 2.51E+02 |
| Transport container Turkey | km | 4.56E+03 | |
| Spinning | Electrical Energy- grid | kWh | 2.98E+00 |
| Natural Gas | Nm3 | 7.02E-03 | |
| Chemical product- Paraffin | kg | 4.47E-03 | |
| Knitting | Electrical Energy- grid | kWh | 4.80E-01 |
| Electrical Energy- solar | kWh | 2.20E-01 | |
| Transport road | km | 2.80E+01 | |
| Dyeing & Finishing | Electrical Energy- grid | kWh | 1.13E+00 |
| Electrical Energy- solar | kWh | 4.15E-01 | |
| Natural Gas | Nm3 | 2.26E-01 | |
| Water | kg | 1.80E+00 | |
| Transport road | km | 1.50E+01 | |
| Chemical product- Organic | kg | 3.24E-02 | |
| Chemicals Product- Inorganic | kg | 3.40E-03 | |
| Chemical Product- Softener | 5.25E-02 | ||
| Chemical Product- Hydroxide Peroxide | kg | 1.82E-02 | |
| Chemical Product- Sodium Hydroxide | kg | 4.54E-03 | |
| Chemical Product- Acetic Acid (80%) | kg | 1.82E-03 | |
| Cutting | Electrical Energy- grid | kWh | 1.69E-01 |
| Plastic | kg | 1.35E-02 | |
| Paper | kg | 1.17E-02 | |
| Transport road | km | 5.00E+00 | |
| Sewing | Electrical Energy- grid | kWh | 1.92E-01 |
| OUTPUTS * | |||
| Recycling | Textile waste | kg | 1.70E-01 |
| Spinning | Textile waste | kg | 1.90E-01 |
| Knitting | Textile waste | kg | 3.00E-02 |
| Dyeing &Finishing | Waste Water | kg | 2.55E+00 |
| Textile waste | kg | 1.70E-01 | |
| Cutting | Textile waste | kg | 2.60E-01 |
| Plastic | kg | 1.35E-02 | |
| Paper | kg | 1.17E-02 | |
| Sewing | Textile waste | kg | 2.50E-01 |
| All | Textile Waste (total) | kg | 1.07E+00 |
| openLCA Flows | Providers |
| acetic acid, without water, in 98% solution state | acetic acid production, product in 98% solution state | acetic acid, without water, in 98% solution state | APOS, U – RER |
| calendering, rigid sheets | calendering, rigid sheets | calendering, rigid sheets | APOS, U - RER |
| chemical, inorganic | market for chemicals, inorganic | chemical, inorganic | APOS, U - GLO |
| chemical, organic | market for chemical, organic | chemical, organic | APOS, U – GLO |
| electricity, medium voltage | market for electricity, medium voltage | electricity, medium voltage | APOS, U 2021 - PT |
| fibre, cotton, organic | fibre production, cotton, organic, ginning | fibre, cotton, organic | APOS, U - RoW |
| fibre, cotton | fibre production, cotton, ginning | fibre, cotton | APOS, U – RoW |
| hydrogen peroxide, without water, in 50% solution state | market for hydrogen peroxide, without water, in 50% solution state | hydrogen peroxide, without water, in 50% solution state | APOS, U - RER |
| kraft paper | market for kraft paper | kraft paper | APOS, U - RER |
| natural gas, low pressure | market for natural gas, low pressure | natural gas, low pressure | APOS, U - RoW |
| Paraffin | market for paraffin | paraffin | APOS, U - GLO |
| silicone product | market for silicone product | silicone product | APOS, U – RER |
| sodium hydroxide, without water, in 50% solution state | market for sodium hydroxide, without water, in 50% solution state | sodium hydroxide, without water, in 50% solution state | APOS, U - GLO |
| tap water | market for tap water | tap water | APOS, U - Europe without Switzerland |
| transport, freight, lorry 3.5-7.5 metric ton, EURO6 | transport, freight, lorry 3.5-7.5 metric ton, EURO6 | transport, freight, lorry 3.5-7.5 metric ton, EURO6 | APOS, U - RoW |
| Flow | Emission Factors | Unit [kg CO2 eq] | Source |
| Electricity | 0.219 | /kWh | [27] |
| Natural Gas | 3.128 | /kg |
[28,29] Equation (2) |
| Well to Talk | 0.528 | /kg | |
| Direct emissions | 2.6 | /kg | |
| Water | 0.149 | /m3 | [30] |
| Wastewater | 0.272 | /m3 | [30] |
| Chemicals | 1.3 | / kg1 | [31] |
| Transport road2 | 3.23E-04 | /kg.km | [30] |
| Well to tank | 5.91E-05 | /kg.km | |
| Direct emissions | 2.64E-04 | /kg.km | |
| Transport Maritime3 | 1.97E-05 | /kg.km | [30] |
| Well to tank | 3.63E-06 | /kg.km | |
| Direct emissions | 1.61E-05 | /kg.km | |
| Organic cotton lint | 0.978 | /kg | [11] |
| Process | Electricity (kWh) | Natural Gas (kg) | Water (m3) | Chemicals (kg) | Wastewater (m3) | Transport Road (kg.km) | Transport Maritime (kg.km) | Org. Cotton Lint (kg) |
| Recycling | 3.82E-01 | 0 | 2.50E-05 | 9.95E-04 | - | 5.60E+01 | - | 9,50E-01 |
| Organic Cotton at Spinning unit | - | - | - | - | - | 2.38E+02 | 4.33E+03 | |
| Spinning | 2.98E+00 | 5.02E-03 | - | 4.47E-03 | - | - | - | |
| Knitting | 4.80E-01 | - | - | - | - | 4.77E+01 | - | |
| Dyeing & Finishing | 1.13E+00 | 1.62E-01 | 1.80E-03 | 1.13E-01 | 2.55E-03 | 2.52E+01 | - | |
| Cutting | 1.69E-01 | - | - | - | - | 7.57E+00 | - | |
| Sewing | 1.92E-01 | - | - | - | - | - | - | |
| Total | 5.33E+00 | 1.67E-01 | 1.83E-03 | 1.18E-01 | 2.55E-03 | 3.74E+02 | 4.33E+03 | 9,50E-01 |
| Indicator | Impact Result | Unit |
| Fine particulate matter formation | 0.000 | kg PM 2.5 eq |
| Ionizing radiation | 0.035 | kBq Co-60 eq |
| Fossil resource scarcity | 0.080 | kg oil eq |
| Freshwater ecotoxicity | 0.004 | kg 1,4-DCB |
| Stratospheric ozone depletion | 0.000 | kg CFC11 eq |
| Human non-carcinogenic toxicity | 0.063 | kg 1,4-DCB |
| Freshwater eutrophication | 0.000 | kg P eq |
| Marine eutrophication | 0.000 | kg N eq |
| Marine ecotoxicity | 0.005 | kg 1,4-DCB |
| Land use | 0.027 | m2a crop eq |
| Water consumption | 0.003 | m3 |
| Terrestrial acidification | 0.001 | kg SO2 eq |
| Terrestrial ecotoxicity | 0.190 | kg 1,4-DCB |
| Ozone formation, Terrestrial ecosystems | 0.001 | kg NOx eq |
| Human carcinogenic toxicity | 0.013 | kg 1,4-DCB |
| Ozone formation, Human health | 0.000 | kg NOx eq |
| Mineral resource scarcity | 0.000 | kg Cu eq |
| Global warming | 0.237 | kg CO2 eq |
| Indicator | Imported fiber | Local | Total | Unit |
| Fine particulate matter formation | 0.000 | 0.000 | 0.000 | kg PM 2.5 eq |
| Fossil resource scarcity | 0.053 | 0.023 | 0.076 | kg oil eq |
| Freshwater ecotoxicity | 0.004 | 0.002 | 0.006 | kg 1,4-DCB |
| Freshwater eutrophication | 0.000 | 0.000 | 0.000 | kg P eq |
| Global warming | 0.162 | 0.070 | 0.232 | kg CO2 eq |
| Human carcinogenic toxicity | 0.014 | 0.006 | 0.020 | kg 1,4-DCB |
| Human non-carcinogenic toxicity | 0.096 | 0.053 | 0.148 | kg 1,4-DCB |
| Ionizing radiation | 0.004 | 0.002 | 0.007 | kBq Co-60 eq |
| Land use | 0.004 | 0.002 | 0.006 | m2a crop eq |
| Marine ecotoxicity | 0.006 | 0.003 | 0.009 | kg 1,4-DCB |
| Marine eutrophication | 0.000 | 0.000 | 0.000 | kg N eq |
| Mineral resource scarcity | 0.000 | 0.000 | 0.001 | kg Cu eq |
| Ozone formation, Human health | 0.001 | 0.000 | 0.001 | kg NOx eq |
| Ozone formation, Terrestrial ecosystems | 0.001 | 0.000 | 0.001 | kg NOx eq |
| Stratospheric ozone depletion | 0.000 | 0.000 | 0.000 | kg CFC11 eq |
| Terrestrial acidification | 0.001 | 0.000 | 0.001 | kg SO2 eq |
| Terrestrial ecotoxicity | 1.122 | 0.589 | 1.712 | kg 1,4-DCB |
| Water consumption | 0.000 | 0.000 | 0.000 | m3 |
| Indicator- Cotton Fiber | Recycled | Organic | Conventional | Unit |
| Fine particulate matter formation | 0.000 | 0.003 | 0.007 | kg PM 2.5 eq |
| Fossil resource scarcity | 0.051 | 0.033 | 0.469 | kg oil eq |
| Freshwater ecotoxicity | 0.005 | 0.082 | 0.369 | kg 1,4-DCB |
| Freshwater eutrophication | 0.000 | 0.012 | 0.002 | kg P eq |
| Global warming | 0.155 | 0.903 | 2.859 | kg CO2 eq |
| Human carcinogenic toxicity | 0.010 | 0.011 | 0.122 | kg 1,4-DCB |
| Human non-carcinogenic toxicity | 0.064 | 0.004 | 5.573 | kg 1,4-DCB |
| Ionizing radiation | 0.018 | 0.045 | 0.067 | kBq Co-60 eq |
| Land use | 0.014 | 14.636 | 4.001 | m2a crop eq |
| Marine ecotoxicity | 0.007 | 0.110 | 0.183 | kg 1,4-DCB |
| Marine eutrophication | 0.000 | 0.024 | 0.012 | kg N eq |
| Mineral resource scarcity | 0.000 | 0.001 | 0.011 | kg Cu eq |
| Ozone formation, Human health | 0.000 | 0.006 | 0.012 | kg NOx eq |
| Ozone formation, Terrestrial ecosystems | 0.000 | 0.007 | 0.012 | kg NOx eq |
| Stratospheric ozone depletion | 0.000 | 0.000 | 0.000 | kg CFC11 eq |
| Terrestrial acidification | 0.000 | 0.021 | 0.032 | kg SO2 eq |
| Terrestrial ecotoxicity | 0.384 | 0.776 | 5.483 | kg 1,4-DCB |
| Water consumption | 0.002 | 0.014 | 0.757 | m3 |
| Indicator | T-shirt 50%RC+50%OC | T-shirt 100%OC | T-shirt 100%CC | Unit |
| Fine particulate matter formation | 0.01 | 0.01 | 0.02 | kg PM 2.5 eq |
| Fossil resource scarcity | 0.97 | 1.03 | 1.83 | kg oil eq |
| Freshwater ecotoxicity | 0.33 | 0.40 | 0.95 | kg 1,4-DCB |
| Freshwater eutrophication | 0.01 | 0.02 | 0.00 | kg P eq |
| Global warming | 3.12 | 4.05 | 7.70 | kg CO2 eq |
| Human carcinogenic toxicity | 0.48 | 0.50 | 0.70 | kg 1,4-DCB |
| Human non-carcinogenic toxicity | 3.32 | 3.39 | 13.94 | kg 1,4-DCB |
| Ionizing radiation | 0.29 | 0.32 | 0.36 | kBq Co-60 eq |
| Land use | 14.11 | 28.00 | 7.79 | m2a crop eq |
| Marine ecotoxicity | 0.42 | 0.53 | 0.66 | kg 1,4-DCB |
| Marine eutrophication | 0.02 | 0.05 | 0.02 | kg N eq |
| Mineral resource scarcity | 0.01 | 0.01 | 0.03 | kg Cu eq |
| Ozone formation, Human health | 0.01 | 0.02 | 0.03 | kg NOx eq |
| Ozone formation, Terrestrial ecosystems | 0.01 | 0.02 | 0.03 | kg NOx eq |
| Stratospheric ozone depletion | 0.00 | 0.00 | 0.00 | kg CFC11 eq |
| Terrestrial acidification | 0.03 | 0.05 | 0.07 | kg SO2 eq |
| Terrestrial ecotoxicity | 4.75 | 6.84 | 15.14 | kg 1,4-DCB |
| Water consumption | 0.05 | 0.06 | 1.47 | m3 |
| GWP100 kg CO2 eq/ kg | Electricity | Natural Gas | Water | Chemicals | Wastewater | Transport Road | Transport Maritime | Org. Cotton Lint |
| Recycling | 8.37E-02 | 3.73E-06 | 1.29E-03 | - | 1.81E-02 | - | ||
| Organic Cotton at Spinning unit | - | - | - | - | - | 7.60E-02 | 8.55E-02 | 9.29E-01 |
| Spinning | 6.53E-01 | 1.57E-02 | - | 5.81E-03 | - | - | - | |
| Knitting | 1.05E-01 | - | - | - | - | 1.54E-02 | - | |
| Dyeing & Finishing | 2.47E-01 | 5.06E-01 | 2.68E-04 | 1.47E-01 | 6.94E-04 | 8.14E-03 | - | |
| Cutting | 3.70E-02 | - | - | - | - | 2.45E-03 | - | |
| Sewing | 4.20E-02 | - | - | - | - | - | - | |
| Total | 1.17E+00 | 5.22E-01 | 2.72E-04 | 1.54E-01 | 6.04E-04 | 1.21E01 | 8.55E02 | 9.29E-01 |
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