Abstract
Climate change is the big challenge, which definitely calls for a sustainable product declaration by life cycle assessment (LCA). In the recent years, a variety of functional units (FUs) have been applied to the comparative LCAs of product systems, but a persistent methodological challenge of applying FUs is still posed, especially in food systems. Responding to the research question of which FU is appropriate for proper environmental benchmarking, this present study revisits mass, economic value, and multiple (caloric value, protein, carbohydrate, fibre, saturated fat, minerals, vitamins) quality-based 12 FUs in food LCAs. Carbon footprints of 20 food products, expressed as Global Warming Potential 100, are calculated by openLCA 1.10.3 software, which are considered in the correlation test between the indicators per FUs using the statistical analysis, R 3.6.1. The results indicate that although the mass-based FUs (on dry/wet basis) do not reflect the actual function of food products, the FUs might be applied to the environmental benchmarking since both the FUs have a good correlation with others (R = 0.7–0.9) and vice versa, especially with the economic value-based FU to be integrated quantity & quality into a single FU. The results also reveal that it could be inappropriate to define a quality-based FU using all of macro & micro nutrients and minerals (R = 0.1–0.5), and the multiple quality-based FUs might not be appropriate for the environmental benchmarking. The comprehensive investigation of FUs for food LCAs could provide valuable insights into environmental benchmarking suitability.
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All data generated or analysed during this study are included in this published article.
Abbreviations
- DAI:
-
Daily allowance intake
- DRI:
-
Daily recommended intake
- EFU:
-
Economic value-based functional unit
- FNIprot:
-
Finnish nutrient index for protein sources
- FU:
-
Functional unit
- GHG:
-
Greenhouse gas
- GWP:
-
Global warming potential
- LCA:
-
Life cycle assessment
- LFU:
-
Land use-based functional unit
- LIM:
-
Limited nutrients score
- MFU:
-
Mass-based functional unit
- NQI:
-
Nutrient quality index
- NRF:
-
Nutrient-rich foods index
- NRV:
-
Nutrient reference values
- QFU:
-
Quality-based functional unit
- RF:
-
Reference flow
- CalDRI :
-
Daily recommended intake of caloric value
- MinDRI i and VitDRI i :
-
Daily Recommended Intake of ith mineral and vitamin
- Mini and Viti :
-
Contents of ith mineral and vitamin
- nutrientDAI j :
-
Daily Allowance Intake of jth nutrient to be limited
- nutrientDRI i :
-
Daily Recommended Intake of ith nutrient
- nutrienti :
-
Content of ith nutrient
- nutrientj :
-
Content of jth nutrient to be limited
- Pri:
-
Price per unit mass
- Pro, Car, Fib:
-
Contents of protein, carbohydrate, fibre
- ProDRI, CarDRI, FibDRI :
-
Daily Recommended Intake of protein, carbohydrate, fibre
- Wt:
-
Water content
- Cal:
-
Caloric value
- Car:
-
Carbohydrate
- Fib:
-
Fibre
- lim2:
-
2 Limited nutrients scores (Na, saturated fat)
- min5:
-
5 Minerals (Ca, Fe, Mg, K, Zn)
- nrf14.2:
-
14 Nutrient-rich foods indexes (protein, carbohydrate, fibre, Ca, Fe, Mg, K, Zn, B1, B2, B6, C, D, E) and 2 limited nutrients scores (Na, saturated fat)
- nrf14:
-
14 Nutrient-rich foods indexes (protein, carbohydrate, fibre, Ca, Fe, Mg, K, Zn, B1, B2, B6, C, D, E)
- pri:
-
Price
- Pro:
-
Protein
- Vit6:
-
6 Vitamins (B1, B2, B6, C, D, E)
References
Bertoluci G, Leroy Y, Olsson A (2014) Exploring the environmental impacts of olive packaging solutions for the European food market. J Clean Prod 64:234–243
Blake S (2008) Vitamins and minerals. McGraw Hill. https://doi.org/10.1036/0071489010
Cerutti AK, Beccaro GL, Bruun S, Bosco S, Donno D, Notarnicola B, Bounous G (2014) Life cycle assessment application in the fruit sector: State of the art and recommendations for environmental declarations of fruit products. J Clean Prod 73:125–135
Chen WT, Hsu CI (2015) Greenhouse gas emission estimation for temperature-controlled food distribution systems. J Clean Prod 104:139–147
Cornejo PK, Santana MVE, Hokanson DR, Mihelcic JR, Zhang Q (2014) Carbon Footprint of Water Reuse and Desalination: a Review of Greenhouse Gas Emissions and Estimation Tools. http://www.iwaponline.com/jwrd/up/jwrd2014058.htm
Del Borghi A, Gallo M, Strazza C, Del Borghi M (2014) An evaluation of environmental sustainability in the food industry through life cycle assessment: the case study of tomato products supply chain. J Clean Prod 78:121–130
Djekic I, Sanjuán N, Clemente G, Jambrak AR, Djukić-Vuković A, Brodnjak UV, Pop E, Thomopoulos R, Tonda A (2017) Review on environmental models in the food chain - current status and future perspectives. J Clean Prod. https://doi.org/10.1016/j.jclepro.2017.11.241
Drewnowski A, Fulgoni V (2008) Nutrient profiling of foods: creating a nutrient-rich food index. Nutr Rev 66:23–39
Fox SI (2016) Human Physiology. McGraw-Hill Education, 2 Penn Plaza, New York, NY. ISBN 978–0–07–783637–5
Fulgoni VL, Keast DR, Drewnowski A (2009) Development and validation of th nutrient-rich foods index: a tool to measure nutritional quality of foods. J Nutr 139:1549–1554
Giusti G et al (2023) Environmental impacts management of grain and sweet maize through life cycle assessment in Sao Paulo, Brazil. Int J Environ Sci Technol 20:6559–6574
Hallstrom E, Davis J, Woodhouse A, Sonesson U (2018) Using dietary quality scores to assess sustainability of food products and human diets: a systematic review. Ecol Indicat 93:219–230
Heller MC, Keoleian GA, Willett WC (2013) Toward a life cycle-based, diet-level framework for food environmental impact and nutritional quality assessment: a critical review. Environ Sci Technol 47:12632–12647
Hospido A, Davis J, Berlin J, Sonesson U (2010) A review of methodological issues affecting LCA of novel food products. Int J Life Cycle Assess 15:44–52
IPCC (2006) IPCC Guidelines for National Greenhouse Gas Inventories. Prepared by the National Greenhouse Gas Inventories Programme, Eggleston H.S., Buendia L., Miwa K., Ngara T., and Tanabe K. (eds). Published: IGES, Japan, ISBN 4–88788–032–4
IPCC (2007) Climate change: impacts, adaptation and vulnerability. Contribution of working group II to the fourth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, New York
IPCC (2013) Climate change 2013. The physical science basis. Working group I contribution to the 5th assessment report of the IPCC. Intergovernmental Panel on Climate Change. http://www.climatechange2013.org
Jacquemin L, Pontalier P-Y, Sablayrolles C (2012) Life cycle assessment (LCA) applied to the process industry: a review. Int J Life Cycle Assess 17:1028–1041
Jensen JK, Arlbjørn JS (2014) Product carbon footprint of rye bread. J Clean Prod 82:45–57
Lares-Orozco MF, Robles-Morúa A, Yepez EA, Handler RM (2016) Global warming potential of intensive wheat production in the Yaqui Valley, Mexico: a resource for the design of localized mitigation strategies. J Clean Prod 127:522–532
McAuliffe et al (2020) Applications of nutritional functional units in commodity-level life cycle assessment (LCA) of agri-food systems. Int J Life Cycle Assess 25:208–221
McAuliffe et al (2023) Protein quality as a complementary functional unit in life cycle assessment (LCA). Int J Life Cycle Assess 28:146–155
Milà I, Canals L, Burnip GM, Cowell SJ (2006) Evaluation of the environmental impacts of apple production using life cycle assessment (LCA): case study in New Zealand. Agric Ecosyst Environ 114:226–238
Moberg E, Andersson MW, Säll S, Hansson PA, Röös E (2019) Determining the climate impact of food for use in a climate tax—design of a consistent and transparent model. Int J Life Cycle Assess. https://doi.org/10.1007/s11367-019-01597-8
Mohareb EA, Heller MC, Guthrie PM (2018) Cities’ role in mitigating united states food system greenhouse gas emissions. Environ Sci Technol 52:5545–5554
Mujica M, Blanco G, Santalla E (2016) Carbon footprint of honey produced in Argentina. J Clean Prod 116:50–60
Nc O, Pak HS, Om KC, Choe KH (2019) An evaluation of alternatives to energy recovery from municipal solid waste part 2: energy balance and carbon footprint. Energy Sour Part A. https://doi.org/10.1080/15567036.2019.1670756
Nc O, Hwang CJ, Ri PC, Kim CH (2020) Investigating effective waste–to-energy options from refuse-derived fuel resources. Proc Inst Civ Eng Energy. https://doi.org/10.1680/jener.19.00074
Nc O et al (2022) Life cycle-carbon footprints for environmental performance/labeling of crop-based food products: analyses of complementary functional units and hotspots. Int J Environ Sci Technol. https://doi.org/10.1007/s13762-022-04174-z
Nikkhah A, Khojastehpour M, Emadi B, Taheri-Rad A, Khorramdel S (2015) Environmental impacts of peanut production system using life cycle assessment methodology. J Clean Prod 92:84–90
Open LCA (2020) GreenDelta, http://www.openlca.org
Ponsioen T, van Der Werf H (2017) Five propositions to harmonize environmental footprints of food and beverages. J Clean Prod 153:457–464
R Development Core Team; R (2019) A language and environment for statistical computing; r foundation for statistical computing. http://www.r-project.org/ (accessed 12 Dec. 2019)
Ridoutt B (2021) Bringing nutrition and life cycle assessment together (nutritional LCA): opportunities and risks. Int J Life Cycle Assess 26:1932–1936
Roy P, Nei D, Orikasa T, Xu Q, Okadome H, Nakamura N, Shiina T (2009) A review of life cycle assessment (LCA) on some food products. J Food Eng 90:1–10
Saarinen M, Fogelholm M, Tahvonen R, Kurppa S (2017) Taking nutrition into account within the life cycle assessment of food products. J Clean Prod 149:828–844
Salou T, Mouel CL, van der Werf HMG (2016) Environmental impacts of dairy system intensification: the functional unit matters! J Clean Prod. https://doi.org/10.1016/j.jclepro.2016.05.019
Schau EM, Fet AM (2008) LCA studies of food products as background for environmental product declarations. Int J Life Cycle Assess 13:255–264
Sonesson U, Davis J, Flysjö A, Gustavsson J, Witthöft C (2016) Protein quality as functional unit—a methodological framework for inclusion in life cycle assessment of food. J Clean Prod. https://doi.org/10.1016/j.jclepro.2016.06.115
Sonesson U, Davis J, Hallstrom E, Woodhouse A (2019) Dietary-dependent nutrient quality indexes as a complementary functional unit in LCA: a feasible option? J Clean Prod 211:620–627
Tyszler M, Kramer G, Blonk H (2014) Comparing apples with oranges: on the functional equivalence of food products for comparative LCAs. Int J Life Cycle Assess 19:1482–1487
van der Werf HMG, Salou T (2015) Economic value as a functional unit for environmental labelling of food and other consumer products. J Clean Prod 94:394–397
van der Werf HMG, Garnett T, Corson MS, Hayashi K, Huisingh D, Cederberg C (2014) Towards eco-efficient agriculture and food systems: theory, praxis and future challenges. J Clean Prod 73:1–9
van Dooren C, Douma A, Aiking H, Vellinga P (2017) Proposing a novel index reflecting both climate impact and nutritional impact of food products. Ecol Econ 131:389–398
Vázquez-Rowe I, Villanueva-Rey P, Mallo J, De la Cerda JJ, Moreira MT, Feijoo G (2013) Carbon footprint of a multi-ingredient seafood product from a business-to-business perspective. J Clean Prod 44:200–210
Xu Z, Xu W, Peng Z, Yang Q, Zhang Z (2018) Effects of different functional units on carbon footprint values of different carbohydrate-rich foods in China. J Clean Prod 198:907–916
Acknowledgements
The authors would like to acknowledge Miss Yun-Kyong Kim for her assistance of the result analysis and review. This study was supported by Kim Il Sung University, Pyongyang, the Democratic People’s Republic of Korea. Revisiting Mass, Economic Value, quality-based functional units in life cycle assessment of Foods towards Environmental Benchmarking
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This current study was supported by the Kim Il Sung University, including salaries, equipment, and supplies.
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Nam-Chol O was involved in conceptualization; Nam-Chol O and Chol–Jin Hwang helped in methodology; Jin–Sok Pak, Yong–Il Jon, and Il–Kwang Ri contributed to data collection; Nam-Chol O, Tong–Hyok Choe, and Jin–Sok Pak helped in analysis and investigation; Nam-Chol O and Chol–Jin Hwang were involved in writing of original draft and preparation; Nam-Chol O was involved in writing of review and editing.
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O, NC., Hwang, CJ., Pak, J. et al. Revisiting mass, economic value, quality-based functional units in life cycle assessment of foods towards environmental benchmarking. Int. J. Environ. Sci. Technol. 21, 2975–2988 (2024). https://doi.org/10.1007/s13762-023-05115-0
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DOI: https://doi.org/10.1007/s13762-023-05115-0