Skip to main content
Erschienen in: The International Journal of Life Cycle Assessment 10/2016

29.03.2016 | UNCERTAINTIES IN LCA

A novel approach for uncertainty propagation applied to two different bio-waste management options

Erschienen in: The International Journal of Life Cycle Assessment | Ausgabe 10/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Purpose

A novel approach was used for quantifying uncertainty propagation in life cycle assessment (LCA). The approach was designed to be efficient and applicable in practice. The model was applied to a specific case study concerning alternative strategies for managing bio-waste: incineration versus anaerobic digestion followed by composting.

Methods

The uncertainty of each impact category was calculated starting from the variance (σ2) and geometric mean (μ) of the lognormal distribution of each input data. A procedure consisting of three mandatory steps and one facultative step was developed. Mandatory steps were calculation of the associated normal distribution for each input, calculation of the percentile curve for each input, and calculation of the percentile curve of the impact categories. The facultative step consisted in calculating the lognormal distribution of the impact categories if all the values of the percentile curve were >0.

Results and discussion

The uncertainty associated with the results of the anaerobic digestion and composting scenario was significantly higher than those associated with the incineration scenario. These results were confirmed by those obtained by Monte Carlo simulations. Environmental gains calculated for the scenario with incineration concerning acidification, global warming, terrestrial eutrophication, and photochemical ozone creation had a high level of probability (i.e., >90 %). On the contrary, the impact categories of the scenario with anaerobic digestion and composting had higher uncertainties.

Conclusions

The source of uncertainty in LCA analysis can be due to multiple factors. Among these, the variability of the values of the LCI can have a significant influence on the results of the study. LCA analysis based on the exploitation of geometric means and/or average values of inputs reported in LCI can lead to results affected by a low level of reliability. In particular, this aspect can play a relevant role for LCA-based decisions when different scenarios and options are compared. As in the case study reported in this work, neglecting the propagation of uncertainty can result in a relevant bias for obtaining a full informative impression of the problem analyzed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Bjorklund AE (2002) Survey of approaches to improve reliability in LCA. Int J Life Cycle Assess 7:64–72CrossRef Bjorklund AE (2002) Survey of approaches to improve reliability in LCA. Int J Life Cycle Assess 7:64–72CrossRef
Zurück zum Zitat Blengini GA (2008) Using LCA to evaluate impacts and resource conservation potential of composting: a case study of the Asti District in Italy. Resour Conserv Recycl 52:1373–1381CrossRef Blengini GA (2008) Using LCA to evaluate impacts and resource conservation potential of composting: a case study of the Asti District in Italy. Resour Conserv Recycl 52:1373–1381CrossRef
Zurück zum Zitat Bolzonella D, Pavan P, Mace S, Cecchi P (2006) Dry anaerobic digestion of different sorted organic municipal solid waste: a full scale experience. Water Sci Technol 53:23–32CrossRef Bolzonella D, Pavan P, Mace S, Cecchi P (2006) Dry anaerobic digestion of different sorted organic municipal solid waste: a full scale experience. Water Sci Technol 53:23–32CrossRef
Zurück zum Zitat Ciroth A, Fleischer G, Steinbach J (2004) Uncertainty calculation in life cycle assessment. Int J Life Cycle Assess 9:216–226CrossRef Ciroth A, Fleischer G, Steinbach J (2004) Uncertainty calculation in life cycle assessment. Int J Life Cycle Assess 9:216–226CrossRef
Zurück zum Zitat Di Maria F, Micale C (2014) A holistic life cycle analysis of waste management scenarios at increasing source segregation intensity: the case of an Italian urban area. Waste Manag 34:2382–2392CrossRef Di Maria F, Micale C (2014) A holistic life cycle analysis of waste management scenarios at increasing source segregation intensity: the case of an Italian urban area. Waste Manag 34:2382–2392CrossRef
Zurück zum Zitat Di Maria F, Micale C (2015) Life cycle analysis of management options for organic waste collected in urban area. Environ Sci Pollut Res 22:248–263CrossRef Di Maria F, Micale C (2015) Life cycle analysis of management options for organic waste collected in urban area. Environ Sci Pollut Res 22:248–263CrossRef
Zurück zum Zitat Di Maria F, Sordi A, Micale C (2013) Experimental and life cycle analysis of gas emissions from mechanically-biologically pretreated waste in landfill with energy recovery. Waste Manag 33:2557–2567CrossRef Di Maria F, Sordi A, Micale C (2013) Experimental and life cycle analysis of gas emissions from mechanically-biologically pretreated waste in landfill with energy recovery. Waste Manag 33:2557–2567CrossRef
Zurück zum Zitat European Commission (2008) Joint Research Centre - Institute for Environment and Sustainability and DG Environment - Directorate G. 2008: European Reference Life Cycle Database, version 2.0. http://eplca.jrc.ec.europa.eu/. Accessed May 26, 2014 European Commission (2008) Joint Research Centre - Institute for Environment and Sustainability and DG Environment - Directorate G. 2008: European Reference Life Cycle Database, version 2.0. http://​eplca.​jrc.​ec.​europa.​eu/​. Accessed May 26, 2014
Zurück zum Zitat European Commission (2010) (EC) – Joint Research Centre – Institute for Environment and Sustainability. International Reference Life Cycle Data System (ILCD) Handbook – General guide for Life Cycle Assessment – Detailed guidance. First edition March 2010. EUR 24708 EN. Publications Office of the European Union. Luxembourg, LU European Commission (2010) (EC) – Joint Research Centre – Institute for Environment and Sustainability. International Reference Life Cycle Data System (ILCD) Handbook – General guide for Life Cycle Assessment – Detailed guidance. First edition March 2010. EUR 24708 EN. Publications Office of the European Union. Luxembourg, LU
Zurück zum Zitat Heijungs R, Suh S (2002) The computational structure of life cycle assessment. Kluwer Academy Publisher, DordrechtCrossRef Heijungs R, Suh S (2002) The computational structure of life cycle assessment. Kluwer Academy Publisher, DordrechtCrossRef
Zurück zum Zitat Hischier R, Weidema B, Althaus HJ, Bauer C, Doka G, Dones R, Frischknecht R, Hellweg S, Humbert S, Jungbluth N, Hong J, Shaked S, Rosenbaum RK, Joillet O (2010) Analytical uncertainty propagation in life cycle inventory and impact assessment. Application to an automobile front panel. Int J Life Cycle Assess 15:499–510CrossRef Hischier R, Weidema B, Althaus HJ, Bauer C, Doka G, Dones R, Frischknecht R, Hellweg S, Humbert S, Jungbluth N, Hong J, Shaked S, Rosenbaum RK, Joillet O (2010) Analytical uncertainty propagation in life cycle inventory and impact assessment. Application to an automobile front panel. Int J Life Cycle Assess 15:499–510CrossRef
Zurück zum Zitat Imbeault-Tetreault H, Jolliet O, Deschenes L, Rosenbaum RK (2013) Analytical propagation of uncertainty in life cycle assessment using matrix formulation. J Ind Ecol 17:485–492CrossRef Imbeault-Tetreault H, Jolliet O, Deschenes L, Rosenbaum RK (2013) Analytical propagation of uncertainty in life cycle assessment using matrix formulation. J Ind Ecol 17:485–492CrossRef
Zurück zum Zitat ISO 14040 (2006) Environmental management: life cycle assessment, principles and guidelines. International Organization of Standardization, Geneva ISO 14040 (2006) Environmental management: life cycle assessment, principles and guidelines. International Organization of Standardization, Geneva
Zurück zum Zitat ISPRA (2013) Rapporto rifiuti urbani. Roma, Italy. ISBN 978-88-448-0596-8 ISPRA (2013) Rapporto rifiuti urbani. Roma, Italy. ISBN 978-88-448-0596-8
Zurück zum Zitat Khoo HH, Lim TZ, Tan RBH (2010) Food waste conversion options in Singapore: environmental impacts based on an LCA perspective. Sci Total Environ 408:1367–1373CrossRef Khoo HH, Lim TZ, Tan RBH (2010) Food waste conversion options in Singapore: environmental impacts based on an LCA perspective. Sci Total Environ 408:1367–1373CrossRef
Zurück zum Zitat Lanzuela NE, Sanchis FJR, Sener AR, Polo GC, Vidla AP, Pellicer NS (2015) Uncertainty analysis in the environmental assessment of an integrated management system for restaurant and catering waste in Spain. Int J Life Cycle Asess 20:244–262CrossRef Lanzuela NE, Sanchis FJR, Sener AR, Polo GC, Vidla AP, Pellicer NS (2015) Uncertainty analysis in the environmental assessment of an integrated management system for restaurant and catering waste in Spain. Int J Life Cycle Asess 20:244–262CrossRef
Zurück zum Zitat Laurent A, Bakas I, Clevereul J, Bernstad A, Niero M, Gentil E, Hauschild MZ, Christensen TH (2014a) Review of LCA studies of solid waste management systems – Part II: methodological guidance. Waste Manag 34:589–606CrossRef Laurent A, Bakas I, Clevereul J, Bernstad A, Niero M, Gentil E, Hauschild MZ, Christensen TH (2014a) Review of LCA studies of solid waste management systems – Part II: methodological guidance. Waste Manag 34:589–606CrossRef
Zurück zum Zitat Laurent A, Bakas I, Clevereul J, Bernstad A, Niero M, Gentil E, Hauschild MZ, Christensen TH (2014b) Review of LCA studies of solid waste management systems – Part I: lesson learned and perspective. Waste Manag 34:573–588CrossRef Laurent A, Bakas I, Clevereul J, Bernstad A, Niero M, Gentil E, Hauschild MZ, Christensen TH (2014b) Review of LCA studies of solid waste management systems – Part I: lesson learned and perspective. Waste Manag 34:573–588CrossRef
Zurück zum Zitat Lloyd MS, Ries R (2007) Characterizing, propagating, and analyzing uncertainty in life cycle assessment. J Ind Ecol 11:161–179CrossRef Lloyd MS, Ries R (2007) Characterizing, propagating, and analyzing uncertainty in life cycle assessment. J Ind Ecol 11:161–179CrossRef
Zurück zum Zitat MacLeod S, Faset A, Mackay D (2002) Evaluating and expressing the propagation of uncertainty in chemical fare and bioaccumulation models. Environ Toxicol Chem 21:700–709CrossRef MacLeod S, Faset A, Mackay D (2002) Evaluating and expressing the propagation of uncertainty in chemical fare and bioaccumulation models. Environ Toxicol Chem 21:700–709CrossRef
Zurück zum Zitat Maurice B, Frischknecht R, Coelho-Schwirtz V, Hungerbuhler K (2000) Uncertainty analysis in life cycle inventory. Application to the production of electricity with French coal power plants. J Clean Prod 8:95–108CrossRef Maurice B, Frischknecht R, Coelho-Schwirtz V, Hungerbuhler K (2000) Uncertainty analysis in life cycle inventory. Application to the production of electricity with French coal power plants. J Clean Prod 8:95–108CrossRef
Zurück zum Zitat Rico C, Rico JL, Tejero I, Munoz N, Gomex B (2011) Anaerobic digestion of the liquid fraction of dairy manure in pilot plant for biogas production: residual methane yield of digestate. Waste Manag 31:2167–2173CrossRef Rico C, Rico JL, Tejero I, Munoz N, Gomex B (2011) Anaerobic digestion of the liquid fraction of dairy manure in pilot plant for biogas production: residual methane yield of digestate. Waste Manag 31:2167–2173CrossRef
Zurück zum Zitat Rigamonti L, Falbo A, Grosso M (2013) Improvement actions in waste management systems at the provincial scale based on a life cycle assessment evaluation. Waste Manag 33:2568–2578CrossRef Rigamonti L, Falbo A, Grosso M (2013) Improvement actions in waste management systems at the provincial scale based on a life cycle assessment evaluation. Waste Manag 33:2568–2578CrossRef
Zurück zum Zitat Ross S, Evans D, Webber M (2002) How LCA studies deal with uncertainty. Int J Life Cycle Assess 7:47–52CrossRef Ross S, Evans D, Webber M (2002) How LCA studies deal with uncertainty. Int J Life Cycle Assess 7:47–52CrossRef
Zurück zum Zitat Sills DL, Paramita V, Franke MJ, Jhonson MC, Akabas TM, Greene CH, Tester JW (2012) Quantitative uncertainty analysis of life cycle assessment for algal biofuel production. Environ Sci Technol 47:687–694CrossRef Sills DL, Paramita V, Franke MJ, Jhonson MC, Akabas TM, Greene CH, Tester JW (2012) Quantitative uncertainty analysis of life cycle assessment for algal biofuel production. Environ Sci Technol 47:687–694CrossRef
Zurück zum Zitat Sonesson U, Bjorklund A, Carlsson M, Dalemo M (2000) Environmental and economic analysis of management systems for biodegradable waste. Resour Conserv Recycl 28:29–53CrossRef Sonesson U, Bjorklund A, Carlsson M, Dalemo M (2000) Environmental and economic analysis of management systems for biodegradable waste. Resour Conserv Recycl 28:29–53CrossRef
Zurück zum Zitat Tillmann DA (1991) The combustion of solid fuels and waste. Academic Press, San Diego, CA 1991. ISBN 0-12-691255-6 Tillmann DA (1991) The combustion of solid fuels and waste. Academic Press, San Diego, CA 1991. ISBN 0-12-691255-6
Zurück zum Zitat US-EPA (1989) Exposure factors handbook. EPA, Washington US-EPA (1989) Exposure factors handbook. EPA, Washington
Metadaten
Titel
A novel approach for uncertainty propagation applied to two different bio-waste management options
Publikationsdatum
29.03.2016
Erschienen in
The International Journal of Life Cycle Assessment / Ausgabe 10/2016
Print ISSN: 0948-3349
Elektronische ISSN: 1614-7502
DOI
https://doi.org/10.1007/s11367-016-1101-1

Weitere Artikel der Ausgabe 10/2016

The International Journal of Life Cycle Assessment 10/2016 Zur Ausgabe