Uncertainty Source Analysis in Life Cycle Assessment : Case Studies - 3D Printed vs. Conventionally Manufactured Building Components

Abstract

Life cycle assessment (LCA), standardized by ISO14040, is today the most commonly used method for analysis of environmental impact and sustainability, and an aid to decision making in industry. However, LCA’s inherent flexibility and associated uncertainty sources are causing inconsistencies in the assessment results if different assessors with similar backgrounds analyze identical input data and use identical LCA software. The authors identified and quantified this problem at Stanford University while using LCA for environmental impact analysis of additive manufacturing (AM), popularly known as “3D printing”, compared to conventional manufacturing, for production of metallic building components. To address the identified inconsistencies, the authors formalized a semi-automated assessment method which improved the consistency of the LCA results by a factor of four in total, but specific inconsistencies remained. The authors then conducted an uncertainty analysis to identify the uncertainty sources causing inconsistencies, quantify their impact on the LCA results, and propose mitigations. The uncertainty analysis found that the use of the formalized method reduces the impact of the behavioral uncertainty source category, such as decision making and preferences, and the interaction category, such as teamwork. The proposed mitigations include development of direct automated links to design and LCA software, and development of product models of existing AM processes for LCA databases. The proposed mitigations cannot fully influence the impact of the epistemic behavioral uncertainty sources, such as learning process. Future work includes testing the methodology and the findings with more cases and on other similar process-based LCAs.

Presenters

Natasa Mrazovic
Postdoctoral Scholar, Civil and Environmental Engineering Department, Stanford University, California, United States

Details

Presentation Type

Paper Presentation in a Themed Session

Theme

Ecological Realities

KEYWORDS

Life, Cycle, Assessment, Uncertainty, Sources

Digital Media

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