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Presentation
Combining Life Cycle Assessment and Linear Regression Analysis to Determine Significant Design Characteristics
American Society of Mechanical Engineers International Design Engineering Technical Conferences and Computers and Information in Engineering Annual Conference (ASME-IDETC/CIE) (2012)
  • Ashley DeVierno, Xerox Corporation
  • Brian K. Thorn, Rochester Institute of Technology
  • Andres L. Carrano, Georgia Southern University
Abstract
For designers it is difficult to pin-point the design characteristics that could be changed to reduce the environmental impact of their products. This paper describes a method for determining the design characteristics that have a significant relationship with environmental impact that arises at product end-of-life.
 
In this method, Life Cycle Assessment (LCA) and Linear Regression Analysis (LRA) are combined. LCA is used to quantify the environmental impact of products from the extraction of their raw materials to their disposal. LRA is used to determine the design characteristics that have the most significant relationship with environmental impact.
 
Combining LCA and LRA gives the designer the ability to (1) establish a relationship between design characteristics and their environmental impact, (2) determine the most significant design characteristics that influence environmental impact, and (3) validate design changes with their influence on product environmental impact.
 
In the case study described here, the design characteristic, Volume, is shown to have significant relationship with the end-of-life environmental impact of cellular phones. This trend is consistent with the results of the one-phase end-of-life disposition assessments that evaluated disassembled cellular phones.
 
With the results of this method, designers can focus their sustainable design efforts on modifying and improving the design characteristics that have the strongest relationship with environmental impact.

Keywords
  • Life cycle assessment,
  • Design,
  • Regression analysis
Disciplines
Publication Date
August, 2012
Location
Chicago, IL
DOI
10.1115/DETC2012-70251
Citation Information
Ashley DeVierno, Brian K. Thorn and Andres L. Carrano. "Combining Life Cycle Assessment and Linear Regression Analysis to Determine Significant Design Characteristics" American Society of Mechanical Engineers International Design Engineering Technical Conferences and Computers and Information in Engineering Annual Conference (ASME-IDETC/CIE) (2012)
Available at: http://works.bepress.com/andres-carrano/35/