Data mining approaches for life cycle assessment

To reduce the cost associated with screening lifecycle assessments (LCAs), we propose treating LCA as a data mining problem and automating the process of assigning impact factors to inventory components. We describe three sub-problems involved in automating LCA and provide illustrative case studies for each. The results from an automated data mining approach are comparable to those obtained from the more laborious manual LCA process.

[1]  Gjalt Huppes,et al.  Missing inventory estimation tool using extended input-output analysis , 2002 .

[2]  Guido Sonnemann,et al.  Uncertainty assessment by a Monte Carlo simulation in a life cycle inventory of electricity produced by a waste incinerator , 2003 .

[3]  Thomas E. Graedel,et al.  Streamlined Life-Cycle Assessment , 1998 .

[4]  John Glasson,et al.  Introduction to environmental impact assessment : principles and procedures, process, practice and prospects , 1994 .

[5]  Vipin Kumar,et al.  Introduction to Data Mining , 2022, Data Mining and Machine Learning Applications.

[6]  Michael R. Overcash,et al.  Methodology for developing gate-to-gate Life cycle inventory information , 2000 .

[7]  Konrad Hungerbühler,et al.  Uncertainty analysis in life cycle inventory. Application to the production of electricity with French coal power plants , 2000 .

[8]  Raymond R. Tan,et al.  Application of possibility theory in the life‐cycle inventory assessment of biofuels , 2002 .

[9]  Manish Marwah,et al.  Discovering Life Cycle Assessment Trees from Impact Factor Databases , 2011, AAAI.

[10]  John Glasson,et al.  Introduction to Environmental Impact Assessment , 1999 .

[11]  Göran Finnveden,et al.  On the limitations of life cycle assessment and environmental systems analysis tools in general , 2000 .

[12]  J. W. Owens Life‐Cycle Assessment: Constraints on Moving from Inventory to Impact Assessment , 1997 .

[13]  Gjalt Huppes,et al.  Three Strategies to Overcome the Limitations of Life‐Cycle Assessment , 2004 .

[14]  Stefan Schaltegger,et al.  Economics of Life Cycle Assessment: Inefficiency of the Present Approach , 1997 .

[15]  Henrikke Baumann,et al.  The hitch hiker's guide to LCA : an orientation in life cycle assessment methodology and application , 2004 .

[16]  Manfred Lenzen,et al.  Errors in Conventional and Input‐Output—based Life—Cycle Inventories , 2000 .

[17]  Göran Finnveden,et al.  Data quality of life cycle inventory data — rules of thumb , 1998 .

[18]  B. Weidema Application typologies for life cycle assessment , 1998 .

[19]  Jean-Luc Chevalier,et al.  Life cycle analysis with ill-defined data and its application to building products , 1996 .

[20]  Scott Duncan,et al.  A survey of unresolved problems in life cycle assessment , 2008 .

[21]  G Finnveden,et al.  Life cycle assessment part 2: current impact assessment practice. , 2004, Environment international.

[22]  Gonzalo Navarro,et al.  A guided tour to approximate string matching , 2001, CSUR.

[23]  Best available practice regarding impact categories and category indicators in life cycle impact assessment , 1999 .

[24]  M. Curran Life-cycle Assessment: Inventory Guidelines and Principles , 1994 .

[25]  Bo Pedersen Weidema,et al.  Multi-user test of the data quality matrix for product life cycle inventory data , 1998 .

[26]  Gjalt Huppes,et al.  Methods for Life Cycle Inventory of a product , 2005 .

[27]  Anna Björklund,et al.  Survey of approaches to improve reliability in lca , 2002 .

[28]  B. Achiriloaie,et al.  VI REFERENCES , 1961 .

[29]  Tomas Ekvall,et al.  System boundaries and input data in consequential life cycle inventory analysis , 2004 .

[30]  M. Huijbregts Uncertainty and variability in environmental life-cycle assessment , 2002 .

[31]  Hans-Jörg Althaus,et al.  The ecoinvent Database: Overview and Methodological Framework (7 pp) , 2005 .

[32]  Bruce Vigon,et al.  Life cycle assessment: data quality and databases practitioner survey , 1995 .

[33]  G. Rebitzera,et al.  Life cycle assessment Part 1 : Framework , goal and scope definition , inventory analysis , and applications , 2004 .

[34]  Mark A. J. Huijbregts,et al.  Framework for modelling data uncertainty in life cycle inventories , 2001 .

[35]  Bo Pedersen Weidema,et al.  Data quality management for life cycle inventories—an example of using data quality indicators☆ , 1996 .

[36]  Randolph Kirchain,et al.  Life‐Cycle Assessment and Temporal Distributions of Emissions: Developing a Fleet‐Based Analysis , 2000 .

[37]  Charles L. Lawson,et al.  Solving least squares problems , 1976, Classics in applied mathematics.

[38]  Padhraic Smyth,et al.  From Data Mining to Knowledge Discovery in Databases , 1996, AI Mag..