Data Mining Approaches for Life Cycle Assessment

被引:0
作者
Sundaravaradan, Naren [1 ,2 ]
Marwah, Manish
Shah, Amip
Ramakrishnan, Naren [1 ,2 ]
机构
[1] Virginia Polytech Inst & State Univ Virginia Tech, Dept Comp Sci, Blacksburg, VA 24061 USA
[2] Virginia Polytech Inst & State Univ, Dept Comp Sci, Blacksburg, VA 24061 USA
来源
2011 IEEE INTERNATIONAL SYMPOSIUM ON SUSTAINABLE SYSTEMS AND TECHNOLOGY (ISSST) | 2011年
关键词
Data mining; environmental management; green design; environmental factors; INVENTORY ANALYSIS; UNRESOLVED PROBLEMS; PART; FRAMEWORK; SCOPE; GOAL;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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.
引用
收藏
页数:6
相关论文
共 36 条
[1]  
Baumann H., 2004, HITCH HIKERS GUIDE L
[2]   Survey of approaches to improve reliability in LCA [J].
Björklund, AE .
INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2002, 7 (02) :64-72
[3]  
CHEVALIER J.-L., 1996, INT J LIFE CYCLE ASS, V1, P90
[4]   Three Strategies to Overcome the Limitations of Life-Cycle Assessment [J].
de Haes, Helias A. Udo ;
Heijungs, Reinout ;
Suh, Sangwon ;
Huppes, Gjalt .
JOURNAL OF INDUSTRIAL ECOLOGY, 2004, 8 (03) :19-32
[5]   System boundaries and input data in consequential life cycle inventory analysis [J].
Ekvall, T ;
Weidema, BP .
INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2004, 9 (03) :161-171
[6]  
Fayyad U, 1996, AI MAG, V17, P37
[7]  
Field F., 2001, J IND ECOL, V4, P71
[8]  
FINNVEDEN G., 2000, INT J LIFE CYCLE ASS, V5, P229, DOI DOI 10.1007/BF02979365
[9]  
Finnveden G., 1998, Int J Life Cycle Assess, V3, P65, DOI DOI 10.1007/BF02978486
[10]   The ecoinvent database: Overview and methodological framework [J].
Frischknecht, R ;
Jungbluth, N ;
Althaus, HJ ;
Doka, G ;
Dones, R ;
Heck, T ;
Hellweg, S ;
Hischier, R ;
Nemecek, T ;
Rebitzer, G ;
Spielmann, M .
INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2005, 10 (01) :3-9