On the use of Principal Component Analysis for reducing the number of environmental objectives in multi-objective optimization: Application to the design of chemical supply chains

Chemical Engineering Science

Volumn 69, Issue 1, 2012, Pages 146-158

  Pozo, C ^a   Ruiz Femenia R ^b   Caballero, J ^b   Guillen Gosalbez G ^a   Jimenez L ^a  

^a UNIVERSITAT ROVIRA I VIRGILI   (Spain)

^b UNIVERSITY OF ALICANTE   (Spain)

Author keywords

Dimensionality reduction; Life cycle assessment; Mixed integer linear programming; Multi objective optimization; Principal component analysis; Supply chain management

Indexed keywords

DIMENSIONALITY REDUCTION; LIFE CYCLE ASSESSMENT; MIXED INTEGER LINEAR PROGRAMMING; MULTI OBJECTIVE; PRINCIPAL COMPONENTS;

CHEMICAL ANALYSIS; INTEGER PROGRAMMING; LIFE CYCLE; LINEAR PROGRAMMING; MULTIOBJECTIVE OPTIMIZATION; SUPPLY CHAIN MANAGEMENT;

PRINCIPAL COMPONENT ANALYSIS;

EID: 83955162863     PISSN: 00092509     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ces.2011.10.018     Document Type: Article

References (40)

1. Abdi H., Williams L. Principal component analysis. Wiley Interdiscipl. Rev.: Comput. Stat. 2010, 2(4):433-459.
2. Azapagic A., Clift R. The application of life cycle assessment to process optimisation. Comput. Chem. Eng. 1999, 23(10):1509-1526.
3. Bojarski A., Laínez J., Espuna A., Puigjaner L. Incorporating environmental impacts and regulations in a holistic supply chains modeling: an lca approach. Comput. Chem. Eng. 2009, 33(10):1747-1759.
4. Brockhoff D., Zitzler E. Are all objectives necessary? On dimensionality reduction in evolutionary multiobjective optimization. Parallel Problem Solving from Nature, PPSN., I.X., Proceedings 2009, vol. 4193:1523-1534. Springer-Verlag, Berlin, Germany.
5. Cavin L., Fischer U., Glover F., Hungerbühler K. Multi-objective process design in multi-purpose batch plants using a tabu search optimization algorithm. Comput. Chem. Eng. 2004, 28(4):459-478.
6. Chakraborty A., Linninger A. Plant-widewastemanagement, 1. Synthesis and multiobjective design. Ind. Eng. Chem. Res. 2002, 41(18):4591-4604.
7. Chang C., Hwang J. A multiobjective programming approach to waste minimization in the utility systems of chemical processes. Chem. Eng. Sci. 1996, 51(16):3951-3965.
8. Dantus M., High K. Evaluation of waste minimization alternatives under uncertainty: a multiobjective optimization approach. Comput. Chem. Eng. 2000, 23(10):1493-1508.
9. Deb, K., Saxena, D., 2005. On finding pareto-optimal solutions through dimensionality reduction for certain large-dimensional multi-objective optimization problems. Technical Report. Kanpur Genetic Algorithms Laboratory (KanGAL), Indian Institute of Technology, Kanpur.
10. Ehrgott M. Multicriteria Optimization 1998, Springer, Berlin.
11. Gebreslassie B., Guillén-Gosálbez G., Jiménez L., Boer D. Design of environmentally conscious absorption cooling systems via multi-objective optimization and life cycle assessment. Appl. Energy 2009, 86(9):1712-1722.
12. Gebreslassie B., Guillén-Gosálbez G., Jiménez L., Boer D. A systematic tool for the minimization of the life cycle impact of solar assisted absorption cooling systems. Energy 2010, 39(9):3849-3862.
13. Grossmann I., Guillén-Gosálbez G. Scope for the application of mathematical programming techniques in the synthesis and planning of sustainable processes. Comput. Chem. Eng. 2010, 34(9):1365-1376.
14. Guillén G., Badell M., Puigjaner L. A holistic framework for short-term supply chain management integrating production and corporate financial planning. International Journal of Production Economics 2007, 106(1):288-306.
15. Guillén-Gosálbez G. A novel milp-based objective reduction method for multi-objective optimization: application to environmental problems. Comput. Chem. Eng. 2011, 35(8):1469-1477.
16. Guillén-Gosálbez G., Caballero J., Jiménez L. Application of life cycle assessment to the structural optimization of process flowsheets. Ind. Eng. Chem. Res. 2008, 47(3):777-789.
17. Guillén-Gosálbez G., Grossmann I. Optimal design and planning of sustainable chemical supply chains under uncertainty. AIChE J. 2009, 55(1):99-121.
18. Guillén-Gosálbez G., Grossmann I. A global optimization strategy for the environmentally conscious design of chemical supply chains under uncertainty in the damage assessment model. Comput. Chem. Eng. 2010, 34(1):42-58.
19. Guillén-Gosálbez G., Mele F., Grossmann I. A bi-criterion optimization approach for the design and planning of hydrogen supply chains for vehicle use. AIChE J. 2010, 56(3):650-667.
20. Guinée J., Gorree M., Heijungs R., Huppes G., Kleijn R., de Konig A. Environmental Life Cycle Assessment of Products: Background and Guide 1992, Multi-Copy, Leiden.
21. Gutiérrez E., Lozano S., Moreira T., Feijoo G. Assessing relationships among life-cycle environmental impacts with dimension reduction techniques. J. Environ. Manage. 2010, 91:1002-1011.
22. Gutiérrez E., Lozano S., Adenso-Díaz B. Dimensionality reduction and visualization of the environmental impacts of domestic appliances. J. Ind. Ecol. 2010, 14(6):878-889.
23. Hugo A., Pistikopoulos E. Environmentally conscious planning and design of supply chain networks. Process Systems Engineering 2003 2003, 214-219. Elsevier, Amsterdam. B. Chen, A.W. Westerberg (Eds.).
24. Hugo A., Pistikopoulos E. Environmentally conscious long-range planning and design of supply chain networks. J. Cleaner Prod. 2005, 13(15):1428-1448.
25. Hugo A., Rutter P., Pistikopoulos S., Amorelli A., Zoia G. Hydrogen infrastructure strategic planning using multi-objective optimization. J. Hydrogen Energy 2005, 30(15):1523-1534.
26. Il Lim Y., Floquet P., Joulia X., Kim S. Multiobjective optimization in terms of economics and potential environment impact for process design and analysis in a chemical process simulator. Ind. Eng. Chem. Res. 1999, 38(12):4729-4741.
27. Johnson R., Wichner D. Applied Multivariate Statistical Analysis 1998, Prentice-Hall, Englewood Cliffs, NJ. fourth ed.
28. Jolliffe I. Principal component analysis. Springer Series in Statistics 2002, Springer, New York. second ed.
29. Laínez J., Guillén-Gosálbez G., Badell M., Espuña A., Puigjaner L. Enhancing corporate value in the optimal design of chemical supply chains. Ind. Eng. Chem. Res. 2007, 46(23):7739-7757.
30. Mele, F., Espuna, A., Puigjaner, L., 2005. Environmental impact considerations into supply chain management based on life-cycle assessment. In: Innovation by Life Cycle Management 2003. LCM International Conference.
31. Papandreou V., Shang Z. A multi-criteria optimisation approach for the design of sustainable utility systems. Comput. Chem. Eng. 2008, 32(7):1589-1602.
32. Pistikopoulos E., Stefanis S. Optimal solvent design for environmental impact minimization. Comput. Chem. Eng. 1998, 22(6):717-733.
33. PRé-Consultants, 2000. The eco-indicator 99, a damage oriented method for life cycle impact assessment. methodology report and manual for designers. Technical Report. Amersfoort, The Netherlands: PRé Consultants.
34. Puigjaner L., Guillén-Gosálbez G. Towards an integrated framework for supply chain management in the batch chemical process industry. Comput. Chem. Eng. 2008, 32(4-5):650-670.
35. Shapiro J. Modeling the Supply Chain 2001, MIT Press, Cambridge, MA.
36. Stefanis S., Livingston A., Pistikopoulos E. Minimizing the environmental impact of process plants: a process systems methodology. Comput. Chem. Eng. 1995, 19(Suppl. 1):39-44.
37. Stefanis S., Livingston A., Pistikopoulos E. Environmental impact considerations in the optimal design and scheduling of batch processes. Comput. Chem. Eng. 1997, 21:1073-1094.
38. Strang G. Introduction to Linear Algebr. Springer Series in Statistics 2009, Springer, New York. fourth ed.
39. Zhou Z., Cheng S., Hua B. Supply chain optimization of continuous process industries with sustainability considerations. Comput. Chem. Eng. 2000, 24(2-7):1151-1158.
40. Zitzler E., Thiele L., Laumanns M., Fonseca C., DaFonseca V. Performance assessment of multiobjective optimizers: an analysis and review. IEEE Trans. Evol. Comput. 2003, 7(2):117-132.