Objective dimensionality reduction method within multi-objective optimisation considering total footprints

Abstract This contribution presents a simplified and more practical version of an objective dimensionality reduction method within multi-objective optimisation – a Representative Objectives Method. This method is based on similarities between several objectives in order to reduce the number of objectives to a minimum number of representative objectives. This method can be applied to different direct and total objectives. In this contribution the selected objectives are annual profit and total footprints. Total footprints are the sum of direct and indirect footprints where the direct footprints only consider the burdening of the environment, whilst the total footprints consider both the burdening and unburdening of the environment. This dimensionality reduction method is applied during a demonstration case study of regional supply chains regarding the evaluations of different total environmental footprints. This case study indicates that this simplified version of the Representative Objectives Method is easy to apply and enables the user to more easily understand multi-objective optimisation solutions. It represents a practical tool for performing the dimensionality reduction of criteria during the economic and environmental optimisation of different problems when considering total environmental footprints.

[1]  Adisa Azapagic,et al.  Life cycle Assessment and its Application to Process Selection, Design and Optimisation , 1999 .

[2]  Petar Sabev Varbanov,et al.  P-graph methodology for cost-effective reduction of carbon emissions involving fuel cell combined cycles , 2008, 2011 Fourth International Conference on Modeling, Simulation and Applied Optimization.

[3]  Andreja Nemet,et al.  Life Span Production Plant Optimisation Under Varying Economic Conditions , 2013 .

[4]  Manfred Lenzen,et al.  International trade drives biodiversity threats in developing nations , 2012, Nature.

[5]  Zdravko Kravanja,et al.  Sustainable synthesis of biogas processes using a novel concept of eco-profit , 2012, Comput. Chem. Eng..

[6]  Carla Pieragostini,et al.  On process optimization considering LCA methodology. , 2012, Journal of environmental management.

[7]  David Kendrick,et al.  GAMS, a user's guide , 1988, SGNM.

[8]  Lindsay C. Campbell,et al.  A review of the phosphorus content of dry cereal and legume crops of the world , 2009 .

[9]  Jiří Jaromír Klemeš,et al.  Model-size reduction techniques for large-scale biomass production and supply networks , 2011 .

[10]  Donald Huisingh,et al.  Recent cleaner production advances in process monitoring and optimisation , 2012 .

[11]  Peter Krajnik,et al.  Resource Conservative Manufacturing: an essential change in business and technology paradigm for sustainable manufacturing , 2013 .

[12]  Jiří Jaromír Klemeš,et al.  Minimising carbon footprint of regional biomass supply chains , 2010 .

[13]  Gonzalo Guillén-Gosálbez,et al.  A novel MILP-based objective reduction method for multi-objective optimization: Application to environmental problems , 2011, Comput. Chem. Eng..

[14]  Lidija Čuček,et al.  Multi-objective optimisation for generating sustainable solutions considering total effects on the environment , 2013 .

[15]  Meidad Kissinger,et al.  Place oriented ecological footprint analysis — The case of Israel's grain supply , 2010 .

[16]  Rosa Duarte,et al.  Water pollution in the Spanish economy: analysis of sensitivity to production and environmental constraints , 2005 .

[17]  N. Lior Sustainable energy development: The present (2011) situation and possible paths to the future☆ , 2012 .

[18]  H. L. Lam,et al.  Synthesis of regional networks for the supply of energy and bioproducts , 2010 .

[19]  M. Finkbeiner Carbon footprinting—opportunities and threats , 2009 .

[20]  A. Hoekstra,et al.  The green, blue and grey water footprint of farm animals and animal products , 2010 .

[21]  Jiří Jaromír Klemeš,et al.  Dealing with High-Dimensionality of Criteria in Multiobjective Optimization of Biomass Energy Supply Network , 2013 .

[22]  Jiří Jaromír Klemeš,et al.  Lca as Environmental Assessment Tool in Waste to Energy and Contribution to Occupational Health and Safety , 2008 .

[23]  Louise Trygg,et al.  Introduction of large-scale biofuel production in a district heating system - an opportunity for reduction of global greenhouse gas emissions , 2014 .

[24]  Jiří Jaromír Klemeš,et al.  A Review of Footprint analysis tools for monitoring impacts on sustainability , 2012 .

[25]  Allison M. Leach,et al.  A nitrogen footprint model to help consumers understand their role in nitrogen losses to the environment , 2012 .

[26]  Jiří Jaromír Klemeš,et al.  Total footprints-based multi-criteria optimisation of regional biomass energy supply chains , 2012 .