A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
Heat Exchanger Networks (HEN) are able to reduce the operating costs in an industrial plant. Cost-optimal HEN generally leads also to a substantial reduction in pollutant gases emissions. However, HEN synthesis approaches are based generally on the optimization of total annual costs (TAC) only. In t...
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2017-10-01
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doaj-e96751fb23114960b286271994a84dfe2021-02-17T21:22:38ZengAIDIC Servizi S.r.l.Chemical Engineering Transactions2283-92162017-10-016110.3303/CET1761228A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts L.V. PavaoC.B.B. CostaL. JimenezM.A.S.S. RavagnaniHeat Exchanger Networks (HEN) are able to reduce the operating costs in an industrial plant. Cost-optimal HEN generally leads also to a substantial reduction in pollutant gases emissions. However, HEN synthesis approaches are based generally on the optimization of total annual costs (TAC) only. In that manner, this work aims to address environmental impacts (EI) more directly. The EI were converted into an objective function by using a Life Cycle Assessment (LCA) methodology. With two objective functions (EI and TAC), a multi-objective optimization (MOO) may be performed. A meta-heuristic approach is adapted to handle MOO in the formulation proposed. As expected, a conflictive behaviour was noticed. The approach proposed was able to yield Pareto fronts efficiently, providing good intermediate solutions that could be used by decision-makers in search of a trade-off HEN configuration which is able to present low costs and is also environmentally friendly. The results reported in the case study also demonstrate the method reliability with intermediate solutions that are much more environmentally friendly than the cost optimal configurations, presenting costs only marginally higher. https://www.cetjournal.it/index.php/cet/article/view/281 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
L.V. Pavao C.B.B. Costa L. Jimenez M.A.S.S. Ravagnani |
spellingShingle |
L.V. Pavao C.B.B. Costa L. Jimenez M.A.S.S. Ravagnani A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts Chemical Engineering Transactions |
author_facet |
L.V. Pavao C.B.B. Costa L. Jimenez M.A.S.S. Ravagnani |
author_sort |
L.V. Pavao |
title |
A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
|
title_short |
A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
|
title_full |
A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
|
title_fullStr |
A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
|
title_full_unstemmed |
A Hybrid Meta-Heuristic Approach for Multi-Objective Optimization of Heat Exchanger Networks considering Costs and Environmental Impacts
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title_sort |
hybrid meta-heuristic approach for multi-objective optimization of heat exchanger networks considering costs and environmental impacts |
publisher |
AIDIC Servizi S.r.l. |
series |
Chemical Engineering Transactions |
issn |
2283-9216 |
publishDate |
2017-10-01 |
description |
Heat Exchanger Networks (HEN) are able to reduce the operating costs in an industrial plant. Cost-optimal HEN generally leads also to a substantial reduction in pollutant gases emissions. However, HEN synthesis approaches are based generally on the optimization of total annual costs (TAC) only. In that manner, this work aims to address environmental impacts (EI) more directly. The EI were converted into an objective function by using a Life Cycle Assessment (LCA) methodology. With two objective functions (EI and TAC), a multi-objective optimization (MOO) may be performed. A meta-heuristic approach is adapted to handle MOO in the formulation proposed. As expected, a conflictive behaviour was noticed. The approach proposed was able to yield Pareto fronts efficiently, providing good intermediate solutions that could be used by decision-makers in search of a trade-off HEN configuration which is able to present low costs and is also environmentally friendly. The results reported in the case study also demonstrate the method reliability with intermediate solutions that are much more environmentally friendly than the cost optimal configurations, presenting costs only marginally higher.
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url |
https://www.cetjournal.it/index.php/cet/article/view/281 |
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