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A state of art review on applications of multi-objective evolutionary algorithms in chemicals production reactors. Artif Intell Rev 2022. [DOI: 10.1007/s10462-022-10219-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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Green Supplier Selection in the Agro-Food Industry with Contract Farming: A Multi-Objective Optimization Approach. SUSTAINABILITY 2019. [DOI: 10.3390/su11247017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
An important contribution to the environmental impact of agro-food supply chains is related to the agricultural technology and practices used in the fields during raw material production. This problem can be framed from the point of view of the Focal Company (FC) as a raw material Green Supplier Selection Problem (GSSP). This paper describes an extension of the GSSP methodology that integrates life cycle assessment, environmental collaborations, and contract farming in order to gain social and environmental benefits. In this approach, risk and gains are shared by both parties, as well as information related to agricultural practices through which the FC can optimize global performance by deciding which suppliers to contract, capacity and which practices to use at each supplying field in order to optimize economic performance and environmental impact. The FC provides the knowledge and technology needed by the supplier to reach these objectives via a contract farming scheme. A case study is developed in order to illustrate and a step-by-step methodology is described. A multi-objective optimization strategy based on Genetic Algorithms linked to a MCDM approach to the solution selection step is proposed. Scenarios of optimization of the selection process are studied to demonstrate the potential improvement gains in performance.
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Miranda-Ackerman MA, Azzaro-Pantel C. Extending the scope of eco-labelling in the food industry to drive change beyond sustainable agriculture practices. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2017; 204:814-824. [PMID: 28532592 DOI: 10.1016/j.jenvman.2017.05.027] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2016] [Revised: 05/06/2017] [Accepted: 05/08/2017] [Indexed: 06/07/2023]
Abstract
New consumer awareness is shifting industry towards more sustainable practices, creating a virtuous cycle between producers and consumers enabled by eco-labelling. Eco-labelling informs consumers of specific characteristics of products and has been used to market greener products. Eco-labelling in the food industry has yet been mostly focused on promoting organic farming, limiting the scope to the agricultural stage of the supply chain, while carbon labelling informs on the carbon footprint throughout the life cycle of the product. These labelling strategies help value products in the eyes of the consumer. Because of this, decision makers are motivated to adopt more sustainable models. In the food industry, this has led to important environmental impact improvements at the agricultural stage, while most other stages in the Food Supply Chain (FSC) have continued to be designed inefficiently. The objective of this work is to define a framework showing how carbon labelling can be integrated into the design process of the FSC. For this purpose, the concept of Green Supply Chain Network Design (GSCND) focusing on the strategic decision making for location and allocation of resources and production capacity is developed considering operational, financial and environmental (CO2 emissions) issues along key stages in the product life cycle. A multi-objective optimization strategy implemented by use of a genetic algorithm is applied to a case study on orange juice production. The results show that the consideration of CO2 emission minimization as an objective function during the GSCND process together with techno-economic criteria produces improved FSC environmental performance compared to both organic and conventional orange juice production. Typical results thus highlight the importance that carbon emissions optimization and labelling may have to improve FSC beyond organic labelling. Finally, CO2 emission-oriented labelling could be an important tool to improve the effects eco-labelling has on food product environmental impact going forward.
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Affiliation(s)
- Marco A Miranda-Ackerman
- CONACYT-El Colegio de Michoacán, Sede La Piedad, Cerro de Nahuatzen 85, Fracc, Jardines del Cerro Grande, C.P. 59370, La Piedad, Michoacán, Mexico.
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Design of a chemical batch plant with parallel production lines: Plant configuration and cost effectiveness. Comput Chem Eng 2017. [DOI: 10.1016/j.compchemeng.2016.12.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Sustainable scheduling of batch processes under economic and environmental criteria with MINLP models and algorithms. Comput Chem Eng 2013. [DOI: 10.1016/j.compchemeng.2013.03.013] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Brunet R, Guillén-Gosálbez G, Jiménez L. Cleaner Design of Single-Product Biotechnological Facilities through the Integration of Process Simulation, Multiobjective Optimization, Life Cycle Assessment, and Principal Component Analysis. Ind Eng Chem Res 2011. [DOI: 10.1021/ie2011577] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Robert Brunet
- Departament d’Enginyeria Quimica, Escola Tecnica Superior d’Enginyeria Quimica, Universitat Rovira i Virgili, Campus Sescelades, Avinguda Paisos Catalans 26, 43007, Tarragona, Spain
| | - Gonzalo Guillén-Gosálbez
- Departament d’Enginyeria Quimica, Escola Tecnica Superior d’Enginyeria Quimica, Universitat Rovira i Virgili, Campus Sescelades, Avinguda Paisos Catalans 26, 43007, Tarragona, Spain
| | - Laureano Jiménez
- Departament d’Enginyeria Quimica, Escola Tecnica Superior d’Enginyeria Quimica, Universitat Rovira i Virgili, Campus Sescelades, Avinguda Paisos Catalans 26, 43007, Tarragona, Spain
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Bumann A, Papadokonstantakis S, Fischer U, Hungerbühler K. Investigating the use of path flow indicators as optimization drivers in batch process retrofitting. Comput Chem Eng 2011. [DOI: 10.1016/j.compchemeng.2010.12.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Camargo M, Morel L, Fonteix C, Hoppe S, Hu GH, Renaud J. Development of new concepts for the control of polymerization processes: Multiobjective optimization and decision engineering. II. Application of a Choquet integral to an emulsion copolymerization process. J Appl Polym Sci 2011. [DOI: 10.1002/app.33348] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Capón-García E, Bojarski AD, Espuña A, Puigjaner L. Multiobjective optimization of multiproduct batch plants scheduling under environmental and economic concerns. AIChE J 2010. [DOI: 10.1002/aic.12477] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Senties OB, Azzaro-Pantel C, Pibouleau L, Domenech S. Multiobjective scheduling for semiconductor manufacturing plants. Comput Chem Eng 2010. [DOI: 10.1016/j.compchemeng.2010.01.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Economic, environmental and mixed objective functions in non-linear process optimization using simulated annealing and tabu search. Comput Chem Eng 2010. [DOI: 10.1016/j.compchemeng.2009.10.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Lee ESQ, Rangaiah GP. Optimization of Recovery Processes for Multiple Economic and Environmental Objectives. Ind Eng Chem Res 2009. [DOI: 10.1021/ie802006w] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Elaine Su-Qin Lee
- Department of Chemical & Biomolecular Engineering, National University of Singapore, Engineering Drive 4, Singapore 117576, Republic of Singapore
| | - G. P. Rangaiah
- Department of Chemical & Biomolecular Engineering, National University of Singapore, Engineering Drive 4, Singapore 117576, Republic of Singapore
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Senties OB, Azzaro-Pantel C, Pibouleau L, Domenech S. A Neural Network and a Genetic Algorithm for Multiobjective Scheduling of Semiconductor Manufacturing Plants. Ind Eng Chem Res 2009. [DOI: 10.1021/ie8018577] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- O. Baez Senties
- Université de Toulouse, Laboratoire de Génie Chimique, UMR5503 CNRS/INP/UPS. 5 rue Paulin Talabot F-BP1301, 31106 Toulouse cedex 1, France
| | - C. Azzaro-Pantel
- Université de Toulouse, Laboratoire de Génie Chimique, UMR5503 CNRS/INP/UPS. 5 rue Paulin Talabot F-BP1301, 31106 Toulouse cedex 1, France
| | - L. Pibouleau
- Université de Toulouse, Laboratoire de Génie Chimique, UMR5503 CNRS/INP/UPS. 5 rue Paulin Talabot F-BP1301, 31106 Toulouse cedex 1, France
| | - S. Domenech
- Université de Toulouse, Laboratoire de Génie Chimique, UMR5503 CNRS/INP/UPS. 5 rue Paulin Talabot F-BP1301, 31106 Toulouse cedex 1, France
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Dietz A, Aguilar-Lasserre A, Azzaro-Pantel C, Pibouleau L, Domenech S. A fuzzy multiobjective algorithm for multiproduct batch plant: Application to protein production. Comput Chem Eng 2008. [DOI: 10.1016/j.compchemeng.2007.05.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Mošat’ A, Fischer U, Hungerbühler K. Multiobjective batch process design aiming at robust performances. Chem Eng Sci 2007. [DOI: 10.1016/j.ces.2007.06.035] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Moreno MS, Montagna JM, Iribarren OA. Multiperiod optimization for the design and planning of multiproduct batch plants. Comput Chem Eng 2007. [DOI: 10.1016/j.compchemeng.2006.10.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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