Designing a Tri-Objective, Sustainable, Closed-Loop, and Multi-Echelon Supply Chain During the COVID-19 and Lockdowns

• Autorzy: Abbasi Sina , Daneshmand-Mehr Maryam , Kanafi Armin Ghane

Identyfikatory

DOI

10.2478/fcds-2023-0011

• Języki publikacji: EN

Abstrakty

EN

This paper proposes a mathematical model of Sustainable Closed-Loop Supply Chain Networks (SCLSCNs). When an outbreak occurs, environmental, economic, and social aspects can be traded off. A novelty aspect of this paper is its emphasis on hygiene costs. As well as healthcare education, prevention, and control of COVID-19, this model offers job opportunities related to COVID-19 pandemic. COVID-19 damages lead to lost days each year, which is one of the negative social aspects of this model. COVID-19 was associated with two environmental novelties in this study. positive and negative effects of COVID-19 can be observed in the environmental context. As a result, there has been an increase in medical waste disposal and plastic waste disposal. Multi-objective mathematical modeling whit Weighted Tchebycheff method scalarization. In this process, the software Lingo is used. The COVID-19 pandemic still has a lot of research gaps because it’s a new disease. An SC model that is sustainable and hygienic will be developed to fill this gap in the COVID-19 condition disaster. Our new indicator of sustainability is demonstrated using a mixed-integer programming model with COVID-19-related issues in a Closed-Loop Supply Chain (CLSC) overview.

Słowa kluczowe

EN

closed-loop supply chain; coronavirus outbreak; reverse logistics; Weighted Tchebycheff method

• Wydawca: Wydawnictwo Politechniki Poznańskiej
• Czasopismo: Foundations of Computing and Decision Sciences
• Rocznik: 2023
• Tom: Vol. 48, No. 3
• Strony: 269--312
• Opis fizyczny: Bibliogr. 160 poz., rys., tab.

Twórcy

autor

Abbasi Sina

• Department of Industrial Engineering, Lahijan Branch, Islamic Azad University, Lahijan, Iran

autor

Daneshmand-Mehr Maryam

• Department of Industrial Engineering, Lahijan Branch, Islamic Azad University, Lahijan, Iran

autor

Kanafi Armin Ghane

• Department of Mathematics, Lahijan Branch, Islamic Azad University, Lahijan, Iran

Bibliografia

• [1] Abbasi Sina, Maryam Daneshmand-Mehr, Armin Ghane Kanafi. "Designing sustainable recovery network of end-of-life product during the COVID-19 pandemic: A real and applied case study." Discrete Dynamics in Nature and Society 2022 (2022).
• [2] Abbasi, Sina, Maryam Daneshmand-Mehr, Armin Ghane Kanafi. "The sustainable supply chain of CO2 emissions during the coronavirus disease (COVID-19) pandemic." Journal of Industrial Engineering International 17.4 (2021): 83-108.
• [3] Abbasi, Sina, Maryam Daneshmand-Mehr, Armin Ghane Kanafi. "Green Closed-Loop Supply Chain Network Design During the Coronavirus (COVID-19) Pandemic: a Case Study in the Iranian Automotive Industry." Environmental Modeling & Assessment (2022): 1-35.
• [4] Abbasi, Sina, et al. "Performance Measurement of the Sustainable Supply Chain During the COVID-19 Pandemic: A real-life case study." Foundations of Computing and Decision Sciences 47.4: 327-358.
• [5] Ahmad, Firoz, et al. "A multi-objective model for optimizing the socio-economic performance of a pharmaceutical supply chain." Socio-Economic Planning Sciences 79 (2022): 101126.
• [6] Akbari-Kasgari, Maryam, et al. "Designing a resilient and sustainable closed-loop supply chain network in copper industry." Clean Technologies and Environmental Policy (2022): 1-28.
• [7] Al-Othman, Wafa BE, et al. "Supply chain optimization of petroleum organization under uncertainty in market demands and prices." European Journal of Operational Research 189.3, (2008): 822-840.
• [8] Alshamsi, A., Diabat, A, (2015). A reverse logistics network design. J. Manuf. Syst. Beamon, B.M., 1999. Designing the green supply chain. Logist. Inf. Manag. 12 (4), 332e342.
• [9] Alumur, Sibel A., et al. "Multi-period reverse logistics network design." European Journal of Operational Research 220.1 (2012): 67-78.
• [10] Anser, Muhammad Khalid, et al. "Does COVID-19 pandemic disrupt sustainable supply chain process? Covering some new global facts." Environmental Science and Pollution Research 28.42 (2021): 59792-59804.
• [11] Anser, Muhammad Khalid, et al. "The impacts of COVID-19 measures on global environment and fertility rate: double coincidence." Air Quality, Atmosphere & Health 13.9 (2020): 1083-1092.
• [12] Arampantzi, Christina, Ioannis Minis. "A new model for designing sustainable supply chain networks and its application to a global manufacturer." Journal of Cleaner Production 156 (2017): 276-292.
• [13] Asadia, Farzaneh, Milad Abolghasemianb. "Review Coordination of Advertising Policy and Its Effect on Competition Between Retailer and Manufacture in the Supply Chain." Computational Research Progress in Applied Science and Engineering 4.3 (2018): 62-66.
• [14] Awasthi, Anjali, Satyaveer S. Chauhan, Hichem Omrani. "Application of fuzzy TOPSIS in evaluating sustainable transportation systems." Expert systems with Applications 38.10, (2011): 12270-12280.
• [15] Azadi, Majid, et al. "A new fuzzy DEA model for evaluation of efficiency and effectiveness of suppliers in sustainable supply chain management context." Computers & Operations Research 54 (2015): 274-285.
• [16] Baral, Manish Mohan, Rajesh Kumar Singh, Yiğit Kazançoğlu. "Analysis of factors impacting survivability of sustainable supply chain during COVID-19 pandemic: an empirical study in the context of SMEs." The International Journal of Logistics Management (2021).
• [17] Barbieri, Paolo, et al. "What can we learn about reshoring after Covid-19?" Operations Management Research 13.3 (2020): 131-136.
• [18] Barreiro-Gen, Maria, Rodrigo Lozano, Afnan Zafar. "Changes in sustainability priorities in Organisations due to the COVID-19 outbreak: averting environmental rebound effects on society." Sustainability 12.12 (2020): 5031.
• [19] Barzinpour, Farnaz, Peyman Taki. "A dual-channel network design model in a green supply chain considering pricing and transportation mode choice." Journal of Intelligent Manufacturing 29.7 (2018): 1465-1483.
• [20] Bashir, Muhammad Farhan, et al. "Environmental pollution and COVID-19 outbreak: insights from Germany." Air Quality, Atmosphere & Health 13.11 (2020): 1385-1394.
• [21] Bimpizas-Pinis, Meletios, et al. "Additives in the food supply chain: Environmental assessment and circular economy implications." Environmental and Sustainability Indicators 14, (2022): 100172.
• [22] Broomandi, Parya, et al. "Impact of COVID-19 event on the air quality in Iran." Aerosol and Air Quality Research 20.8 (2020): 1793-1804.
• [23] Cardona-Valdés, Yajaira, Ada Álvarez, Deniz Ozdemir. "A bi-objective supply chain design problem with uncertainty." Transportation Research Part C: Emerging Technologies 19.5 (2011): 821-832.
• [24] Che, Zhen-Hua, et al. "A Supplier Selection Model for Product Design Changes." International Journal of Electronic Business Management 8.1 (2010).
• [25] Chen, Chao, Guoqing Zhang, Yangsheng Xia. "Remanufacturing network design for dual-channel closed-loop supply chain." Procedia CIRP 83 (2019): 479-484.
• [26] Chen, Jingze, Hongfeng Wang, Yaping Fu. "A multi-stage supply chain disruption mitigation strategy considering product life cycle during COVID-19." Environmental Science and Pollution Research, (2022): 1-15.
• [27] Chen, Shengyong, et al. "Modeling of biological intelligence for SCM system optimization." Computational and Mathematical Methods in Medicine 2012 (2012).
• [28] Cheval, Sorin, et al. "Observed and potential impacts of the COVID-19 pandemic on the environment." International journal of environmental research and public health 17.11 (2020): 4140.
• [29] Chiu, Chui-Yu, Chen-Yang Cheng, Ting-Ying Wu. "Integrated Operational Model of Green Closed-Loop Supply Chain." Sustainability 13.11 (2021): 6041.
• [30] Free, Clinton, Angela Hecimovic. "Global supply chains after COVID-19: the end of the road for neoliberal globalisation?" Accounting, Auditing & Accountability Journal (2021).
• [31] Das, Debashree, et al. "Building supply chain resilience in the era of COVID-19: An AHP-DEMATEL approach." Operations Management Research 15.1 (2022): 249-267.
• [32] de Sousa Jabbour, Ana Beatriz Lopes, et al. "Sustainability of supply chains in the wake of the coronavirus (COVID-19/SARS-CoV-2) pandemic: lessons and trends." Modern Supply Chain Research and Applications (2020).
• [33] Devika, Kannan, Ahmad Jafarian, and Vahid Nourbakhsh. "Designing a sustainable closed-loop supply chain network based on triple bottom line approach: A comparison of metaheuristics hybridization techniques." European Journal of Operational Research 235.3 (2014): 594-615.
• [34] Diabat, Ali, Tarek Abdallah, Andreas Henschel. "A closed-loop location-inventory problem with spare parts consideration." Computers & Operations Research 54 (2015): 245-256.
• [35] Edward, Rumila. "An overview of the rapid test situation for COVID-19 diagnosis in the EU/EEA." (2020).
• [36] Eskandarpour, Majid, et al. "Sustainable supply chain network design: An optimization-oriented review." Omega 54 (2015): 11-32.
• [37] Fakhrzad, Mohammad-Bagher, Reza Lotfi. "Green vendor managed inventory with backorder in two echelon supply chain with epsilon-constraint and NSGA-II approach." Journal of industrial engineering research in production systems 5.11 (2018): 193-209.
• [38] Farooq, Muhammad Umar, et al. "Supply chain operations management in pandemics: a state-of-the-art review inspired by COVID-19." Sustainability 13.5 (2021): 2504.
• [39] Fasihi, Maedeh, et al. "Developing a bi-objective mathematical model to design the fish closed-loop supply chain." International Journal of Engineering 34.5 (2021): 1257-1268.
• [40] Fattahi, Mohammad, Kannan Govindan. "A multi-stage stochastic program for the sustainable design of biofuel supply chain networks under biomass supply uncertainty and disruption risk: A real-life case study." Transportation Research Part E: Logistics and Transportation Review 118, (2018): 534-567.
• [41] Feitó-Cespón, Michael, et al. "Redesign of a sustainable reverse supply chain under uncertainty: A case study." Journal of Cleaner Production 151 (2017): 206-217.
• [42] Ferretti, Ivan, et al. "Greening the aluminium supply chain." International Journal of Production Economics 108.1-2 (2007): 236-245.
• [43] Franca, Rodrigo B., et al. "Multi-objective stochastic supply chain modeling to evaluate tradeoffs between profit and quality." International journal of production economics 127.2 (2010): 292-299.
• [44] Garai, Arindam, Biswajit Sarkar. "Economically independent reverse logistics of customer-centric closed-loop supply chain for herbal medicines and biofuel." Journal of Cleaner Production 334 (2022): 129977.
• [45] Garai, Arindam, et al. "Cost-effective subsidy policy for growers and biofuels-plants in closed-loop supply chain of herbs and herbal medicines: An interactive bi-objective optimization in T-environment." Applied Soft Computing 100 (2021): 106949.
• [46] Gawusu, Sidique, et al. "The dynamics of green supply chain management within the framework of renewable energy." International Journal of Energy Research 46.2 (2022): 684-711.
• [47] Ghane-Kanafi, A., E. Khorram. "A new scalarization method for finding the efficient frontier in non-convex multi-objective problems." Applied Mathematical Modelling 39.23-24 (2015): 7483-7498.
• [48] Ghasemi, Peiman, et al. "A bi-level mathematical model for logistic management considering the evolutionary game with environmental feedbacks." The international journal of logistics management, (2021).
• [49] Goli, Alireza, Erfan Babaee Tirkolaee, Gerhard-Wilhelm Weber. "A perishable product sustainable supply chain network design problem with lead time and customer satisfaction using a hybrid whale-genetic algorithm." Logistics operations and management for recycling and reuse. Springer, Berlin, Heidelberg, (2020). 99-124.
• [50] Golini, Ruggero, Matteo Giacomo Maria Kalchschmidt. "Sustainability in the food supply chain: Evidences from the Italian beef industry." 22th Annual POMS Conference. (2011).
• [51] Golpîra, Hêriş, Ahvan Javanmardan. "Robust optimization of sustainable closed-loop supply chain considering carbon emission schemes." Sustainable Production and Consumption 30 (2022): 640-656.
• [52] Goodarzian, Fariba, et al. "An integrated sustainable medical supply chain network during COVID-19." Engineering Applications of Artificial Intelligence 100 (2021): 104188.
• [53] Govindan, Kannan, Ahmad Jafarian, Vahid Nourbakhsh. "Designing a sustainable supply chain network integrated with vehicle routing: A comparison of hybrid swarm intelligence metaheuristics." Computers & Operations Research 110 (2019): 220-235.
• [54] Güner, Hatice Rahmet, İmran Hasanoğlu, Firdevs Aktaş. "COVID-19: Prevention and control measures in community." Turkish Journal of medical sciences 50.9 (2020): 571-577.
• [55] Hajiaghaei-Keshteli, Mostafa, Amir Mohammad Fathollahi Fard. "Sustainable closed-loop supply chain network design with discount supposition." Neural computing and applications 31.9 (2019): 5343-5377.
• [56] Harmooshi, Narges Nazari, Kiarash Shirbandi, Fakher Rahim. "Environmental concern regarding the effect of humidity and temperature on 2019-nCoV survival: fact or fiction." Environmental Science and Pollution Research 27.29 (2020): 36027-36036.
• [57] Hobbs, Jill E. "Food supply chains during the COVID-19 pandemic." Canadian Journal of Agricultural Economics/Revue comedienne d'agroeconomie 68.2 (2020): 171-176.
• [58] Holland, Michael, Debra J. Zaloga, Charles S. Friderici. "COVID-19 Personal Protective Equipment (PPE) for the emergency physician." Visual journal of emergency medicine 19 (2020): 100740.
• [59] Huge-Brodin, Maria, Edward Sweeney, Pietro Evangelista. "Environmental alignment between logistics service providers and shippers-a supply chain perspective." The International Journal of Logistics Management (2020).
• [60] Hung, AY Hoekstra PQ. "Virtual water trade a quantification of virtual water flows between nations in relation to international crop trade." (2002).
• [61] Illahi, Ubaid, Mohammad Shafi Mir. "Maintaining efficient logistics and supply chain management operations during and after coronavirus (COVID-19) pandemic: Learning from the past experiences." Environment, Development and Sustainability 23.8 (2021): 11157-11178.
• [62] Ivanov, Dmitry, Ajay Das. "Coronavirus (COVID-19/SARS-CoV-2) and supply chain resilience: A research note." International Journal of Integrated Supply Management 13.1 (2020): 90-102.
• [63] Ivanov, Dmitry, Alexandre Dolgui. "Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak." International Journal of Production Research 58.10 (2020): 2904-2915.
• [64] Ivanov, Dmitry. "Predicting the impacts of epidemic outbreaks on global supply chains: A simulation-based analysis on the coronavirus outbreak (COVID-19/SARSCoV-2) case." Transportation Research Part E: Logistics and Transportation Review 136 (2020): 101922.
• [65] Ivanov, Dmitry, Ajay Das. "Coronavirus (COVID-19/SARS-CoV-2) and supply chain resilience: A research note." International Journal of Integrated Supply Management 13.1 (2020): 90-102.
• [66] Jahangiri, Sh., et al. "Simulation-based optimization: analysis of the emergency department resources under COVID-19 conditions." International journal of industrial and systems engineering 1.1 (2021): 1-10.
• [67] Jahangiri, Shahla, et al. "Ranking of key resources in the humanitarian supply chain in the emergency department of Iranian hospital: a real case study in COVID-19 conditions." Journal of applied research on industrial engineering 8. Special Issue (2021): 1-10.
• [68] Jamshidi, Rasoul, SMT Fatemi Ghomi, Behrooz Karimi. "Multi-objective green supply chain optimization with a new hybrid memetic algorithm using the Taguchi method." Scientia Iranica 19.6 (2012): 1876-1886.
• [69] Kalyanmoy, D. "Multi-Objective Optimization Using Evolutionary Algorithms John Wiley & Sons.", (2001).
• [70] Kampf, Günter, et al. "Persistence of coronaviruses on inanimate surfaces and their inactivation with biocidal agents." Journal of hospital infection 104.3 (2020): 246-251.
• [71] Kannan, Devika, et al. "A carbon footprint based reverse logistics network design model." Resources, conservation and recycling 67 (2012): 75-79.
• [72] Karmaker, Chitra Lekha, et al. "Improving supply chain sustainability in the context of COVID-19 pandemic in an emerging economy: Exploring drivers using an integrated model." Sustainable production and consumption 26 (2021): 411-427.
• [73] Kazancoglu, Yigit, et al. "A Green Dual-Channel Closed-Loop Supply Chain Network Design Model." Journal of Cleaner Production 332 (2022): 130062.
• [74] Khorshidvand, Behrooz, et al. "A hybrid modeling approach for green and sustainable closed-loop supply chain considering price, advertisement and uncertain demands." Computers & Industrial Engineering 157 (2021): 107326.
• [75] Klemeš, Jiří Jaromír, Yee Van Fan, Peng Jiang. "The energy and environmental footprints of COVID-19 fighting measures-PPE, disinfection, supply chains." Energy 211 (2020): 118701.
• [76] Končar, Jelena, et al. "Setbacks to IoT implementation in the function of FMCG supply chain sustainability during COVID-19 pandemic." Sustainability 12.18 (2020): 7391.
• [77] Laguir, Issam, et al. "Performance effects of analytics capability, disruption orientation, and resilience in the supply chain under environmental uncertainty." Annals of Operations Research (2022): 1-25.
• [78] Lang, Lingling, Zheng Liu, Bin Hu. "Optimization decision of cooperative emission reduction of clothing supply chain based on carbon tax." Journal of Physics: Conference Series. Vol. 1790. No. 1. IOP Publishing, (2021).
• [79] Li, Jing, Ying Fang, Jianming Yang. "Minimizing carbon emissions of the rice supply chain considering the size of deep tillage lands." Sustainable Production and Consumption 29 (2022): 744-760.
• [80] Li, Xingyu, et al. "Mathematical model of the feedback between global supply chain disruption and COVID-19 dynamics." Scientific Reports 11.1 (2021): 1-15.
• [81] Li, Xueying, Ying Peng, Jing Zhang. "A mathematical/physics carbon emission reduction strategy for building supply chain network based on carbon tax policy." Open Physics 15.1 (2017): 97-107.
• [82] Litman, Todd, David Burwell. "Issues in sustainable transportation." International Journal of Global Environmental Issues 6.4 (2006): 331-347.
• [83] Liu, Kanying, et al. "Optimal strategies of green product supply chains based on behaviour-based pricing." Journal of Cleaner Production 335 (2022): 130288.
• [84] Liu, Liwen, et al. "Collection effort and reverse channel choices in a closed-loop supply chain." Journal of Cleaner Production 144 (2017): 492-500.
• [85] Lotfi, Reza, et al. "A robust optimization model for sustainable and resilient closed-loop supply chain network design considering conditional value at risk." Numerical algebra, control & optimization 11.2 (2021): 221.
• [86] Lotfi, Reza, et al. "Robust optimization of risk-aware, resilient and sustainable closed-loop supply chain network design with Lagrange relaxation and fix-and-optimize." International Journal of Logistics Research and Applications (2021): 1-41.
• [87] Mahdiraji, Hannan Amoozad, et al. "A novel time, cost, quality and risk tradeoff model with a knowledge-based hesitant fuzzy information: An R&D project application." Technological Forecasting and Social Change 172 (2021): 121068.
• [88] Mallidis, Ioannis, Rommert Dekker, Dimitrios Vlachos. "The impact of greening on supply chain design and cost: a case for a developing region." Journal of Transport Geography 22, (2012): 118-128.
• [89] Malliet, Paul, et al. "Assessing short-term and long-term economic and environmental effects of the COVID-19 crisis in France." Environmental and Resource Economics 76.4 (2020): 867-883.
• [90] Martí, Joana M. Comas, Jean-Sébastien Tancrez, Ralf W. Seifert. "Carbon footprint and responsiveness trade-offs in supply chain network design." International Journal of Production Economics 166 (2015): 129-142.
• [91] Mastrocinque, Ernesto, et al. "A multi-objective optimization for supply chain network using the bees’ algorithm." International Journal of Engineering Business Management 5 (2013): 38.
• [92] Matthias Ehrgott, Multicriteria Optimization, spring berlin. Heidelberg, printed in Germany. (2005)., ISBN3-54-21398-8
• [93] Mayanti, Bening, Petri Helo. "Closed-loop supply chain potential of agricultural plastic waste: Economic and environmental assessment of bale wrap waste recycling in Finland." International Journal of Production Economics 244 (2022): 108347.
• [94] Michael. Emmerich, Andre H. Deutz. A tutorial on multi-objective optimization: fundamentals and evolutionary methods. Natural Computing, (2018). 17: 585-609.
• [95] Mohammed, Fareeduddin, et al. "Multi-period planning of closed-loop supply chain with carbon policies under uncertainty." Transportation Research Part D: Transport and Environment 51 (2017): 146-172.
• [96] Mohebalizadehgashti, Fatemeh, Hossein Zolfagharinia, Saman Hassanzadeh Amin. "Designing a green meat supply chain network: A multi-objective approach." International Journal of Production Economics 219 (2020): 312-327.
• [97] Moncayo-Martínez, Luis A., David Z. Zhang. "Multi-objective ant colony optimisation: A meta-heuristic approach to supply chain design." International Journal of Production Economics 131.1 (2011): 407-420.
• [98] Moosavi, Javid, Seyedmohsen Hosseini. "Simulation-based assessment of supply chain resilience with consideration of recovery strategies in the COVID-19 pandemic context." Computers & Industrial Engineering 160 (2021): 107593.
• [99] Mosallanezhad, Behzad, et al. "Disaster relief supply chain design for personal protection equipment during the COVID-19 pandemic." Applied Soft Computing 112 (2021): 107809.
• [100] Mosallanezhad, Behzad, Mostafa Hajiaghaei-Keshteli, Chefi Triki. "Shrimp closed-loop supply chain network design." Soft Computing 25.11 (2021): 7399-7422.
• [101] Muscogiuri, Giovanna, et al. "Commentary: obesity: the “Achilles heel” for COVID-19?." Metabolism-Clinical and Experimental 108 (2020).
• [102] Myllyvirta. Coronavirus has temporarily reduced China’s CO2 emissions by a quarter. Carbon Brief. Retrieved, from https://www.carbonbrief.org/analysiscoronavirus-has-temporarily-reduced-chinas-CO2-emissions-by-a-quarter (2020).
• [103] Nandi, Santosh, et al. "Redesigning supply chains using blockchain-enabled circular economy and COVID-19 experiences." Sustainable Production and Consumption 27 (2021): 10-22.
• [104] Nayal, Kirti, et al. "Exploring the role of artificial intelligence in managing agricultural supply chain risk to counter the impacts of the COVID-19 pandemic." The International Journal of Logistics Management (2021).
• [105] Nayeri, Sina, et al. "Multi-objective fuzzy robust optimization approach to sustainable closed-loop supply chain network design." Computers & Industrial Engineering 148 (2020): 106716.
• [106] Özkır, Vildan, Hüseyin Başlıgil. "Multi-objective optimization of closed-loop supply chains in uncertain environment." Journal of Cleaner Production 41 (2013): 114-125.
• [107] Özkır, Vildan, Hüseyin Başlıgil. "Multi-objective optimization of closed-loop supply chains in uncertain environment." Journal of Cleaner Production 41 (2013): 114-125.
• [108] Pishvaee, Mir Saman, Masoud Rabbani, and Seyed Ali Torabi. "A robust optimization approach to closed-loop supply chain network design under uncertainty." Applied mathematical modelling 35.2 (2011): 637-649.
• [109] Pishvaee, Mir Saman, and Jafar Razmi. "Environmental supply chain network design using multi-objective fuzzy mathematical programming." Applied Mathematical Modelling 36.8 (2012): 3433-3446.
• [110] Pozo, Carlos, et al. "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 69.1 (2012): 146-158.
• [111] Raj, Alok, et al. "Supply chain management during and post-COVID-19 pandemic: Mitigation strategies and practical lessons learned." Journal of business research 142 (2022): 1125-1139.
• [112] Rowan, Neil J., John G. Laffey. "Challenges and solutions for addressing critical shortage of supply chain for personal and protective equipment (PPE) arising from Coronavirus disease (COVID19) pandemic–Case study from the Republic of Ireland." Science of the Total Environment 725 (2020): 138532.
• [113] Rume, Tanjena, SM Didar-Ul Islam. "Environmental effects of COVID-19 pandemic and potential strategies of sustainability." Heliyon 6.9 (2020): e04965.
• [114] Saadat, Saeida, Deepak Rawtani, Chaudhery Mustansar Hussain. "Environmental perspective of COVID-19." Science of the Total environment 728 (2020): 138870.
• [115] Sabio, Nagore, et al. "Holistic minimization of the life cycle environmental impact of hydrogen infrastructures using multi-objective optimization and principal component analysis." International journal of hydrogen energy 37.6 (2012): 5385-5405.
• [116] Sabio, Nagore, et al. "Strategic planning with risk control of hydrogen supply chains for vehicle use under uncertainty in operating costs: a case study of Spain." International journal of hydrogen energy 35.13 (2010): 6836-6852.
• [117] Salehi-Amiri, Amirhossein, et al. "Designing a sustainable closed-loop supply chain network for walnut industry." Renewable and Sustainable Energy Reviews 141 (2021): 110821.
• [118] Salema, Maria Isabel Gomes, Ana Paula Barbosa Póvoa, Augusto Q. Novais. "A strategic and tactical model for closed-loop supply chains." OR spectrum 31.3 (2009): 573-599.
• [119] Salema, Maria Isabel Gomes, Ana Paula Barbosa-Povoa, Augusto Q. Novais. "An optimization model for the design of a capacitated multi-product reverse logistics network with uncertainty." European journal of operational research 179.3 (2007): 1063-1077.
• [120] SanJuan-Reyes, Sindy, Leobardo Manuel Gómez-Oliván, Hariz Islas-Flores. "COVID-19 in the environment." Chemosphere 263 (2021): 127973.
• [121] Selvaranjan, Kajanan, et al. "Environmental challenges induced by extensive use of face masks during COVID-19: A review and potential solutions." Environmental Challenges 3 (2021): 100039.
• [122] Shahed, Kazi Safowan, et al. "A supply chain disruption risk mitigation model to manage COVID-19 pandemic risk." Environmental Science and Pollution Research (2021): 1-16.
• [123] Shahedi, Alireza, et al. "A stochastic multi-objective model for a sustainable closed-loop supply chain network design in the automotive industry." Process Integration and Optimization for Sustainability 6.1 (2022): 189-209.
• [124] Sharma, Manu, et al. "Developing a framework for enhancing survivability of sustainable supply chains during and post-COVID-19 pandemic." International Journal of Logistics Research and Applications 25.4-5 (2022): 433-453.
• [125] Sharma, Hari Bhakta, et al. "Challenges, opportunities, and innovations for effective solid waste management during and post COVID-19 pandemic." Resources, conservation and recycling 162 (2020): 105052.
• [126] Sheu, Jiuh-Biing, Yi-Hwa Chou, Chun-Chia Hu. "An integrated logistics operational model for green-supply chain management." Transportation Research Part E: Logistics and Transportation Review 41.4 (2005): 287-313.
• [127] Shirazi, Hossein, Reza Kia, Peiman Ghasemi. "Ranking of hospitals in the case of COVID-19 outbreak: A new integrated approach using patient satisfaction criteria." International Journal of Healthcare Management 13.4 (2020): 312-324.
• [128] Shirazi, Hossein, Reza Kia, Peiman Ghasemi. "A stochastic bi-objective simulation-optimization model for plasma supply chain in case of COVID-19 outbreak." Applied Soft Computing 112 (2021): 107725.
• [129] Sodhi, ManMohan S., Christopher S. Tang. "Supply chain management for extreme conditions: research opportunities." Journal of Supply Chain Management 57.1 (2021): 7-16.
• [130] Soleimani, Hamed, et al. "Fuzzy multi-objective sustainable and green closed-loop supply chain network design." Computers & industrial engineering 109 (2017): 191-203.
• [131] Song, Junnian, et al. "Shared network and supply chain features for synergetic control of carbon and air pollutant emissions." Science of The Total Environment 827 (2022): 154391.
• [132] Somani, Mohit, et al. "Indirect implications of COVID-19 towards sustainable environment: an investigation in Indian context." Bioresource Technology Reports 11 (2020): 100491.
• [133] Thanh, Pham Tien, et al. "No one left behind: risk communication to the street vendors during COVID-19 social distancing." Library Hi Tech, (2021).
• [134] Theophilus, Oluwatosin, et al. "Truck scheduling optimization at a cold-chain crossdocking terminal with product perishability considerations." Computers & Industrial Engineering 156 (2021): 107240.
• [135] Tirkolaee, E. B., Goli, A., Mardani, A. (2021). A novel two-echelon hierarchical location-allocation-routing optimization for green energy-efficient logistics systems. Annals of Operations Research, 1-29.
• [136] Tirkolaee, Erfan Babaee, et al. "Designing a sustainable closed-loop supply chain network of face masks during the COVID-19 pandemic: Pareto-based algorithms." Journal of Cleaner Production 333 (2022): 130056
• [137] Tirkolaee, Erfan Babaee, et al. "A novel model for sustainable waste collection arc routing problem: Pareto-based algorithms." Annals of Operations Research (2022): 1-26.
• [138] Tsiakis, Panagiotis, Nilay Shah, Constantinos C. Pantelides. "Design of multiechelon supply chain networks under demand uncertainty." Industrial & engineering chemistry research 40.16 (2001): 3585-3604.
• [139] Van Doremalen, Neeltje, et al. "Aerosol and surface stability of SARS-CoV-2 as compared with SARS-CoV-1." New England journal of medicine 382.16 (2020): 1564-1567.
• [140] Waltho, Cynthia, Samir Elhedhli, Fatma Gzara. "Green supply chain network design: A review focused on policy adoption and emission quantification." International Journal of Production Economics 208 (2019): 305-318.
• [141] Waltho, Cynthia. "Green Supply Chain Network Design with Emission Sensitive Demand." (2019).
• [142] Wang, Fan, Xiaofan Lai, Ning Shi. "A multi-objective optimization for green supply chain network design." Decision support systems 51.2 (2011): 262-269.
• [143] Xu, Lang, Chuanxu Wang, Junjie Zhao. "Decision and coordination in the dual-channel supply chain considering cap-and-trade regulation." Journal of Cleaner Production 197 (2018): 551-561.
• [144] Yachai, K., Kongboon, R., Gheewala, S. H., Sampattagul, S., Carbon footprint adaptation on green supply chain and logistics of papaya in Yasothon Province using geographic information system. Journal of Cleaner Production, 281, 125214. 2021.
• [145] Yang, Deyan, Dongping Song, and Cunfang Li. "Environmental responsibility decisions of a supply chain under different channel leaderships." Environmental Technology & Innovation 26 (2022): 102212.
• [146] Yi, Yuyin, Jinxi Li. "Cost-sharing contracts for energy saving and emissions reduction of a supply chain under the conditions of government subsidies and a carbon tax." Sustainability 10.3 (2018): 895.
• [147] Yu, Z., Razzaq, A., Rehman, A., Shah, A., Jameel, K., Mor, R. Disruption in global supply chain and socio-economic shocks: a lesson from COVID-19 for sustainable production and assumption. Operations Management Research, (2021). 1-16
• [148] Zahedi, Ali, et al. "Utilizing IoT to design a relief supply chain network for the SARS-COV-2 pandemic." Applied Soft Computing 104 (2021): 107210.
• [149] Zahiri, Behzad, Jun Zhuang, Mehrdad Mohammadi. "Toward an integrated sustainable-resilient supply chain: A pharmaceutical case study." Transportation Research Part E: Logistics and Transportation Review 103 (2017): 109-142.
• [150] Zambrano-Monserrate, Manuel A., María Alejandra Ruano, Luis Sanchez-Alcalde. "Indirect effects of COVID-19 on the environment." Science of the total environment 728 (2020): 138813.
• [151] Zare Mehrjerdi, Yahia, Reza Lotfi. "Development of a mathematical model for sustainable closed-loop supply chain with efficiency and resilience systematic framework." International Journal of Supply and Operations Management 6.4 (2019): 360-388.
• [152] Zeballos, Luis J., et al. "Multi-period design and planning of closed-loop supply chains with uncertain supply and demand." Computers & Chemical Engineering 66 (2014): 151-164.
• [153] Zhalechian, Mohammad, et al. "Sustainable design of a closed-loop location-routing-inventory supply chain network under mixed uncertainty." Transportation research part E: logistics and transportation review 89 (2016): 182-214.
• [154] Zhang, Cheng-Tang, Li-Ping Liu. "Research on coordination mechanism in three-level green supply chain under non-cooperative game." Applied Mathematical Modelling 37.5 (2013): 3369-3379.
• [155] Zhang, Shuzhu, et al. "Multi-objective optimization for sustainable supply chain network design considering multiple distribution channels." Expert Systems with Applications 65 (2016): 87-99.
• [156] Zhang, Yue, et al. "Mapping of water footprint research: A bibliometric analysis during 2006–2015." Journal of Cleaner Production 149 (2017): 70-79.
• [157] Zhang, Hong, Kuan Yang. "Multi-objective optimization for green dual-channel supply chain network design considering transportation mode selection." Supply Chain and Logistics Management: Concepts, Methodologies, Tools, and Applications. IGI Global, 2020. 382-404.
• [158] Zhang, Xuemei, et al. "Extended warranty strategy and its environment impact of remanufactured supply chain." International Journal of Environmental Research and Public Health 19.3 (2022): 1526.
• [159] Zhao, Huanhuan, et al. "Relation between awe and environmentalism: The role of social dominance orientation." Frontiers in psychology 9 (2018): 2367.
• [160] Ziari, Matineh, Mohsen Sheikh Sajadieh. "A joint pricing and network design model for a closed-loop supply chain under disruption (glass industry)." RAIRO - Operations Research 56.1 (2022): 431-444.

Uwagi

Opracowanie rekordu ze środków MNiSW, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2024).