Are artificial intelligence and machine learning suitable to tackle the COVID-19 impacts? An agriculture supply chain perspective
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作者:
Nayal, Kirti
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Natl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai, Maharashtra, IndiaNatl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai, Maharashtra, India
Nayal, Kirti
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Raut, Rakesh D.
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Natl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai, Maharashtra, IndiaNatl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai, Maharashtra, India
Raut, Rakesh D.
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Queiroz, Maciel M.
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Paulista Univ UNIP, Postgrad Program Business Adm, Sao Paulo, Brazil
Univ Prebiteriana Mackenzie, Sch Engn, Sao Paulo, BrazilNatl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai, Maharashtra, India
Purpose This article aims to model the challenges of implementing artificial intelligence and machine earning (AI-ML) for moderating the impacts of COVID-19, considering the agricultural supply chain (ASC) in the Indian context. Design/methodology/approach 20 critical challenges were modeled based on a comprehensive literature review and consultation with experts. The hybrid approach of "Delphi interpretive structural modeling (ISM)-Fuzzy Matrice d' Impacts Croises Multiplication Applique'e a un Classement (MICMAC) - analytical network process (ANP)" was used. Findings The study's outcome indicates that "lack of central and state regulations and rules" and "lack of data security and privacy" are the crucial challenges of AI-ML implementation in the ASC. Furthermore, AI-ML in the ASC is a powerful enabler of accurate prediction to minimize uncertainties. Research limitations/implications This study will help stakeholders, policymakers, government and service providers understand and formulate appropriate strategies to enhance AI-ML implementation in ASCs. Also, it provides valuable insights into the COVID-19 impacts from an ASC perspective. Besides, as the study was conducted in India, decision-makers and practitioners from other geographies and economies must extrapolate the results with due care. Originality/value This study is one of the first that investigates the potential of AI-ML in the ASC during COVID-19 by employing a hybrid approach using Delphi-ISM-Fuzzy-MICMAC-ANP.
机构:
Univ Fed Vicosa, Inst Human & Social Sci, Rio Paranaiba, BrazilUniv Fed Vicosa, Inst Human & Social Sci, Rio Paranaiba, Brazil
Oliveira Pereira, Michele Morais
Silva, Minelle E.
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Excelia Business Sch, Supply Purchasing & Project Management Dept, La Rochelle, FranceUniv Fed Vicosa, Inst Human & Social Sci, Rio Paranaiba, Brazil
Silva, Minelle E.
Hendry, Linda C.
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Univ Lancaster, Management Sch, Dept Management Sci, Lancaster, EnglandUniv Fed Vicosa, Inst Human & Social Sci, Rio Paranaiba, Brazil
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Univ Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
Imperial Coll London, London SW7 2BU, EnglandUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
Akhtar, Pervaiz
Ghouri, Arsalan Mujahid
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Univ Pendidikan Sultan Idris, Fac Management & Econ, Tanjong Malim, MalaysiaUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
Ghouri, Arsalan Mujahid
Khan, Haseeb Ur Rehman
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Univ Pendidikan Sultan Idris, Fac Art Comp & Creat Ind, Tanjong Malim, MalaysiaUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
Khan, Haseeb Ur Rehman
ul Haq, Mirza Amin
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Iqra Univ, Dept Business Adm, Karachi, PakistanUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
ul Haq, Mirza Amin
Awan, Usama
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Inland Norway Univ Appl Sci, Inland Sch Business & Social Sci, Dept Business Adm, Hamar, NorwayUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
Awan, Usama
Zahoor, Nadia
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Queen Mary Univ London, Sch Business & Management, London, EnglandUniv Aberdeen, Business Sch, Kings Coll, Aberdeen AB24 5UA, Scotland
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Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Lv, Hao
Shi, Lei
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Naval Med Univ, Changzheng Hosp, Dept Spine Surg, Shanghai, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Shi, Lei
Berkenpas, Joshua William
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Pacific Lutheran Univ, Tacoma, WA 98447 USAUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Berkenpas, Joshua William
Dao, Fu-Ying
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Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Dao, Fu-Ying
Zulfiqar, Hasan
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Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Zulfiqar, Hasan
Ding, Hui
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Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Ding, Hui
Zhang, Yang
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Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Zhang, Yang
Yang, Liming
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Harbin Med Univ Daqing, Dept Pathophysiol, Harbin, Peoples R ChinaUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
Yang, Liming
Cao, Renzhi
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Pacific Lutheran Univ, Tacoma, WA 98447 USAUniv Elect Sci & Technol China, Ctr Informat Biol, Chengdu, Peoples R China
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Islamic Azad Univ, Dept Elect Engn, Kermanshah Branch, Kermanshah 1477893855, IranUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic
Roshani, Saeed
Roshani, Sobhan
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Islamic Azad Univ, Dept Elect Engn, Kermanshah Branch, Kermanshah 1477893855, IranUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic
Roshani, Sobhan
Bayat-Makou, Nima
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Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S, CanadaUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic
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Islamic Azad Univ, Tehran Med Sci Branch, Fac Med, Med Sci Res Ctr, Tehran 1477893855, IranUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic
Malek, Zahra
Jamshidi, Alireza
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Babol Univ Med Sci, Dent Sch, Babol Sar 4717647745, IranUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic
Jamshidi, Alireza
Kiani, Sarah
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Kermanshah Univ Med Sci, Hlth Technol Inst, Med Biol Res Ctr, Kermanshah 6715847141, IranUniv West Bohemia Pilsen, Dept Electromech Engn & Power Elect KEV, Plzen 30100, Czech Republic