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.
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Univ Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, PeruUniv Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, Peru
Luque Zuniga, Bret Gary
Salazar Calderon, Khiara Aliyah Bet Moreno
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Univ Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, PeruUniv Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, Peru
Salazar Calderon, Khiara Aliyah Bet Moreno
Lanchipa Ale, Teresa Margarita
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Univ Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, PeruUniv Nacl Jorge Basadre Grohmann UNJBG, Ciudad De Tacna 23003, Tacna, Peru
机构:
EM Normandie Business Sch, METIS Lab, Le Havre, FranceSymbiosis Int Deemed Univ, Symbiosis Sch Econ, Pune, Maharashtra, India
Venkatesh, V. G.
Deakins, Eric
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Univ Waikato, Waikato Management Sch, Hamilton, New ZealandSymbiosis Int Deemed Univ, Symbiosis Sch Econ, Pune, Maharashtra, India
Deakins, Eric
Mani, Venkatesh
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Univ Montpellier, Montpellier Business Sch, Montpellier Res Management, Montpellier, FranceSymbiosis Int Deemed Univ, Symbiosis Sch Econ, Pune, Maharashtra, India
Mani, Venkatesh
Kamble, Sachin
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EDHEC Business Sch, Roubaix, FranceSymbiosis Int Deemed Univ, Symbiosis Sch Econ, Pune, Maharashtra, India
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Imam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi Arabia
Alsuwailem, Alhanouf Abdulrahman
Salem, Emad
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Inst Publ Adm, Dept Stat, Riyadh 11141, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi Arabia
Salem, Emad
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Saudagar, Abdul Khader Jilani
AlTameem, Abdullah
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Imam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi Arabia
AlTameem, Abdullah
AlKhathami, Mohammed
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Imam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi Arabia
AlKhathami, Mohammed
Khan, Muhammad Badruddin
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Imam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi ArabiaImam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh 11432, Saudi Arabia
机构:
Ctr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, Spain
Univ Oberta Catalunya, ADaS Lab, Rambla Poblenou 156, Barcelona 08018, SpainCtr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, Spain
Subirats, Laia
Fort, Santi
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Ctr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, SpainCtr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, Spain
Fort, Santi
Atrio, Santiago
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Univ Autonoma Madrid, Dept Comp Engn, Ciudad Univ Cantoblanco, Madrid 28049, SpainCtr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, Spain
Atrio, Santiago
Sacha, Gomez-Monivas
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Univ Autonoma Madrid, Dept Comp Engn, Ciudad Univ Cantoblanco, Madrid 28049, SpainCtr Tecnol Catalunya, Eurecat, C Bilbao 72, Barcelona 08005, Spain