Unlocking AI's potential in the food supply chain: A novel approach to overcoming barriers

This paper delves into the challenges impeding the seamless integration of artificial intelligence (AI) within the food supply chain (FSC) and introduces a novel methodological framework that combines the NK Model with the Decision-Making Trial and Evaluation Laboratory (DEMATEL) technique. Through an exhaustive literature analysis and expert discussions, the research identifies and categorizes significant obstacles to AI deployment in the FSC. These hurdles include the imperative for a skilled labor force, financial limits, regulatory complexity and technological limitations. The unique DEMATEL-NK approach highlights the interconnected nature of these barriers, pinpointing the most critical impediments. The study's implications extend to the broader domains of AI adoption in agriculture and the food industry, offering a nuanced perspective for policymakers, industry stakeholders, and researchers. The findings underscore the imperative of overcoming these barriers for the successful implementation of AI technologies in the FSC, promising advancements in efficiency, quality, and sustainability. The innovative methodology not only sheds light on the interconnectedness of these barriers but also provides a systematic approach for prioritizing and implementing solutions. This research offers a fresh viewpoint on barrier relationships, guiding decision-makers in crafting effective strategies and interventions to propel AI integration in the FSC forward.

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Publication Details

Journal
Journal of Agriculture and Food Research
Published
2024-08-09
DOI
https://doi.org/10.1016/j.jafr.2024.101349
Citations
17
Primary Topic
Blockchain Technology Applications and Security
Type
article
Field-Weighted Citation Impact
13.25

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article

Unlocking AI's potential in the food supply chain: A novel approach to overcoming barriers

Nikhil Ghag, Harshad Chandrakant Sonar, Hana Trollman, Sandeep Jagtap
17 citations
Journal of Agriculture and Food Research
Blockchain Technology Applications and Security
13.25
article

Unlocking AI's potential in the food supply chain: A novel approach to overcoming barriers

Nikhil Ghag, Harshad Chandrakant Sonar, Hana Trollman, Sandeep Jagtap
article en
17 citations

Abstract

This paper delves into the challenges impeding the seamless integration of artificial intelligence (AI) within the food supply chain (FSC) and introduces a novel methodological framework that combines the NK Model with the Decision-Making Trial and Evaluation Laboratory (DEMATEL) technique. Through an exhaustive literature analysis and expert discussions, the research identifies and categorizes significant obstacles to AI deployment in the FSC. These hurdles include the imperative for a skilled labor force, financial limits, regulatory complexity and technological limitations. The unique DEMATEL-NK approach highlights the interconnected nature of these barriers, pinpointing the most critical impediments. The study's implications extend to the broader domains of AI adoption in agriculture and the food industry, offering a nuanced perspective for policymakers, industry stakeholders, and researchers. The findings underscore the imperative of overcoming these barriers for the successful implementation of AI technologies in the FSC, promising advancements in efficiency, quality, and sustainability. The innovative methodology not only sheds light on the interconnectedness of these barriers but also provides a systematic approach for prioritizing and implementing solutions. This research offers a fresh viewpoint on barrier relationships, guiding decision-makers in crafting effective strategies and interventions to propel AI integration in the FSC forward.

Journal of Agriculture and Food ResearchVol. 18
Indian Institute of Management Ahmedabad (IN), University of Leicester (GB), Lund University (SE), Symbiosis International University (IN), Cranfield University (GB)
Financial Services Commission
Zero hunger
Openalex Percentile: Top 1%
Blockchain Technology Applications and Security
13.25
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