农业 5.0 和面向智能农业的可解释人工智能：范围审查

Q1 Multidisciplinary

Emerging Science Journal Pub Date : 2024-04-01 DOI:10.28991/esj-2024-08-02-024

Siti Fatimah Abdul Razak, S. Yogarayan, Md. Shohel Sayeed, Muhammad Izzat Faiz Mohd Derafi

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引用次数: 0

摘要

农业 5.0 的愿景范式将工业 4.0 原则融入农业实践。我们的范围综述探讨了农业 5.0 的前景，强调了可解释人工智能 (XAI) 在塑造这一领域中的关键作用。在《系统综述和元分析范围界定综述首选报告项目》的指导下，我们对 2018 年至 2023 年 9 月发表的 84 篇文章进行了严格分析。我们的研究结果强调了 XAI 在农业 5.0 中的潜力，认识到其对智能农业的影响。我们提出了整合 XAI 的概念框架，强调其对模型透明度和用户信任度的影响。尽管XAI的应用具有变革性，但现有文献往往缺乏对XAI的讨论。我们的目标是弥合这一差距，为智能农业领域的学者、从业人员、政策制定者和教育工作者提供既环保又技术先进的参考。Doi: 10.28991/ESJ-2024-08-02-024 全文：PDF

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Agriculture 5.0 and Explainable AI for Smart Agriculture: A Scoping Review

The visionary paradigm of Agriculture 5.0 integrates Industry 4.0 principles into agricultural practices. Our scoping review explores the landscape of Agriculture 5.0, emphasizing the pivotal role of Explainable AI (XAI) in shaping this domain. Guided by the Preferred Reporting Items for Systematic Review and Meta-Analysis Scoping Review, we rigorously analyzed 84 articles published from 2018 to September 2023. Our findings highlight XAI’s potential within Agriculture 5.0, recognizing its influence on intelligent farming. We propose a conceptual framework for integrating XAI, emphasizing its impact on model transparency and user trust. Despite transformative applications, existing literature often lacks XAI discussions. Our objective is to bridge this gap and provide a reference for academics, practitioners, policymakers, and educators in the field of smart agriculture that is both environmentally friendly and technologically advanced. Doi: 10.28991/ESJ-2024-08-02-024 Full Text: PDF

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