Towards a Horticulture System of Systems: A case study of Modular Edge AI, Robotics and an Industry Good Digital Twin

N. Pickering, M. Duke, C. Au
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引用次数: 1

Abstract

Horticulture is facing a growing need for innovative approaches to increase productivity, reduce waste, minimise environmental impacts, and mitigate the risk of labour shortages. To meet these challenges, many are turning to Industry 4.0 technology to be more resilient, sustainable and efficient. However, there is a risk of mass adoption failure due to products being developed in silos that impact product usability, availability, interoperability and adaptability. The financial viability of Industry 4.0 technology adoption is also challenging for many crops. This is due to the high variety of activities being required for only short periods of time during the growing season. This paper proposes a Horticulture System of Systems (SoS) approach, that goes beyond data interoperability, to promote the collaboration of individual constituent systems into an equitable, affordable, optimised ecosystem. The paper utilises systems thinking to identify inter-dependencies and potential opportunities (use cases) to leverage Industry 4.0 technology within the kiwifruit industry in New Zealand. A Modular Agritech Systems for Horticulture (MAS-H) concept is proposed focusing on re-usable sensing, image recognition, robotics hardware and software on-orchard, along with an industry-good data gateway and digital twin. The paper concludes with the implementation of two case studies: Kiwifruit Human Assisted Harvesting and Labour Decision Support (flower bud thinning). Future research will focus on the validation of the MAS-H concept within the kiwifruit industry, including application in other use cases and the addition of a sustainable support system. In parallel, the potential application of SoS across the wider horticulture industry will be investigated.
迈向系统的园艺系统:模块化边缘人工智能、机器人技术和行业良好数字孪生的案例研究
园艺正面临着对创新方法的日益增长的需求,以提高生产力,减少浪费,最大限度地减少对环境的影响,并减轻劳动力短缺的风险。为了应对这些挑战,许多企业正在转向工业4.0技术,以提高弹性、可持续性和效率。然而,由于产品是在影响产品可用性、可用性、互操作性和适应性的竖井中开发的,因此存在大规模采用失败的风险。采用工业4.0技术的财务可行性对许多作物来说也是一个挑战。这是由于在生长季节只需要很短的时间就可以进行多种多样的活动。本文提出了一种超越数据互操作性的园艺系统(SoS)方法,以促进各个组成系统之间的协作,形成一个公平、可负担、优化的生态系统。本文利用系统思维来确定相互依赖关系和潜在的机会(用例),以利用新西兰猕猴桃行业的工业4.0技术。提出了一个模块化园艺农业技术系统(MAS-H)概念,重点是可重复使用的传感、图像识别、果园机器人硬件和软件,以及行业良好的数据网关和数字孪生。本文最后进行了猕猴桃人工辅助采收和人工决策支持(花芽稀疏)两个案例研究。未来的研究将集中在验证MAS-H概念在猕猴桃产业中的应用,包括在其他用例中的应用和可持续支持系统的增加。同时,将研究SoS在更广泛的园艺行业中的潜在应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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