The world population is anticipated to increase by close to 2 billion by 2050 causing a rapid escalation of food demand. A recent projection shows that the world is lagging behind accomplishing the "Zero Hunger" goal, in spite of some advancements. Socio-economic and well being fallout will affect the food security. Vulnerable groups of people will suffer malnutrition. To cater to the needs of the increasing population, the agricultural industry needs to be modernized, become smart, and automated. Traditional agriculture can be remade to efficient, sustainable, eco-friendly smart agriculture by adopting existing technologies. In this survey paper the authors present the applications, technological trends, available datasets, networking options, and challenges in smart agriculture. How Agro Cyber Physical Systems are built upon the Internet-of-Agro-Things is discussed through various application fields. Agriculture 4.0 is also discussed as a whole. We focus on the technologies, such as Artificial Intelligence (AI) and Machine Learning (ML) which support the automation, along with the Distributed Ledger Technology (DLT) which provides data integrity and security. After an in-depth study of different architectures, we also present a smart agriculture framework which relies on the location of data processing. We have divided open research problems of smart agriculture as future research work in two groups - from a technological perspective and from a networking perspective. AI, ML, the blockchain as a DLT, and Physical Unclonable Functions (PUF) based hardware security fall under the technology group, whereas any network related attacks, fake data injection and similar threats fall under the network research problem group.
翻译:预计到2050年世界人口将增长近20亿,从而导致粮食需求迅速升级。最近的一项预测显示,尽管取得了一些进步,世界仍然落后于实现“零饥饿”目标。社会经济和幸福的效应将影响粮食安全。弱势人群将遭受营养不良。为了满足不断增加的人口的需求,农业产业需要现代化、变得聪明和自动化。传统农业可以通过采用现有技术重新改造为高效、可持续、无害生态的智能农业。在本调查文件中,作者介绍了智能农业的应用、技术趋势、现有数据集、联网选项和挑战。农业机械系统是如何在互联网上建立起来的。农业4.0群体将受到营养不良的影响。我们注重技术,如人工智能情报(AI)和机器学习(MLM),这些技术支持自动化,以及提供数据完整性和安全性的分散技术(DLT ) 。在对不同结构进行深入研究后,我们还展示了在互联网上建立农业物理系统(Agro-Gro-T-T)的威胁如何通过不同的应用领域来讨论。我们从智能的网络的角度来研究。