(CPS)^2: integration of center pivot systems with wireless underground sensor networks for autonomous precision agriculture

Agnelo R. Silva, M. Vuran
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引用次数: 57

Abstract

Precision agriculture (PA) refers to a series of practices and tools necessary to correctly evaluate farming needs and a high density of soil sensors is an essential part of this effort. The accuracy and effectiveness of PA solutions are highly dependent on accurate and timely analysis of the soil conditions. Traditional soil measurements techniques, however, do not provide real-time data and hence, cannot fully satisfy these requirements. Moreover, the use of wired sensors, which usually must be installed and removed frequently, impacts the deployment of a high density of sensor nodes for a certain area. In this paper, a novel cyber-physical system (CPS) is developed through the integration of center pivot systems with wireless underground sensor networks, i.e., (CPS)2 for precision agriculture (PA). The Wireless Underground Sensor Networks (WUSNs) consist of wirelessly connected underground sensor nodes that communicate untethered through soil. A CP provides one of the highest efficient irrigation solutions for agriculture and the integration of WUSNs with the CP structure can provide autonomous irrigation capabilities that are driven by the physical world, i.e., conditions of the soil. However, the wireless communication channel for the soil-air path is significantly affected by many spatio-temporal aspects, such as the location and burial depth of the sensors, the soil texture and moisture, the vegetation canopy, and also the speed of the center pivot engine. Due to the high number of real-time parameters to be considered, a cyber-physical system (CPS) must be developed. In this paper, as a proof-of-concept, the results of empirical experiments with these components are provided. The main characteristics of a precision agriculture CPS are highlighted as a result of the experiments realized with a WUSN built on top of a real-life center pivot system. The experiment results show that the concept of (CPS)2 is feasible and can be made highly reliable using commodity wireless sensor motes. Moreover, it is shown that the realization of (CPS)2 requires non-trivial management due to stochastic real-time communication constraints. Accordingly, guidelines for the development of an efficient (CPS)2 solution are provided. To the best of our knowledge, this is the first work that considers a CPS solution based on WUSNs for precision agriculture.
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(CPS)^2:自主精准农业的中心枢纽系统与无线地下传感器网络的集成
精准农业(PA)是指正确评估农业需求所需的一系列实践和工具,高密度的土壤传感器是这一努力的重要组成部分。PA解决方案的准确性和有效性高度依赖于准确和及时的土壤条件分析。然而,传统的土壤测量技术不能提供实时数据,因此不能完全满足这些要求。此外,有线传感器的使用通常必须频繁地安装和拆卸,这影响了在一定区域内高密度传感器节点的部署。本文通过将中心支点系统与无线地下传感器网络集成,开发了一种新型的信息物理系统(CPS),即用于精准农业(PA)的(CPS)2。无线地下传感器网络(WUSNs)由无线连接的地下传感器节点组成,通过土壤进行不受限制的通信。CP为农业提供了最高效的灌溉解决方案之一,将wusn与CP结构相结合可以提供由物理世界(即土壤条件)驱动的自主灌溉能力。然而,土壤-空气路径的无线通信信道受到许多时空因素的显著影响,如传感器的位置和埋深、土壤质地和湿度、植被冠层以及中心枢轴发动机的速度。由于需要考虑大量的实时参数,因此必须开发一种网络物理系统(CPS)。在本文中,作为概念证明,提供了这些组件的实证实验结果。通过建立在现实生活中心支点系统之上的WUSN实现的实验,突出了精准农业CPS的主要特征。实验结果表明,(CPS)2的概念是可行的,并且可以使用商用无线传感器模块实现高可靠性。此外,由于随机实时通信约束,(CPS)2的实现需要非平凡的管理。因此,本文提供了开发高效(CPS)2解决方案的指导方针。据我们所知,这是第一个考虑基于WUSNs的精准农业CPS解决方案的工作。
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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ICCPS '21: ACM/IEEE 12th International Conference on Cyber-Physical Systems, Nashville, Tennessee, USA, May 19-21, 2021 Demo Abstract: SURE: An Experimentation and Evaluation Testbed for CPS Security and Resilience Poster Abstract: Thermal Side-Channel Forensics in Additive Manufacturing Systems Exploiting Wireless Channel Randomness to Generate Keys for Automotive Cyber-Physical System Security WiP Abstract: Platform for Designing and Managing Resilient and Extensible CPS
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