A multispectral camera in the VIS–NIR equipped with thermal imaging and environmental sensors for non invasive analysis in precision agriculture

IF 2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Dumitru Scutelnic , Riccardo Muradore , Claudia Daffara
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引用次数: 0

Abstract

Multispectral imaging (MSI) is a technique used to inspect materials properties in different domains, ranging from industrial to medical and cultural heritage and, recently, precision agriculture. Even though several MSI solutions are already commercially available, the research community is working to optimize multispectral cameras in terms of performance and cost. Systems for the agricultural field are usually very compact, combined with drones for large areas acquisition. In this work, we detail the implementation of an innovative, modular and low-cost solution of a multispectral camera based on three core camera systems in the optical (VIS–NIR) and thermal (LWIR) range. Multispectral imaging is performed with a rotating wheel of interchangeable band-pass filters. The system is also equipped with a set of environmental sensors to acquire CO2 concentration values, light intensity, temperature, and relative humidity of the surrounding environment. The technology and the measurement protocol were experimentally validated in laboratory and in open field. Advantages with respect to the available MSI cameras mounted on UAV is the integrated imaging in both the reflectance and the thermal emissive band in a close-up imaging setup and the use of environmental sensors. From the multispectral stack the spectral signature of the plants can be obtained and various vegetation indices (e.g., NDVI, NDRE) can be calculated for investigating the health status of the plant, while thermography provide additional monitoring. Close-up multispectral imaging is expected to tackle the new challenges of precision agriculture by enabling the acquisition of high-quality dataset on single plants.

Abstract Image

配备热成像和环境传感器的 VIS-NIR 多光谱照相机,用于精准农业的非侵入式分析
多光谱成像(MSI)是一种用于检测不同领域材料特性的技术,包括工业、医疗和文化遗产,以及最近的精准农业。尽管已有多种 MSI 解决方案投入市场,但研究界仍在努力优化多光谱相机的性能和成本。用于农业领域的系统通常非常紧凑,结合无人机进行大面积采集。在这项工作中,我们详细介绍了基于光学(VIS-NIR)和热学(LWIR)范围内三个核心相机系统的创新型、模块化和低成本多光谱相机解决方案的实施情况。多光谱成像是通过一个可互换带通滤光片的旋转轮来实现的。该系统还配备了一套环境传感器,用于获取周围环境的二氧化碳浓度值、光照强度、温度和相对湿度。该技术和测量协议已在实验室和露天场地进行了实验验证。与现有的安装在无人机上的 MSI 相机相比,该技术的优势在于通过特写成像设置对反射波段和热辐射波段进行综合成像,并使用环境传感器。通过多光谱叠加可获得植物的光谱特征,并计算出各种植被指数(如 NDVI、NDRE),以调查植物的健康状况,同时热成像技术还可提供额外的监测。通过获取单株植物的高质量数据集,特写多光谱成像技术有望应对精准农业的新挑战。
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来源期刊
HardwareX
HardwareX Engineering-Industrial and Manufacturing Engineering
CiteScore
4.10
自引率
18.20%
发文量
124
审稿时长
24 weeks
期刊介绍: HardwareX is an open access journal established to promote free and open source designing, building and customizing of scientific infrastructure (hardware). HardwareX aims to recognize researchers for the time and effort in developing scientific infrastructure while providing end-users with sufficient information to replicate and validate the advances presented. HardwareX is open to input from all scientific, technological and medical disciplines. Scientific infrastructure will be interpreted in the broadest sense. Including hardware modifications to existing infrastructure, sensors and tools that perform measurements and other functions outside of the traditional lab setting (such as wearables, air/water quality sensors, and low cost alternatives to existing tools), and the creation of wholly new tools for either standard or novel laboratory tasks. Authors are encouraged to submit hardware developments that address all aspects of science, not only the final measurement, for example, enhancements in sample preparation and handling, user safety, and quality control. The use of distributed digital manufacturing strategies (e.g. 3-D printing) is encouraged. All designs must be submitted under an open hardware license.
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