用于植物叶片光谱分析的便携式工具,采用多通道检测器,可更快地获取数据

Q3 Physics and Astronomy Instruments Pub Date : 2024-03-17 DOI:10.3390/instruments8010024
Juan Botero-Valencia, E. Reyes-Vera, E. Ospina-Rojas, Flavio Prieto-Ortiz
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引用次数: 0

摘要

本研究设计了一种新型系统,以提高便携式紧凑型仪器的数据采集效率,该仪器专门用于对各种表面(包括植物叶片)和需要在 410 至 915 纳米范围内进行表征的材料进行光谱分析。拟议的系统包含两个九波段探测器,分别安装在目标表面的顶部和底部,每个探测器都配有一个数字可控发光二极管。探测器能够测量反射和透射特性,具体取决于 LED 的配置。具体来说,当上部 LED 灯启动时,下部探测器在没有 LED 灯的情况下工作,从而能够精确测量透过样品的光线。在随后的迭代中,该过程会反向进行,从而有助于准确评估目标表面每一面的反射和透射情况。为了保证可靠性,误差估计采用了颜色校验器,然后使用 TinyML 技术将多层感知器 (MLP) 实现集成到微控制器 (MCU) 中,以进行实时精细数据采集。该系统由 3D 打印元件和高性价比电子元件构成。它还支持 USB 或蓝牙通信进行数据传输。这种创新型检测器标志着光谱分析技术的重大进步,特别是在植物研究领域,为疾病检测和营养缺乏评估提供了可能。
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A Portable Tool for Spectral Analysis of Plant Leaves That Incorporates a Multichannel Detector to Enable Faster Data Capture
In this study, a novel system was designed to enhance the efficiency of data acquisition in a portable and compact instrument dedicated to the spectral analysis of various surfaces, including plant leaves, and materials requiring characterization within the 410 to 915 nm range. The proposed system incorporates two nine-band detectors positioned on the top and bottom of the target surface, each equipped with a digitally controllable LED. The detectors are capable of measuring both reflection and transmission properties, depending on the LED configuration. Specifically, when the upper LED is activated, the lower detector operates without its LED, enabling the precise measurement of light transmitted through the sample. The process is reversed in subsequent iterations, facilitating an accurate assessment of reflection and transmission for each side of the target surface. For reliability, the error estimation utilizes a color checker, followed by a multi-layer perceptron (MLP) implementation integrated into the microcontroller unit (MCU) using TinyML technology for real-time refined data acquisition. The system is constructed with 3D-printed components and cost-effective electronics. It also supports USB or Bluetooth communication for data transmission. This innovative detector marks a significant advancement in spectral analysis, particularly for plant research, offering the potential for disease detection and nutritional deficiency assessment.
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来源期刊
Instruments
Instruments Physics and Astronomy-Instrumentation
CiteScore
2.60
自引率
0.00%
发文量
70
审稿时长
11 weeks
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