arXiv:2512.10213eess.IVcs.RO2025-12

用自适应光学系统自动定位并采集植株传感器的光谱数据

Active Optics for Hyperspectral Imaging of Reflective Agricultural Leaf Sensors

  • 通过激光雷达识别传感器反射特征,再用快镜动态调整相机视角
  • 液态镜头实时调焦,确保不同深度下成像清晰
  • 低成本集成方案适合大规模田间自动化监测

植物健康监测越来越多依赖于植株上安装的传感器以获取实时生理数据,但在复杂的农业环境中高效定位和采样这些传感器仍是重大挑战。本文提出一个集成、自适应且可扩展的系统,通过协调使用低成本光学组件(包括激光雷达、液态透镜、单色相机、滤光轮和快速转向镜)实现对植物传感器的自主检测与探测。系统首先利用激光雷达识别田间传感器的独特反射特征,随后通过快速转向镜动态调整相机视场,精确对准每个传感器进行高光谱成像。液态透镜持续调节焦距,保持不同深度下的图像锐度,从而实现精准光谱测量。我们在受控室内实验中验证了该系统的性能,证明其能够准确检测并追踪反射式植物传感器,并成功获取其光谱数据。据我们所知,目前尚无其他系统整合这些传感与光学模态用于农业监测。本研究为自适应、低成本、自动化植物传感器探测奠定了基础,是实现精准农业中规模化、实时植物健康监测的重要一步。

原文摘要 · Abstract (English)

Monitoring plant health increasingly relies on leaf-mounted sensors that provide real-time physiological data, yet efficiently locating and sampling these sensors in complex agricultural environments remains a major challenge. We present an integrated, adaptive, and scalable system that autonomously detects and interrogates plant sensors using a coordinated suite of low-cost optical components including a LiDAR, liquid lens, monochrome camera, filter wheel, and Fast Steering Mirror (FSM). The system first uses LiDAR to identify the distinct reflective signatures of sensors within the field, then dynamically redirects the camera s field of view via the FSM to target each sensor for hyperspectral imaging. The liquid lens continuously adjusts focus to maintain image sharpness across varying depths, enabling precise spectral measurements. We validated the system in controlled indoor experiments, demonstrating accurate detection and tracking of reflective plant sensors and successful acquisition of their spectral data. To our knowledge, no other system currently integrates these sensing and optical modalities for agricultural monitoring. This work establishes a foundation for adaptive, low-cost, and automated plant sensor interrogation, representing a significant step toward scalable, real-time plant health monitoring in precision agriculture.

农业监测光谱成像自适应光学传感器定位

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