Line Scan Hyperspectral Imaging Framework for Open Source Low-Cost Platforms

高光谱成像 计算机科学 遥感 电流计 成像光谱仪 图像分辨率 人工智能 反褶积 分光计 计算机视觉 光学 激光器 地质学 物理 算法
作者
Akram Al‐Hourani,Sivacarendran Balendhran,Sumeet Walia,Tetiana Hourani
出处
期刊:Remote Sensing [MDPI AG]
卷期号:15 (11): 2787-2787 被引量:5
标识
DOI:10.3390/rs15112787
摘要

With advancements in computer processing power and deep learning techniques, hyperspectral imaging is continually being explored for improved sensing applications in various fields. However, the high cost associated with such imaging platforms impedes their widespread use in spite of the availability of the needed processing power. In this paper, we develop a novel theoretical framework required for an open source ultra-low-cost hyperspectral imaging platform based on the line scan method suitable for remote sensing applications. Then, we demonstrate the design and fabrication of an open source platform using consumer-grade commercial off-the-shelf components that are both affordable and easily accessible to researchers and users. At the heart of the optical system is a consumer-grade spectroscope along with a basic galvanometer mirror that is widely used in laser scanning devices. The utilized pushbroom scanning method provides a very high spectral resolution of 2.8 nm, as tested against commercial spectral sensors. Since the resolution is limited by the slit width of the spectroscope, we also provide a deconvolution method for the line scan in order to improve the monochromatic spatial resolution. Finally, we provide a cost-effective testing method for the hyperspectral imaging platform where the results validate both the spectral and spatial performances of the platform.

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