Hyperspectral imaging and analysis of mixed algae species in liquid media

M. Mehrubeoglu, Ming Yang Teng, M. Savage, A. Rafalski, P. Zimba
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引用次数: 6

Abstract

In this paper, a laboratory-based hyperspectral imaging system is used to acquire hyperspectral data cubes from different algae samples of known mixtures. The data are obtained under controlled and repeatable conditions. Hyperspectral image processing is complicated by the size of the corresponding datasets so hyperspectral image pre-processing techniques such as dimensionality reduction are necessary before spectral analysis. We assessed hyperspectral response of mixed algal cultures containing two algae types to characterize the laboratory-based hyperspectral imaging system. Changes in the hyper spectral imaging system's response to variations in volume and combinations of algae concentrations were tested. Preliminary results demonstrate the system's capability to differentiate algal species, concentrations and sample volumes.
液体介质中混合藻类的高光谱成像与分析
本文利用基于实验室的高光谱成像系统,从已知混合物的不同藻类样品中获取高光谱数据立方体。数据是在可控和可重复的条件下获得的。高光谱图像处理因其数据集的大小而变得复杂,因此在光谱分析之前需要进行降维等高光谱图像预处理技术。我们评估了包含两种藻类类型的混合藻类培养物的高光谱响应,以表征基于实验室的高光谱成像系统。测试了高光谱成像系统对体积和藻类浓度组合变化的响应变化。初步结果表明,该系统具有区分藻类种类、浓度和样品体积的能力。
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