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Optical Flow-Based Analysis of the Relationships between Leaf Wilting and Stem Diameter Variations in Tomato Plants

机译:基于光学流量的番茄植物叶浊和茎直径变化的关系分析

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摘要

The estimation of water stress is critical for the reliable production of high-quality fruits cultivated using the tacit knowledge of expert farmers. Multimodal deep neural network has achieved success in the estimation of stem diameter variations as a water stress index, calculated from leaf wilting and environmental data. However, these studies have not addressed the specific role of leaf wilting in the estimation. Revealing the role of leaf wilting not only ensures the reliability of the estimation model but also provides an opportunity for improving the estimation method. In this paper, we investigated the relationships between leaf wilting and stem diameter variations without resorting to black-box approaches such as deep neural network. To clarify the role of leaf wilting, this study uses cross-correlation analysis to analyze the time lag correlation between leaf wilting, quantified by optical flow, and stem diameter variations as a water stress index. The analysis showed that leaf wilting had a significant time lag correlation with short-term stem diameter variations, which were water stress responses in plants. As the results were consistent with known plant water transport mechanisms, it was suggested that leaf wilting quantified by optical flow can explain short-term stem diameter variations.
机译:水分压力的估计对于使用专业农民的默契知识培养的高质量水果的可靠性估计至关重要。多模式深神经网络在叶子直径变化的估计中取得了成功,作为水分应激指数,由叶萎叶和环境数据计算。然而,这些研究没有解决叶子萎缩在估计中的具体作用。揭示叶子WILing的作用不仅可以确保估计模型的可靠性,而且还提供了改进估计方法的机会。在本文中,我们调查了叶片衰弱和茎直径变化之间的关系,而无需诉诸诸如深神经网络等黑箱方法。为了阐明叶萎的作用,本研究使用互相关分析来分析叶浊,通过光学流量量化的时间滞后相关性,以及作为水应激指数的杆直径变化。该分析表明,叶片萎缩具有与短期茎直径变化的显着时间滞后相关,这是植物中的水分应激反应。结果与已知的植物水运输机制一致,建议通过光学流量量化的叶子萎缩可以解释短期杆直径变化。

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