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基于SFM+光學(xué)校正的小麥根系三維重建與表型提取方法
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國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2021YFD1201500)、國(guó)家自然科學(xué)基金項(xiàng)目(32170411)和湖北洪山實(shí)驗(yàn)室開(kāi)放課題(2021hskf005)


Three Dimensional Reconstruction and Phenotype Extraction of Wheat Root System Based on SFM and Optical Correction
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    摘要:

    小麥根系作為關(guān)鍵的水分和養(yǎng)分吸收器官,,其表型特征對(duì)了解小麥生長(zhǎng)狀況及土壤環(huán)境具有重要意義,。然而,根系地下生長(zhǎng)的特性使得其觀測(cè)面臨挑戰(zhàn),。本研究設(shè)計(jì)了一套小麥水生培養(yǎng)裝置,、基于虹吸原理的柔性換液裝置及根系圖像采集系統(tǒng),并針對(duì)該系統(tǒng)開(kāi)發(fā)了圖像光學(xué)折射校正方法,,通過(guò)SFM算法構(gòu)建了根系的三維點(diǎn)云模型,,并提取了相關(guān)表型特征,。試驗(yàn)表明,柔性換液裝置使換液前后根系圖像結(jié)構(gòu)相似度提高至0.98,;折射校正方法使圖像誤差減少62%,。采用提出的裝置及方法對(duì)小麥根系生長(zhǎng)發(fā)育受氮環(huán)境的影響進(jìn)行了探討。研究結(jié)果表明,,在低氮條件下,,小麥根系展現(xiàn)出更深、分布更密集的生長(zhǎng)趨勢(shì),。另外,,相比于氮高效品種,氮低效品種對(duì)氮環(huán)境變化更敏感,。本文提出的裝置及方法有助于高通量植物根系三維表型分析,。

    Abstract:

    Wheat is one of the most important food crops in the world, and its root system serves as a key organ for water and nutrient absorption. Its phenotypic characteristics are of great significance for understanding the growth status of wheat and soil environment. However, the underground growth characteristics of the root system pose challenges for its observation. A wheat aquatic cultivation device, a flexible liquid exchange device based on siphon principle, and a root image acquisition system were developed. An image refraction correction method was developed for the system. Then a three-dimensional point cloud model of the root system was constructed by using SFM algorithm, and relevant surface features were extracted. Experimental results showed that the flexible liquid exchange device increased the similarity of root image structure before and after liquid exchange to 0.98. The refraction correction method reduced image errors by 62%. Furthermore, the proposed device and method were utilized to investigate the influence of nitrogen environment on the growth and development of wheat roots. The research results indicated that under low nitrogen conditions, wheat roots exhibited a deeper and more densely distributed growth trend. In addition, compared with nitrogen efficient varieties, nitrogen inefficient varieties were more sensitive to changes in nitrogen environment. The device and method proposed can contribute to high-throughput three-dimensional phenotype analysis of plant roots, opening up a perspective for root research in the development of smart agriculture driven by big data.

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段凌鳳,王新軼,魏函志,王旭升,楊萬(wàn)能.基于SFM+光學(xué)校正的小麥根系三維重建與表型提取方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2025,56(3):18-26. DUAN Lingfeng, WANG Xinyi, WEI Hanzhi, WANG Xusheng, YANG Wanneng. Three Dimensional Reconstruction and Phenotype Extraction of Wheat Root System Based on SFM and Optical Correction[J]. Transactions of the Chinese Society for Agricultural Machinery,2025,56(3):18-26.

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  • 收稿日期:2024-11-20
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  • 在線發(fā)布日期: 2025-03-10
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