Toward an Automated System for Nondestructive Estimation of Plant Biomass.

IF 2.3 3区 生物学 Q2 PLANT SCIENCES Plant Direct Pub Date : 2025-03-19 eCollection Date: 2025-03-01 DOI:10.1002/pld3.70043
Randall Kliman, Yuankai Huang, Ye Zhao, Yongsheng Chen
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Abstract

Accurate and nondestructive estimation of plant biomass is crucial for optimizing plant productivity, but existing methods are often expensive and require complex experimental setups. To address this challenge, we developed an automated system for estimating plant root and shoot biomass over the plant's lifecycle in hydroponic systems. This system employs a robotic arm and turntable to capture 40 images at equidistant angles around a hydroponically grown lettuce plant. These images are then processed into silhouettes and used in voxel-based volumetric 3D reconstruction to produce detailed 3D models. We utilize a space carving method along with a raytracing-based optical correction technique to create high-accuracy reconstructions. Analysis of these models demonstrates that our system accurately reconstructs the plant root structure and provides precise measurements of root volume, which can be calibrated to indicate biomass.

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植物生物量无损估测自动化系统的研究。
准确、无损地估算植物生物量对优化植物生产力至关重要,但现有的方法往往昂贵且需要复杂的实验设置。为了应对这一挑战,我们开发了一个自动化系统,用于估算水培系统中植物生命周期内的根和茎生物量。该系统采用机械臂和转盘,以水培方式种植的生菜周围等距角度拍摄40张照片。然后将这些图像处理成轮廓,并用于基于体素的体积3D重建,以生成详细的3D模型。我们利用空间雕刻方法以及基于光线追踪的光学校正技术来创建高精度的重建。这些模型的分析表明,我们的系统准确地重建了植物的根结构,并提供了根体积的精确测量,可以校准以指示生物量。
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来源期刊
Plant Direct
Plant Direct Environmental Science-Ecology
CiteScore
5.00
自引率
3.30%
发文量
101
审稿时长
14 weeks
期刊介绍: Plant Direct is a monthly, sound science journal for the plant sciences that gives prompt and equal consideration to papers reporting work dealing with a variety of subjects. Topics include but are not limited to genetics, biochemistry, development, cell biology, biotic stress, abiotic stress, genomics, phenomics, bioinformatics, physiology, molecular biology, and evolution. A collaborative journal launched by the American Society of Plant Biologists, the Society for Experimental Biology and Wiley, Plant Direct publishes papers submitted directly to the journal as well as those referred from a select group of the societies’ journals.
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