Modeling strawberry dry matter partitioning, and yield estimation in greenhouse hydroponic production

IF 4.6 2区 农林科学 Q1 HORTICULTURE
Scientia Horticulturae Pub Date : 2026-09-01 Epub Date: 2026-09-19 DOI:10.1016/j.scienta.2026.115141
Maverick C. Mariquit, Melba Salazar-Gutiérrez, Bernardo Chaves-Cordoba, Elina Coneva, Brenda V. Ortiz, Kathy Lawrence, Penelope Perkins-Veazie, Edgar L. Vinson
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引用次数: 0

Abstract

Precise modeling of dry matter (DM) accumulation captures the biomass production and allocation patterns influencing total strawberry yield in greenhouse hydroponic systems. Current models often lack robust integration of canopy development, DM partitioning, and yield formation over multiple production years and cultivars. In this study, a deterministic, modeling framework based on Euler’s method was developed to simulate temporal patterns of aboveground DM accumulation, partitioning, and yield in day-neutral strawberries under greenhouse conditions. The model was parameterized and validated using ‘Albion’ and ‘San Andreas’ cultivars grown in three consecutive production cycles (2022–2025) in Auburn, Alabama, USA. The model captured the relationships between light interception and leaf area index (LAI), across all experimental years (R2 = 0.70–0.89, RMSE =0.06–0.18). Simulated vegetative and total DM followed a sigmoidal pattern consistent with observations, and model performance across plant organs (leaves, crowns, flowers, fruits,) showed high agreement (R² = 0.88–0.99). Over three years, marketable yield was comprised of 60–75% of total yield. In Years 1–3, 'Albion' had a marketable yield of 63, 60, and 75%, while 'San Andreas' had 61, 72, and 74%, respectively. Although economic value is determined by marketable yield, the model simulates the total yield potential where DM allocation reflects growth processes rather than fruit quality determinants of marketability. Higher yields observed in the third production year were associated with increased allocation of DM to reproductive organs. Fruit and flower DM were positively correlated with yield, whereas vegetative and total DM showed a negative association, indicating that reproductive partitioning plays a key role in yield variability. Sensitivity analysis identified light-use efficiency (LUE) as the primary driver of simulated yield across cultivars and years. The extinction coefficient k had a secondary influence under conditions of incomplete light interception. Overall, the model provides an integrated framework linking canopy development, DM accumulation and distribution, and total yield in controlled environments. Further validation across diverse conditions and genotypes and incorporating crop development partitioning will enhance its broader applicability.
温室水培草莓干物质分配模型及产量估算
干物质积累的精确建模捕捉了影响温室水培系统草莓总产量的生物量生产和分配模式。目前的模型往往缺乏对冠层发育、水分分配和多个生产年份和品种的产量形成的强大整合。在本研究中,基于欧拉方法建立了一个确定性建模框架,模拟温室条件下日中性草莓地上DM积累、分配和产量的时间模式。该模型在美国阿拉巴马州奥本的三个连续生产周期(2022-2025)中使用‘ Albion ’和‘ San Andreas ’品种进行参数化和验证。该模型捕获了所有实验年份的光截获与叶面积指数(LAI)之间的关系(R2 = 0.70-0.89,RMSE = 0.06-0.18)。模拟的营养DM和总DM遵循与观测一致的s型模式,模型在植物器官(叶、冠、花、果实)上的表现显示出高度一致性(R² = 0.88-0.99)。三年多来,市场收益率占总收益率的60-75%。在第1-3年,“阿尔比恩”的市场收益率分别为63%、60%和75%,而“圣安德烈亚斯”的市场收益率分别为61%、72%和74%。虽然经济价值是由适销产量决定的,但该模型模拟了总产量潜力,其中DM分配反映的是生长过程,而不是决定适销性的水果质量。第三个生产年观察到的较高产量与DM分配给生殖器官的增加有关。果实和花DM与产量呈正相关,而营养DM和总DM呈负相关,表明生殖分配在产量变异中起关键作用。敏感性分析表明,光利用效率(LUE)是不同品种和年份模拟产量的主要驱动因素。消光系数k在不完全截光条件下具有次要影响。总体而言,该模型提供了一个综合框架,将受控环境下冠层发育、DM积累和分布以及总产量联系起来。在不同条件和基因型下的进一步验证以及纳入作物发育分配将增强其更广泛的适用性。
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来源期刊
Scientia Horticulturae
Scientia Horticulturae 农林科学-园艺
CiteScore
8.60
自引率
4.70%
发文量
796
审稿时长
47 days
期刊介绍: Scientia Horticulturae is an international journal publishing research related to horticultural crops. Articles in the journal deal with open or protected production of vegetables, fruits, edible fungi and ornamentals under temperate, subtropical and tropical conditions. Papers in related areas (biochemistry, micropropagation, soil science, plant breeding, plant physiology, phytopathology, etc.) are considered, if they contain information of direct significance to horticulture. Papers on the technical aspects of horticulture (engineering, crop processing, storage, transport etc.) are accepted for publication only if they relate directly to the living product. In the case of plantation crops, those yielding a product that may be used fresh (e.g. tropical vegetables, citrus, bananas, and other fruits) will be considered, while those papers describing the processing of the product (e.g. rubber, tobacco, and quinine) will not. The scope of the journal includes all horticultural crops but does not include speciality crops such as, medicinal crops or forestry crops, such as bamboo. Basic molecular studies without any direct application in horticulture will not be considered for this journal.
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