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Informing the prediction of forage quality of Mediterranean grasslands using hyperspectral reflectance: Concentration vs content, phenology, and generalisation of models 利用高光谱反射率预测地中海草地的牧草质量:浓度与含量、物候和模型的通用性
IF 5.8 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-18 DOI: 10.1016/j.fcr.2024.109660
Jesús Fernández-Habas, Óscar Perez-Priego, Pilar Fernández-Rebollo
Remote sensing has shown potential to provide accurate and real-time information on grassland forage quality, crucial for the management of livestock systems. However, there are still uncertainties that must be considered to make models reliable and practical. A source of discrepancy regards the measurement unit describing forage quality variables, namely either mass-based concentration (%) or mass per surface area content (kg ha−1). Furthermore, phenological patterns largely influence grassland reflectance and have a strong impact on model accuracy. Also, the generalisation of empirical models in heterogeneous grasslands can hinder their applicability.
遥感技术已显示出提供准确、实时的草原牧草质量信息的潜力,这对畜牧系统的管理至关重要。然而,要使模型可靠实用,还必须考虑一些不确定因素。造成差异的一个原因是描述牧草质量变量的测量单位,即基于质量的浓度(%)或单位表面积质量含量(公斤/公顷-1)。此外,物候模式在很大程度上影响着草地的反射率,并对模型的准确性有很大影响。此外,经验模型在异质草地中的通用性也会妨碍其适用性。
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引用次数: 0
Impact of technology bundling on rice productivity: Insights from participatory on-farm trials in the Philippines 技术捆绑对水稻生产率的影响:菲律宾参与式农田试验的启示
IF 5.8 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-18 DOI: 10.1016/j.fcr.2024.109674
Kristine Samoy-Pascual, Marvelin Rafael, Takeshi Tokida, Virsus Galdonez, Elmer Bautista, Eugene Espique, Edwin Martin, Gio Karlo Evangelista, Manuel Jose Regalado, Masaru Mizoguchi, Sudhir Yadav
While the individual benefits of technologies like alternate wetting and drying (AWD), site-specific nutrient management (SSNM), mechanical transplanting, laser-guided land leveling (LLL), and herbicide application are well-documented, limited information exists on their combined effects on rice productivity and profitability.
虽然交替润湿干燥(AWD)、特定地点养分管理(SSNM)、机械插秧、激光制导土地平整(LLL)和除草剂施用等技术的单独优势已得到充分证明,但有关这些技术对水稻生产率和盈利能力的综合影响的信息却十分有限。
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引用次数: 0
Straw return amplifies the stimulated impact of night-warming on N2O emissions from wheat fields in a rice-wheat rotation system 秸秆还田扩大了稻麦轮作系统中夜间升温对麦田一氧化二氮排放的刺激影响
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-16 DOI: 10.1016/j.fcr.2024.109652
Pan Hou, Lijun Gao, Panqin Jiang, Jinhong Yu, Xiaoxue Liu, Dong Jiang, Weixing Cao, Tingbo Dai, Zhongwei Tian

Context

The rise in winter and spring nighttime temperatures is a hallmark of global climate change, and warming has been proven to stimulate N2O emissions from wheat fields. However, it remains elusive whether this increasing effect is influenced by straw return, a practice considered globally as a future climate-smart agricultural strategy.

Objectives or methods

A 3-year field experiment (2020−2023) was conducted with two straw treatments (S0: straw removal; S1: straw return) and two warming treatments (W0: no-warming; W1: night-warming) to quantify the effects of straw return and night-warming on N2O emissions from wheat fields in a rice-wheat rotation system.

Results

Straw return (S1) boosted post-jointing N2O production, whereas night-warming (W1) stimulated N2O emissions before the booting stage. Notably, the interaction between straw return and night-warming significantly affected seasonal cumulative N2O emissions, with W1 causing an 11.1 % increase under S0 and a more substantial 18.1 % increase observed under S1. Moreover, both S1 and W1 increased N2O warming potential, yield-scaled, and biomass-scaled N2O emissions. Compared to S0W0, soil dissolved organic C and inorganic N content increased in S1W1, while pH declined. Both S1 and W1 enhanced soil nitrification enzyme activity, nitrate reductase activity, and nitrite reductase activity in comparison to their respective controls. Additionally, S1W1 increased N2O production and inhibited N2O reduction by upregulating AOB-amoA and nirS gene abundances and downregulating nosZ gene expression, as evidenced by the elevated (nirS+nirK)/nosZ ratio. Random forest analysis identified that denitrification enzyme activity was the most important factor influencing N2O emissions.

Conclusions or implications

Our findings suggest that rice straw return may amplify the increasing effect of night-warming on N2O emissions from wheat fields. From an environmental protection perspective, straw return under the context of future warming will lead to an increased risk of N2O emissions, which may further exacerbate climate warming.
背景冬春两季夜间气温的上升是全球气候变化的一个标志,气候变暖已被证明会刺激麦田的一氧化二氮排放。然而,这种增加效应是否受秸秆还田的影响仍未可知,而秸秆还田是全球公认的未来气候智能型农业战略。结果秸秆还田(S1)提高了拔节后的 N2O 产量,而夜间增温(W1)则刺激了拔节前的 N2O 排放。值得注意的是,秸秆还田和夜间增温之间的相互作用对季节性累积 N2O 排放量有显著影响,W1 在 S0 条件下会导致 11.1% 的增加,而在 S1 条件下会导致 18.1% 的大幅增加。此外,S1 和 W1 都增加了 N2O 升温潜能值、产量标度和生物量标度的 N2O 排放量。与 S0W0 相比,S1W1 的土壤溶解有机碳和无机氮含量增加,而 pH 值下降。与各自的对照组相比,S1 和 W1 都提高了土壤硝化酶活性、硝酸还原酶活性和亚硝酸还原酶活性。此外,S1W1 通过上调 AOB-amoA 和 nirS 基因丰度以及下调 nosZ 基因表达,增加了 N2O 的产生并抑制了 N2O 的还原,这一点可以从(nirS+nirK)/nosZ 比值的升高得到证明。随机森林分析表明,反硝化酶活性是影响 N2O 排放的最重要因素。从环境保护的角度来看,在未来气候变暖的背景下,秸秆还田将导致 N2O 排放风险增加,从而可能进一步加剧气候变暖。
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引用次数: 0
Competition for light drives yield components in strip intercropping in the Netherlands 光照竞争推动荷兰条状间作的产量构成
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-16 DOI: 10.1016/j.fcr.2024.109647
Zishen Wang, Bei Dong, Tjeerd-Jan Stomph, Jochem B. Evers, Peter E.L. van der Putten, Wopke van der Werf

Context

The partitioning of light between species in intercrops changes over time in relation to the earliness of canopy development of each species, the final plant height, and the growth duration. Seasonal patterns of light capture in crop species mixtures may be reflected in the yield components of the species.

Objective

We test the hypothesis that seasonal patterns of light capture in intercrops can explain intercropping effects on seed number, seed weight, and seed yield in different species mixture compositions, including relay and simultaneous intercrops.

Methods

We determined the seed number per unit land area, thousand-seed weight, and seed yield of maize (Zea mays L.), wheat (Triticum aestivum L.), faba bean (Vicia faba L.), and pea (Pisum sativum L.), grown as four monocrops or as six bi-specific strip intercrops – maize/wheat, maize/faba bean, maize/pea, faba bean/wheat, faba bean/pea, and wheat/pea – in the Netherlands. Species were spring-sown and managed conventionally (i.e., non-organic). Maize was sown and harvested later than the three other species, which had approximately simultaneous growing periods. Light capture by each species before and during seed filling was estimated using a model based on strip width, plant height, and leaf area index. We then assessed the relationships between accumulated light captured per species, seed yield, and its components.

Results

Seed yields in intercrops and monocrops were strongly related to seed number for each species. In relay intercrops, both species had increased seed yield due to an increased number of seeds. Species grown in simultaneous intercrops did not have higher seed yield or seed number than the monocrop, except for faba bean intercropped with wheat or pea. Increased seed number of early-sown species in relay intercrops was related to greater light capture before seed filling compared to monocrops. Increased seed number in maize was associated with better light availability after maize overtopped the companion species. The early-sown species showed trade-offs between seed number and weight, whereas the improved light availability resulting from the early harvesting of companions allowed intercropped maize to fill all seeds to the same extent as monocropped maize did.

Conclusions

Seed yield was more strongly related to seed number than seed weight in all species in both monocrops and intercrops. In relay intercrops, seed yield increases were realised by species filling seeds to take advantage of the larger seed number.

Implications

The findings show the importance of achieving high seed number and effective seed filling for increasing seed yield in conventionally managed strip intercrops under Dutch growing conditions.
背景间作作物中物种间的光分配随时间变化,与每个物种冠层发育的早晚、最终株高和生长持续时间有关。我们验证了一个假设,即间作中光捕获的季节性模式可以解释不同物种混合物(包括接替间作和同时间作)中间作对种子数量、种子重量和种子产量的影响。方法我们测定了玉米(Zea mays L.)、小麦(Triticum aestivum L.)、蚕豆(Vicia faba L.)和豌豆(Pisum sativum L.在荷兰,玉米/小麦、玉米/蚕豆、玉米/豌豆、蚕豆/小麦、蚕豆/豌豆和小麦/豌豆作为四种单作物或六种双特异性条间作物种植。这些品种均为春播,采用常规管理(即非有机管理)。玉米的播种和收获期晚于其他三个品种,而其他三个品种的生长期基本同步。我们使用基于带宽、株高和叶面积指数的模型估算了每个物种在种子灌浆前和灌浆期间的光照捕获量。结果间作和单作的种子产量与每个物种的种子数量密切相关。在接力间作中,由于种子数量增加,两种作物的种子产量都有所提高。除了与小麦或豌豆间作的蚕豆外,同时间作的物种的种子产量或种子数量均不高于单作。与单作相比,间作套种的早播作物种子数量增加与种子灌浆前的光照捕获量增加有关。玉米种子数量的增加与玉米超过伴生物种后更充足的光照有关。早期播种的物种在种子数量和重量之间表现出权衡,而早期收获伴生物种带来的更高光照利用率使间作玉米能够像单作玉米一样使所有种子饱满。研究结果表明,在荷兰种植条件下,实现高种子数和有效的种子填充对于提高常规管理条播间作的种子产量非常重要。
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引用次数: 0
Role of pyrochar amendment toward carbon neutrality of rice paddy field by mitigating methane emission: A global evaluation by meta-analysis 通过减少甲烷排放实现稻田碳中和的热炭修正作用:通过荟萃分析进行全球评估
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-14 DOI: 10.1016/j.fcr.2024.109659
Xinran Liu , Shuai Yin , Shuhan Xu , Jian Lin , Chengming Zhang , Linkui Cao , Qingnan Chu , Zhimin Sha

Context

Mitigating methane (CH4) emissions from the rice paddy is crucial for preventing global warming and achieving carbon neutrality in agroecosystems. While biochars are effective soil amendments for reducing CH4 emissions, their efficacy varies with different feedstocks, soil properties, climate conditions, and field management. A global evaluation needs to be conducted.

Objective

1358 observations based on 189 studies from 22 countries were collected to establish a meta database, aiming to evaluate the impacts of pyrochars and hydrochars on CH4 emission from paddy fields and compare their effectiveness with that of other amendments, including straw, organic fertilizer, and industrial residue.

Methods

The effects of different amendments on CH4 emissions from the rice paddy were assessed using a meta-analysis. Sub-group meta-analysis, multivariate analyses and random forest analyses were used to explore responses to climate factors, amendment properties, and soil properties. The relationship between rice crop yield and CH4 emission under pyrochar amendment was analyzed using linear multiple fitting models.

Results and conclusions

Results show that pyrochar amendment significantly reduced CH₄ emission by 19.9 % (mean lnRR (effect size) = -0.223, 95 % CI (confidence interval): −0.310 −0.135) and had more stable mitigation effects than industrial residue amendment. In contrast, straw amendment significantly increased CH₄ emission, whereas hydrochar, slow-release fertilizer, organic amendment, and straw amendment had negligible impacts. CH4 emission increased by 45.2 % (mean lnRR = 0.427, 95 % CI: 0.215–0.639) in temperate monsoon regions, with no significant effects in tropical monsoon and subtropical monsoon regions. Pyrochar produced from sawdust was most effective in reducing CH4 emissions by 44.7 % (mean lnRR = 0.593 % CI: −0.837 – 0.348). Linear fitting results indicate that pyrochars produced at 550°C, with 55 % carbon and pH 9, achieved the highest mitigation efficacy. The positive correlation between pyrochar amendment rates and CH4 mitigation, along with the optimal nitrogen fertilizer application rates at 220 kg ha−1, underscores the importance of integrated soil management for sustainability. Additionally, pyrochar amendments pose dual benefits on CH4 mitigation and yield increase, essential for sustainable agriculture by enhancing food production without exacerbating climate change.

Significance

These findings provide valuable strategies for applying pyrochars in mitigating greenhouse gas emissions and achieving carbon neutrality in rice-paddy systems.
背景减轻稻田甲烷(CH4)排放对防止全球变暖和实现农业生态系统碳中和至关重要。虽然生物炭是减少甲烷(CH4)排放的有效土壤改良剂,但其功效因原料、土壤特性、气候条件和田间管理的不同而各异。我们收集了来自 22 个国家 189 项研究的 1358 条观测数据,建立了一个荟萃数据库,旨在评估焦炭和水焦炭对水稻田 CH4 排放的影响,并将其效果与其他改良剂(包括秸秆、有机肥料和工业残渣)的效果进行比较。采用分组荟萃分析、多元分析和随机森林分析来探讨气候因素、改良剂特性和土壤特性的影响。使用线性多重拟合模型分析了火炭修正下水稻作物产量与 CH4 排放量之间的关系。结果与结论结果表明,火炭修正显著减少了 19.9% 的 CH₄ 排放量(平均 lnRR(效应大小)=-0.223,95 % CI(置信区间):-0.310-0.135),其减缓效果比工业残渣改良更稳定。相比之下,秸秆改良显著增加了 CH₄ 的排放,而水碳肥、缓释肥、有机改良剂和秸秆改良剂的影响可以忽略不计。在温带季风区,CH4 排放量增加了 45.2%(平均 lnRR = 0.427,95 % CI:0.215-0.639),而在热带季风区和亚热带季风区则无明显影响。用锯末生产的木炭最有效地减少了 44.7% 的 CH4 排放(平均 lnRR = 0.593 % CI:-0.837 - 0.348)。线性拟合结果表明,温度为 550°C、含碳量为 55%、pH 值为 9 的热解炭的减排效果最高。热炭添加量与甲烷减排量之间的正相关关系,以及 220 千克/公顷的最佳氮肥施用量,都强调了综合土壤管理对可持续发展的重要性。此外,热炭添加剂还具有缓解甲烷排放和提高产量的双重效益,在不加剧气候变化的情况下提高粮食产量,对可持续农业至关重要。
{"title":"Role of pyrochar amendment toward carbon neutrality of rice paddy field by mitigating methane emission: A global evaluation by meta-analysis","authors":"Xinran Liu ,&nbsp;Shuai Yin ,&nbsp;Shuhan Xu ,&nbsp;Jian Lin ,&nbsp;Chengming Zhang ,&nbsp;Linkui Cao ,&nbsp;Qingnan Chu ,&nbsp;Zhimin Sha","doi":"10.1016/j.fcr.2024.109659","DOIUrl":"10.1016/j.fcr.2024.109659","url":null,"abstract":"<div><h3>Context</h3><div>Mitigating methane (CH<sub>4</sub>) emissions from the rice paddy is crucial for preventing global warming and achieving carbon neutrality in agroecosystems. While biochars are effective soil amendments for reducing CH<sub>4</sub> emissions, their efficacy varies with different feedstocks, soil properties, climate conditions, and field management. A global evaluation needs to be conducted.</div></div><div><h3>Objective</h3><div>1358 observations based on 189 studies from 22 countries were collected to establish a meta database, aiming to evaluate the impacts of pyrochars and hydrochars on CH<sub>4</sub> emission from paddy fields and compare their effectiveness with that of other amendments, including straw, organic fertilizer, and industrial residue.</div></div><div><h3>Methods</h3><div>The effects of different amendments on CH<sub>4</sub> emissions from the rice paddy were assessed using a meta-analysis. Sub-group meta-analysis, multivariate analyses and random forest analyses were used to explore responses to climate factors, amendment properties, and soil properties. The relationship between rice crop yield and CH<sub>4</sub> emission under pyrochar amendment was analyzed using linear multiple fitting models.</div></div><div><h3>Results and conclusions</h3><div>Results show that pyrochar amendment significantly reduced CH₄ emission by 19.9 % (mean ln<em>RR</em> (effect size) = -0.223, 95 % CI (confidence interval): −0.310 <img> −0.135) and had more stable mitigation effects than industrial residue amendment. In contrast, straw amendment significantly increased CH₄ emission, whereas hydrochar, slow-release fertilizer, organic amendment, and straw amendment had negligible impacts. CH<sub>4</sub> emission increased by 45.2 % (mean ln<em>RR</em> = 0.427, 95 % CI: 0.215–0.639) in temperate monsoon regions, with no significant effects in tropical monsoon and subtropical monsoon regions. Pyrochar produced from sawdust was most effective in reducing CH<sub>4</sub> emissions by 44.7 % (mean ln<em>RR</em> = 0.593 % CI: −0.837 – 0.348). Linear fitting results indicate that pyrochars produced at 550°C, with 55 % carbon and pH 9, achieved the highest mitigation efficacy. The positive correlation between pyrochar amendment rates and CH<sub>4</sub> mitigation, along with the optimal nitrogen fertilizer application rates at 220 kg ha<sup>−1</sup>, underscores the importance of integrated soil management for sustainability. Additionally, pyrochar amendments pose dual benefits on CH<sub>4</sub> mitigation and yield increase, essential for sustainable agriculture by enhancing food production without exacerbating climate change.</div></div><div><h3>Significance</h3><div>These findings provide valuable strategies for applying pyrochars in mitigating greenhouse gas emissions and achieving carbon neutrality in rice-paddy systems.</div></div>","PeriodicalId":12143,"journal":{"name":"Field Crops Research","volume":"319 ","pages":"Article 109659"},"PeriodicalIF":5.6,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Estimating potato aboveground biomass using unmanned aerial vehicle RGB imagery and analyzing its relationship with tuber biomass 利用无人飞行器 RGB 图像估算马铃薯地上生物量并分析其与块茎生物量的关系
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-11 DOI: 10.1016/j.fcr.2024.109657
Yanran Ye , Liping Jin , Chunsong Bian , Guolan Xian , Yongxin Lin , Jiangang Liu , Huachun Guo
<div><h3>Background</h3><div>Monitoring the aboveground biomass (AGB) is critical for assessing crop growth status, predicting yield, and making informed crop management decisions.</div></div><div><h3>Objective</h3><div>This study aimed to develop an efficient and robust model for predicting potato AGB using data derived from unmanned aerial vehicle (UAV) RGB imagery, and to clarify the relationship between AGB and tuber biomass (TB).</div></div><div><h3>Methods</h3><div>Remote sensing images of the potato canopy at multiple growth stages were acquired over two consecutive years (2022–2023), together with synchronous ground-based AGB and TB measurements. Sixty-four candidate variables encompassing spectral, color, structure, and texture features were extracted from the 2022 RGB images. We identified five single variables most sensitive to AGB through correlation analysis, which were then subjected to linear, polynomial, logarithmic, exponential, and power regressions. Recursive feature elimination (RFE) and variance inflation factor (VIF) analyses were used to select multivariate combinations as input parameters for Partial Least Squares (PLS) and Random Forest (RF) models. The optimal single-variable and multivariate regression models were selected based on the Bayesian information criterion (BIC), and subsequently applied to predict AGB in field trial plots for 2023. Additionally, we analyzed the dynamic relationship between AGB and TB, as well as the effects of genotype and nitrogen management on the accuracy of AGB predictions and its relationship with TB.</div></div><div><h3>Results</h3><div>The results showed that: (1) Structural indicators had the highest correlation with AGB among the four features. The linear regression using canopy volume (CVol) as an input parameter (Model 1) exhibited superior performance among the single-variable regression models (R<sup>2</sup> = 0.75, RMSE = 0.42 kg m<sup>−2</sup>, BIC = −272.92). Meanwhile, the RF regression model with canopy cover (CC), maximum canopy height (CH<sub>max</sub>), and average canopy height (CH<sub>mean</sub>) as input parameters (Model 2) had the lowest BIC value of −314.15 (R<sup>2</sup> = 0.82, RMSE = 0.36 kg m<sup>−2</sup>), and its predicted values for the new dataset were significantly correlated with the measured AGB values (correlation coefficient of 0.84). Furthermore, Model 2 showed a stronger predictive power for AGB in plots with the high-erectability genotype ('Zhongshu18', R<sup>2</sup> = 0.78, RMSE = 1.02 kg m<sup>−2</sup>) or those treated with ammonium nitrogen (NH₄⁺-N) (R<sup>2</sup> = 0.75, RMSE = 1.24 kg m<sup>−2</sup>). (2) A significant positive correlation was observed between TB and cumulative AGB, with R² values of 0.77 in 2022 and 0.76 in 2023 (<em>p</em> < 0.01). When the data were analyzed separately by genotype, the linear correlation between TB and cumulative AGB was further enhanced. Moreover, when analyzed by nitrogen form, the correlation under nit
背景监测地上生物量(AGB)对于评估作物生长状况、预测产量和做出明智的作物管理决策至关重要。本研究旨在利用无人飞行器(UAV)RGB图像中获得的数据开发一个高效、稳健的模型,用于预测马铃薯的AGB,并阐明AGB与块茎生物量(TB)之间的关系。方法连续两年(2022-2023 年)采集了马铃薯多个生长阶段冠层的遥感图像,并同步进行了地面 AGB 和块茎生物量测量。从 2022 年的 RGB 图像中提取了 64 个候选变量,包括光谱、颜色、结构和纹理特征。我们通过相关性分析确定了对 AGB 最敏感的五个单一变量,然后对其进行了线性、多项式、对数、指数和幂回归分析。使用递归特征消除(RFE)和方差膨胀因子(VIF)分析选择多变量组合作为偏最小二乘法(PLS)和随机森林(RF)模型的输入参数。根据贝叶斯信息准则(BIC)选择了最优的单变量和多变量回归模型,随后将其用于预测 2023 年田间试验地块的 AGB。此外,我们还分析了 AGB 与 TB 之间的动态关系,以及基因型和氮素管理对 AGB 预测准确性及其与 TB 关系的影响:(结果表明:(1)在四个特征中,结构指标与 AGB 的相关性最高。以冠层容积(CVol)为输入参数的线性回归(模型 1)在单变量回归模型中表现优异(R2 = 0.75,RMSE = 0.42 kg m-2,BIC = -272.92)。同时,以冠层覆盖度(CC)、最大冠层高度(CHmax)和平均冠层高度(CHmean)为输入参数的 RF 回归模型(模型 2)的 BIC 值最低,为-314.15(R2 = 0.82,RMSE = 0.36 kg m-2),且其对新数据集的预测值与 AGB 实测值显著相关(相关系数为 0.84)。此外,模型 2 对高直立性基因型('Zhongshu18',R2 = 0.78,RMSE = 1.02 kg m-2)或施用铵态氮(NH₄⁺-N)(R2 = 0.75,RMSE = 1.24 kg m-2)的地块的 AGB 预测能力更强。(2)TB 与累积 AGB 之间存在明显的正相关,2022 年的 R² 值为 0.77,2023 年为 0.76(p < 0.01)。当按基因型对数据进行单独分析时,TB 与累积 AGB 之间的线性相关进一步增强。结论总之,我们的研究结果表明,结合水平和垂直维度的冠层结构指标与射频算法相结合,在预测 AGB 方面具有最大的潜力,而且随着时间的推移,累积 AGB 可以有效地估计马铃薯 TB,尽管作物基因型和氮素管理会影响 AGB 的估计精度以及生物量分配模式。意义本研究提供了一种高效、经济的方法来准确估算田间马铃薯作物的AGB,这对于预测块根和块茎作物的产量以及优化农艺管理实践非常有价值。
{"title":"Estimating potato aboveground biomass using unmanned aerial vehicle RGB imagery and analyzing its relationship with tuber biomass","authors":"Yanran Ye ,&nbsp;Liping Jin ,&nbsp;Chunsong Bian ,&nbsp;Guolan Xian ,&nbsp;Yongxin Lin ,&nbsp;Jiangang Liu ,&nbsp;Huachun Guo","doi":"10.1016/j.fcr.2024.109657","DOIUrl":"10.1016/j.fcr.2024.109657","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Background&lt;/h3&gt;&lt;div&gt;Monitoring the aboveground biomass (AGB) is critical for assessing crop growth status, predicting yield, and making informed crop management decisions.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Objective&lt;/h3&gt;&lt;div&gt;This study aimed to develop an efficient and robust model for predicting potato AGB using data derived from unmanned aerial vehicle (UAV) RGB imagery, and to clarify the relationship between AGB and tuber biomass (TB).&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;Remote sensing images of the potato canopy at multiple growth stages were acquired over two consecutive years (2022–2023), together with synchronous ground-based AGB and TB measurements. Sixty-four candidate variables encompassing spectral, color, structure, and texture features were extracted from the 2022 RGB images. We identified five single variables most sensitive to AGB through correlation analysis, which were then subjected to linear, polynomial, logarithmic, exponential, and power regressions. Recursive feature elimination (RFE) and variance inflation factor (VIF) analyses were used to select multivariate combinations as input parameters for Partial Least Squares (PLS) and Random Forest (RF) models. The optimal single-variable and multivariate regression models were selected based on the Bayesian information criterion (BIC), and subsequently applied to predict AGB in field trial plots for 2023. Additionally, we analyzed the dynamic relationship between AGB and TB, as well as the effects of genotype and nitrogen management on the accuracy of AGB predictions and its relationship with TB.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;The results showed that: (1) Structural indicators had the highest correlation with AGB among the four features. The linear regression using canopy volume (CVol) as an input parameter (Model 1) exhibited superior performance among the single-variable regression models (R&lt;sup&gt;2&lt;/sup&gt; = 0.75, RMSE = 0.42 kg m&lt;sup&gt;−2&lt;/sup&gt;, BIC = −272.92). Meanwhile, the RF regression model with canopy cover (CC), maximum canopy height (CH&lt;sub&gt;max&lt;/sub&gt;), and average canopy height (CH&lt;sub&gt;mean&lt;/sub&gt;) as input parameters (Model 2) had the lowest BIC value of −314.15 (R&lt;sup&gt;2&lt;/sup&gt; = 0.82, RMSE = 0.36 kg m&lt;sup&gt;−2&lt;/sup&gt;), and its predicted values for the new dataset were significantly correlated with the measured AGB values (correlation coefficient of 0.84). Furthermore, Model 2 showed a stronger predictive power for AGB in plots with the high-erectability genotype ('Zhongshu18', R&lt;sup&gt;2&lt;/sup&gt; = 0.78, RMSE = 1.02 kg m&lt;sup&gt;−2&lt;/sup&gt;) or those treated with ammonium nitrogen (NH₄⁺-N) (R&lt;sup&gt;2&lt;/sup&gt; = 0.75, RMSE = 1.24 kg m&lt;sup&gt;−2&lt;/sup&gt;). (2) A significant positive correlation was observed between TB and cumulative AGB, with R² values of 0.77 in 2022 and 0.76 in 2023 (&lt;em&gt;p&lt;/em&gt; &lt; 0.01). When the data were analyzed separately by genotype, the linear correlation between TB and cumulative AGB was further enhanced. Moreover, when analyzed by nitrogen form, the correlation under nit","PeriodicalId":12143,"journal":{"name":"Field Crops Research","volume":"319 ","pages":"Article 109657"},"PeriodicalIF":5.6,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663336","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The potential of EDAH in promoting kernel formation and grain yield in summer maize EDAH 在促进夏玉米籽粒形成和提高产量方面的潜力
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-11 DOI: 10.1016/j.fcr.2024.109655
Xingxing Wang , Guangnuan Song , Saud Shah , Hao Ren , Baizhao Ren , Jiwang Zhang , Peng Liu , Bin Zhao

Context or problem

Enhancing crop yield by increasing planting density has long been a widely accepted agricultural practice. However, high-density planting is prone to problems, such as increased intraspecific competition. Growth regulators are often used to mitigate the challenges posed by heightened intraspecific competition and the negative effects on kernel setting and final yield associated with dense planting. However, the exact mechanisms of these growth regulators in kernel formation remain unclear.

Objective

The aim of this study was to investigate the regulatory effects of EDAH on spike differentiation and fertilization in summer maize.

Methods

Denghai605 (DH605) and Xianyu335 (XY335) were used as the experimental materials at two planting densities (D1:60,000 plants ha−1 and D2:90,000 plants ha−1), and EDAH was sprayed at different stages (6th, 9th, and 12th leaf stages). Spike differentiation characteristics, grain-filling characteristics, SPAD, stalk cross-sectional area, and yield were determined.

Results

Spraying EDAH at a high planting density (D2) significantly increased the yield of maize, especially after spraying at 9th leaf stage (S2), and the yields of XY335 and DH605 increased by 21.55 % and 12.64 %, respectively, compared with CK. Spraying EDAH accelerated the ear differentiation process and fertilization rate, with the percentage of male tasseling increasing from 3.29 % to 10.33 % and the percentage of female silking increasing by 4.12–15.98 %. The fertilization rate of florets increased by 4.39–7.77 %, and the number of grains per ear increased significantly. In addition, EDAH spraying increased the SPAD value by 1.67–7.70 %, and the cross-sectional area of the third internode increased by 7.83–26.22 %.

Conclusion

Spraying EDAH to promote ear differentiation and optimize physiological characteristics is beneficial for improving the grain-filling rate and ultimately increasing yield. The most significant increase in yield was achieved by spraying EDAH at the 9th leaf stage and was particularly pronounced in the lodging-susceptible variety (XY335).

Implications or significance

These results provide new insights into high-efficiency cultivation methods for varieties with high yield potential but poor density tolerance.
背景或问题长期以来,通过提高种植密度来提高作物产量一直是广为接受的农业实践。然而,高密度种植容易出现问题,如种内竞争加剧。通常使用生长调节剂来缓解种内竞争加剧带来的挑战,以及密集种植对结实率和最终产量的负面影响。方法 以登海605(DH605)和先玉335(XY335)为试验材料,按照两种种植密度(D1:60,000株/公顷-1和D2:90,000株/公顷-1),在不同阶段(第6、9和12叶期)喷施EDAH。结果在高种植密度(D2)下喷施EDAH能显著提高玉米产量,尤其是在第9叶期(S2)喷施后,XY335和DH605的产量分别比CK提高了21.55%和12.64%。喷施 EDAH 加快了穗分化进程和受精率,雄花抽穗率从 3.29 % 提高到 10.33 %,雌花吐丝率提高了 4.12-15.98 %。小花受精率提高了 4.39-7.77 %,每穗粒数显著增加。此外,喷施 EDAH 可使 SPAD 值增加 1.67-7.70 %,第三节间横截面积增加 7.83-26.22 %。在第 9 叶期喷洒 EDAH 的增产效果最为明显,尤其是在易倒伏品种(XY335)上。
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引用次数: 0
Heterogeneous impact of soil acidification on crop yield reduction and its regulatory variables: A global meta-analysis 土壤酸化对作物减产的不同影响及其调节变量:全球荟萃分析
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-09 DOI: 10.1016/j.fcr.2024.109643
Longxu Du , Zhiyu Zhang , Yanqiu Chen , Yue Wang , Chengxiang Zhou , Huaiyu Yang , Wei Zhang
<div><h3>Context</h3><div>Soil acidification poses a severe threat to both global food security and sustainable agriculture. However, a quantitative assessment of its impact on crop yield reduction across different soil conditions and crop varieties is still lacking.</div></div><div><h3>Objectives</h3><div>This study aims to evaluate how soil acidification affects crop yields, root length, crop nutrient uptake, soil nutrients availability, soil microbial biomass carbon, soil microbial biomass nitrogen, and soil microbial biomass phosphorus. Additionally, key factors contributing to yield reduction were identified through random forest model.</div></div><div><h3>Methods</h3><div>A meta-analysis was conducted, involving 1760 observations from 101 peer-reviewed studies.</div></div><div><h3>Results</h3><div>Soil acidification led to an average yield reduction of 13.7 %. Among crops, vegetables are most sensitive to soil acidification, with a reduction in yield of 33 %, while maize and wheat yields decrease by 18.2 % and 18.3 %, respectively. The yield of rice is unaffected by soil acidification. Similarly, in the present study, the yield of leguminous crops is also not affected by soil acidification because the soil pH mainly studied for leguminous crops is slightly acidic (pH ranging from 5.5 to 7.0). Additionally, soil acidification results in a 25.4 % reduction in root length and a 3.1 %-13.6 % decrease in nutrient uptake (nitrogen, phosphorus, potassium, calcium). The soil total nitrogen content, available phosphorus, soil organic matter, and exchangeable calcium were observed to decrease by 11.4 %, 18.1 %, 16.3 %, and 76.8 %, respectively, as affected by soil acidification. The microbial biomass carbon, nitrogen, and phosphorus decreased with pH reduction. The inhibitory effect of acidification on crop yield showed a decreasing and then increasing trend along with the elevated soil organic matter. Quantitative analysis revealed that yield was not inhibited by acidification within a soil pH range of 6.03–6.85. Specifically, for maize and wheat, this range that ensured crops yield was between 6.3 and 7.4, while yields of vegetable crops showed a reduction following soil acidification across all tested pH levels. The random forest prediction model indicates that the annual average rainfall is the main factor affecting the reduction of crop yields due to soil acidification.</div></div><div><h3>Conclusion</h3><div>Severe soil acidification can significantly impede crop yields, especially for vegetables, maize, and wheat. The decline in yield is attributed to the inhibition of root development, and reduced effectiveness of soil nutrients caused by acidification.</div></div><div><h3>Implications</h3><div>The findings provide crucial insights for global strategies aimed at managing acidic soils. It is recommended that soil pH should be maintained near the optimal acidity levels for specific crops to enhance crop yields and ensure global food security.</
背景土壤酸化对全球粮食安全和可持续农业都构成了严重威胁。本研究旨在评估土壤酸化如何影响作物产量、根系长度、作物养分吸收、土壤养分可用性、土壤微生物生物量碳、土壤微生物生物量氮和土壤微生物生物量磷。结果土壤酸化导致平均减产 13.7%。在农作物中,蔬菜对土壤酸化最为敏感,减产33%,玉米和小麦分别减产18.2%和18.3%。水稻的产量不受土壤酸化的影响。同样,在本研究中,豆科作物的产量也不受土壤酸化的影响,因为主要研究豆科作物的土壤 pH 值呈弱酸性(pH 值在 5.5 到 7.0 之间)。此外,土壤酸化导致根长减少 25.4%,养分吸收(氮、磷、钾、钙)减少 3.1%-13.6%。受土壤酸化的影响,土壤全氮含量、可利用磷、土壤有机质和可交换钙分别减少了 11.4 %、18.1 %、16.3 % 和 76.8 %。微生物生物量碳、氮和磷随着 pH 值的降低而减少。酸化对作物产量的抑制作用随着土壤有机质的升高呈现先降后升的趋势。定量分析显示,在土壤 pH 值为 6.03-6.85 的范围内,酸化对产量没有抑制作用。具体来说,对于玉米和小麦来说,确保作物产量的这一范围在 6.3 至 7.4 之间,而蔬菜作物的产量在所有测试的 pH 值范围内都会随着土壤酸化而减少。随机森林预测模型表明,年平均降雨量是影响土壤酸化导致作物减产的主要因素。这些发现为全球酸性土壤管理战略提供了重要启示。建议将土壤 pH 值保持在特定作物的最佳酸度水平附近,以提高作物产量,确保全球粮食安全。
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引用次数: 0
Tillering and floret development dynamics in wheat cultivars of contrasting spike fertility plasticity 穗肥可塑性不同的小麦栽培品种的分蘖和小花发育动态
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-09 DOI: 10.1016/j.fcr.2024.109654
Breno Bicego , Roxana Savin , Christine Girousse , Vincent Allard , Gustavo A. Slafer

Context

Given the significant impact of grain number (GN) on wheat grain yield, it is critical to gain a deeper understanding of the physiological bases of GN determination. The formation of both spike number (SN) and grains per spike (GS) coincides temporally and undergoes a parallel process characterized by the extensive generation of structures (such as tillers or floret primordia), succeeded by substantial degeneration, ultimately leading to a limited number of viable spike-bearing tillers and fertile florets at anthesis. Survival highly depends on resource availability and the existing genetic variability may result in varied SN and GS response to inputs or environmental conditions.

Objectives

We examined the dynamics of tillering and floret primordia initiation and death during late reproductive phase aiming to elucidate the mechanisms underlying the differences in SN and GS plasticity in wheat.

Methods

The number of living tillers and floret primordia developmental stages were recorded periodically on two contrasting genotypes (Ascott and Sy Moisson) regarding their GN components plasticity in response to two levels of shading, two levels of thinning and an unmanipulated control, over two locations (France and Spain). Treatments started at the onset of stem elongation. Shading finished at anthesis.

Results

Survival of tillers and floret primordia rather than their generation was key for the responses to resource availability. Ascott exhibited higher plasticity which was attributed to enhanced tiller and floret primordia survival response, suggesting its superior resource utilization and adaptability to changing conditions. The higher response of florets was observed particularly in the basal spikelets, a portion of the spike that is typically less fertile. Our results emphasize the importance of the final stages of the late reproductive phase to the determination of GN (as during this period the degeneration process occurs) and also corroborates with the evolutionary idea that overproducing primary reproductive structures does not suppose any disadvantage.

Conclusions

Plasticity of GN determinants were mainly related to the responsiveness of survival of initiated structures for both SN and GS. Tiller and floret primordia survival strongly responded to the treatments and the genotypic differences in the spike fertility were mainly related to responses in the basal portion of the spike

Implications or significance

Overall, this study contributes with insights into the physiological bases of GN determination, offering implications for wheat breeding strategies aimed at improving grain yield and adaptability to diverse environments.
背景鉴于穗粒数(GN)对小麦籽粒产量的重大影响,深入了解穗粒数决定的生理基础至关重要。穗粒数(SN)和每穗粒数(GS)的形成在时间上是重合的,并经历了一个平行过程,其特点是结构(如分蘖或小花原基)的大量生成,随后是大量退化,最终在花期形成数量有限的可成穗分蘖和可育小花。我们研究了小麦生殖后期分蘖和小花原基萌发与死亡的动态,旨在阐明小麦SN和GS可塑性差异的内在机制。方法在两个地点(法国和西班牙)定期记录两种对比基因型(Ascott和Sy Moisson)的活茎分蘖数量和小花原基发育阶段,以了解其GN成分的可塑性对两种遮光水平、两种稀植水平和未加干预的对照的反应。处理从茎开始伸长时开始。结果分蘖和小花原基的存活而不是其生成是对资源可用性反应的关键。阿斯克特表现出更高的可塑性,这归因于分蘖和小花原基存活率的提高,表明其资源利用率更高,对变化条件的适应能力更强。小花的较高反应在基部小穗中表现得尤为明显,而基部小穗通常是生育力较低的部分。我们的研究结果强调了生殖后期最后阶段对决定 GN 的重要性(因为在此期间会发生退化过程),同时也证实了进化论的观点,即过量生产初级生殖结构并不会带来任何不利影响。总之,本研究有助于深入了解 GN 决定因素的生理基础,为旨在提高谷物产量和对不同环境适应性的小麦育种战略提供启示。
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引用次数: 0
Long-term integrated soil-crop system management promoted rhizosphere nitrogen cycling and reduced N2O emission of maize 长期土壤-作物系统综合管理促进根瘤氮循环,减少玉米的一氧化二氮排放
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-09 DOI: 10.1016/j.fcr.2024.109641
Ningning Yu, Sher Alam, Baizhao Ren, Bin Zhao, Peng Liu, Jiwang Zhang

Context

Agricultural management practices are changing from the high-yield production to high-efficient production and now sustainable production in order to satisfy the increasing demand for food. We attempted to establish a high-yielding and high-efficient maize production practice, Integrated Soil-Crop System Management (ISCM). The ISCM increased yield and nitrogen use efficiency (NUE), which could be due to changes in the composition and function of the rhizosphere bacterial community, and consequently nutrient utilization.

Objectives

To investigate the rhizosphere microbial community composition response to different production practices and explore the impact of changes in rhizosphere microbes on nitrogen metabolism and yield of maize.

Methods

Based on long-term treatment, optimizing aboveground population canopy and belowground nutrient management to set ISCM. A 12-year treatment was conducted in Tai'an City, Shandong Province, China, with four treatments.

Results

The grain yield and dry matter increment of ISCM were increased by 42.7 % and 36.6 %, compared to farmers practices (FP), respectively, while reducing N2O emissions by 27.8 % and increasing nitrogen use efficiency by 63.7 %, mainly due to improved rhizosphere environments. The soil nitrogen cycle-related microorganisms under FP was decreased compared to ISCM. However, FP enhanced the function of microorganisms associated with gaseous nitrogen loss, resulting in higher N2O emissions and low NUE. The ISCM enriched a wider range of rhizosphere bacterial OTU species, including many nitrogen metabolism-related microorganisms, e.g., Nitrosomonadaceae and Nitrococcales. This leads to faster soil N avalibilty to plants, maintain higher productivity, and reduce N losses. However, a super high-yield system (SY) had the highest yield and lowest NUE. Additinally, SY reduced the expression abundance of most microorganisms associated with the nitrogen cycle, but increased microorganisms gaseous of nitrogen loss function to increased N2O emission.

Conclusions

The improved rhizosphere N metabolism promoted N uptake and reduced N2O emissions. These findings emphasize the availability of ISCM for sustainable agricultural development.
背景为了满足日益增长的粮食需求,农业管理实践正在从高产生产向高效生产和可持续生产转变。我们试图建立一种高产高效的玉米生产方式,即土壤-作物系统综合管理(ISCM)。方法基于长期处理,优化地上部群体冠层和地下养分管理,建立土壤-作物系统综合管理模式。结果ISCM的谷物产量和干物质增量分别比农民实践(FP)提高了42.7%和36.6%,同时减少了27.8%的N2O排放,提高了63.7%的氮利用效率,这主要归功于根圈环境的改善。与 ISCM 相比,FP 条件下与土壤氮循环相关的微生物减少了。然而,FP 增强了与气态氮损失相关的微生物的功能,导致 N2O 排放增加和氮利用效率降低。ISCM 富集了更多的根瘤菌 OTU 物种,包括许多与氮代谢相关的微生物,如亚硝基单胞菌科(Nitrosomonadaceae)和亚硝基球菌科(Nitrococcales)。这导致植物更快地吸收土壤中的氮,保持更高的生产力,并减少氮的损失。然而,超高产系统(SY)的产量最高,氮利用效率最低。此外,SY 降低了与氮循环相关的大多数微生物的表达丰度,但增加了微生物的气态氮损失功能,从而增加了 N2O 排放。这些发现强调了 ISCM 在农业可持续发展中的可用性。
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引用次数: 0
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Field Crops Research
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