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Combining production ecology principles with random forest to model potato yield in China 结合生产生态学原理和随机森林建立中国马铃薯产量模型
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-04 DOI: 10.1016/j.fcr.2024.109619
Qiuhong Huang , Gerard B.M. Heuvelink , Ping He , Johan G.B. Leenaars , Antonius G.T. Schut

Context

The random forest model (RF) has been widely applied for crop yield prediction. However, extrapolation, measurement errors, and uncertainty arising from limited predictive power of covariates may affect the model performance.

Objective

This study aimed to interpret and assess the accuracy of RF for potato yield prediction in China and quantify the main sources of uncertainty using the C.T. de Wit’s three-quadrant diagram.

Methods

A dataset including 2182 plot-year combinations was derived from 63 potato field experiments covering nine Chinese provinces and three years. Model performance was evaluated by 10-fold cross-validation (CV), leave-block-out (LBOCV), leave-site-out (LSOCV), and leave-year-out cross-validation (LYOCV).

Results

The root mean square error (RMSE) was 3.5, 8.3, 9.9 and 10.3 t ha−1, while the model efficiency coefficient (MEC) was 0.92, 0.64, 0.52 and 0.43 for 10-fold CV, LBOCV, LSOCV and LYOCV, respectively. Cumulated sunshine duration and topography position index were the most important covariates, while fertiliser variables were identified as least important for yield modelling. The standard deviation of the yield replicate variability estimated by a linear model accounted for 32 % of the RMSE for LSOCV. Introducing measured uptake of nutrient omission treatments, uptake of all treatments, and yields of nutrient omission treatments as additional covariates decreased the LSOCV RMSE by 2.3 t ha−1 on average.

Conclusions

The fitted models could explain up to 92 % of potato yield variability in China, although there was a considerable residual error when extrapolating to other areas or years. Yield replicate variability accounted for one-third of the residual error. Information about physiological efficiency was the main source of uncertainty, followed by available soil nutrients. Fertiliser recovery was least important because most of the experiments were conducted in fertile fields.

Implications

Combining a RF model with the three-quadrant diagram allows to better explain yield prediction uncertainty. The methodology used in this study can be applied to other crops, countries and data-driven models.
背景随机森林模型(RF)已被广泛应用于作物产量预测。本研究旨在利用 C.T. de Wit 的三象限图解释和评估 RF 在中国马铃薯产量预测中的准确性,并量化不确定性的主要来源。方法从 63 个马铃薯田间试验中提取数据集,包括 2182 个小区-年份组合,覆盖中国 9 个省和 3 个年份。通过 10 倍交叉验证(CV)、排除法(LBOCV)、排除法(LSOCV)和排除法(LYOCV)对模型性能进行了评估。结果 10 倍 CV、LBOCV、LSOCV 和 LYOCV 的均方根误差(RMSE)分别为 3.5、8.3、9.9 和 10.3 t ha-1,模型效率系数(MEC)分别为 0.92、0.64、0.52 和 0.43。累积日照时间和地形位置指数是最重要的协变量,而肥料变量被认为对产量建模最不重要。线性模型估计的产量重复变异性标准偏差占 LSOCV RMSE 的 32%。结论:拟合模型可解释中国高达 92% 的马铃薯产量变异,尽管在推断其他地区或年份时存在相当大的残差误差。产量重复变异占残余误差的三分之一。生理效率信息是不确定性的主要来源,其次是可用土壤养分。将 RF 模型与三象限图相结合,可以更好地解释产量预测的不确定性。本研究中使用的方法可应用于其他作物、国家和数据驱动模型。
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引用次数: 0
The split injection of water-soluble fertilizers effectively reduces N2O, CH4 and NH3 emissions while simultaneously improving rice yield and harvest index 分次喷洒水溶性肥料可有效减少 N2O、CH4 和 NH3 排放,同时提高水稻产量和收获指数
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-02 DOI: 10.1016/j.fcr.2024.109637
Yuanlin Yao , Ke Zeng , Zhuoma Deji , Zejing Zhao , Haitao Wang
Mitigating environmental impacts while enhancing grain yield is essential for sustainable rice production. One-time urea deep placement (UDP) has been recognized for its potential to reduce nitrogen (N) loss and improve rice yield. However, this method applies an excessive amount of nitrogen as a basal fertilizer, which increases N₂O emissions during the mid-season aeration (MSA) phase and promotes straw biomass over grain yield, consequently reducing the harvest index (HI). The split injection of water-soluble fertilizers (IF) could present a viable alternative solution. Nevertheless, no studies have yet investigated the environmental and agronomic effects of IF in rice production fields. Therefore, a three-year field experiment was conducted with six treatments: three-split urea broadcasting (BU), one-time UDP (UDP(10:0)), one-time IF (IF(10:0)), two-split IF with a 6:4 ratio (IF(6:4)), two-split IF with a 5:5 ratio (IF(5:5)), and a control without N (CK) in an intensive rice cropping system in China. Results showed that one-time UDP produced the lowest HI and increased N2O emissions by 146 % compared to BU, due to surplus N provision until the MSA stage. In contrast, two-split IF treatments increased straw biomass by 7 %-9 % while improving rice yield by 13 %-14 % compared to BU and resulting in the highest HI, due to the reduced injection dosage of basal fertilizer and sufficient spike fertilizer injection, which in turn avoided surplus N at the MSA stage, thus decreasing total N2O emissions by 15 %-28 % compared to BU. All deep fertilization treatments reduced CH4 emissions by 43 %-67 % compared to BU. All IF treatments produced the parallel highest net economic benefit (NEB) of all treatments. Moreover, IF(6:4) reduced greenhouse gas intensity (GHGI) by 56 % compared to BU, and completely eliminated NH3 volatilization. In conclusion, a two-split IF with a basal and spike fertilizer ratio of 6:4 is a promising strategy for reducing GHGI and NH3 emissions while simultaneously improving rice yield, HI and NEB in paddy rice fields. Expanding split IF technology will greatly contribute to the green development of rice production.
在提高粮食产量的同时减轻对环境的影响对水稻的可持续生产至关重要。一次性尿素深施(UDP)被认为具有减少氮(N)流失和提高水稻产量的潜力。然而,这种方法施用了过量的氮作为基肥,增加了季中通气期(MSA)的氮排放,促进了秸秆生物量而非谷物产量,从而降低了收获指数(HI)。分次喷施水溶性肥料(IF)是一种可行的替代解决方案。然而,目前还没有研究调查水溶性肥料在水稻生产中对环境和农艺的影响。因此,在中国的一个密集型水稻种植系统中进行了一项为期三年的田间试验,共采用了六种处理方法:三次分次施用尿素(BU)、一次性施用 UDP(UDP(10:0))、一次性施用 IF(IF(10:0))、两次分次施用比例为 6:4 的 IF(IF(6:4))、两次分次施用比例为 5:5 的 IF(IF(5:5))以及不施氮肥的对照(CK)。结果表明,一次性 UDP 产生的 HI 最低,与 BU 相比,N2O 排放量增加了 146%,这是由于在 MSA 阶段之前提供了过剩的氮。相比之下,两次分次深施中效肥处理的秸秆生物量增加了7%-9%,水稻产量提高了13%-14%,HI最高,原因是基肥施用量减少,穗肥施用量充足,从而避免了MSA阶段的氮过剩,使N2O总排放量比BU减少了15%-28%。与基肥相比,所有深施肥处理都减少了 43%-67% 的甲烷排放量。在所有处理中,所有 IF 处理产生的净经济效益(NEB)都是最高的。此外,IF(6:4)比 BU 减少了 56% 的温室气体强度 (GHGI),并完全消除了 NH3 的挥发。总之,基肥和穗肥比例为 6:4 的两分法中耕技术是一种很有前途的策略,它能减少水稻田的温室气体排放和 NH3 排放,同时提高水稻产量、HI 和 NEB。推广分次中耕技术将极大地促进水稻生产的绿色发展。
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引用次数: 0
Estimating wheat partitioning coefficient using remote sensing and its coupling with a crop growth model 利用遥感及其与作物生长模型的耦合估算小麦分配系数
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-01 DOI: 10.1016/j.fcr.2024.109620
Yining Tang , Yuanyuan Pan , Yuejiao Zhao , Xin Li , Jiaoyang He , Caili Guo , Hengbiao Zheng , Xia Yao , Tao Cheng , Yan Zhu , Weixing Cao , Yongchao Tian

Context

Accurately estimating the partitioning of daily photosynthetic assimilates among different plant organs is crucial for understanding crop growth and yield formation. However, challenges in field measurements, especially in assessing belowground biomass, hinder precise evaluation of the partitioning process.

Objective

This study developed a novel approach to estimate time series of partitioning coefficient (PC) using unmanned aerial vehicle (UAV) images.

Methods

Firstly, UAV-based remote sensing data was utilized to estimate leaf biomass growth (Gleaf), aboveground biomass growth (Gabove), leaf area index (LAI), and leaf chlorophyll content (LCC). Next, total wheat growth (Gtotal) was estimated by integrating LAI and LCC into a photosynthesis model. Finally, the leaf partitioning coefficient (LPC) and aboveground partitioning coefficient (APC) were calculated by combining Gleaf, Gabove, and Gtotal.

Results

The proposed method effectively captured the variability of partitioning coefficients (PCs) across different phenological stages and treatments, with a relative root mean square error (RRMSE) of 24 % between the estimated and measured average LPC (ALPC). The theoretical RRMSE for the estimated average APC (AAPC) derived from a synthetic dataset was 29 %. By incorporating the estimated PCs into a crop model, the simulation accuracy for aboveground biomass (AGB) and leaf dry matter weight (LDW) improved, achieving RRMSEs of 12 % and 11 %, respectively, while simulations based on default PCs in the APSIM model resulted in overestimation.

Conclusions

This study achieved a high-throughput estimation for the wheat partitioning coefficient.

Implications

The proposed approach holds promise for advancing our understanding of photo-assimilate partitioning.
背景准确估算每日光合同化物在不同植物器官之间的分配对于了解作物生长和产量形成至关重要。方法首先,利用无人机遥感数据估算叶片生物量增长(Gleaf)、地上生物量增长(Gabove)、叶面积指数(LAI)和叶片叶绿素含量(LCC)。然后,通过将 LAI 和 LCC 纳入光合作用模型,估算出小麦的总生长量(Gtotal)。最后,结合 Gleaf、Gabove 和 Gtotal 计算出叶片分配系数(LPC)和地上部分配系数(APC)。结果所提出的方法有效地捕捉了分配系数(PCs)在不同物候期和处理中的变异性,估计的平均叶片分配系数(ALPC)与测量的平均叶片分配系数(ALPC)之间的相对均方根误差(RRMSE)为 24%。从合成数据集得出的估计平均 APC (AAPC) 的理论 RRMSE 为 29%。通过将估算的 PCs 纳入作物模型,地上生物量(AGB)和叶干物质重量(LDW)的模拟精度有所提高,RRMSE 分别为 12 % 和 11 %,而基于 APSIM 模型中默认 PCs 的模拟结果则估计过高。
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引用次数: 0
Effect of sulfur and potassium foliar applications on wheat grain protein quality 叶面喷施硫磺和钾对小麦籽粒蛋白质质量的影响
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-31 DOI: 10.1016/j.fcr.2024.109639
Fujuan Zang, Meng Zhang, Qin Zhou, Xiao Wang, Yingxin Zhong, Mei Huang, Tingbo Dai, Dong Jiang, Jian Cai

Context

The effects of sulfur and potassium fertilizers on wheat yield and quality have been well studied, but most of them are used as basal fertilizers. However, the root system is senescent at the later stages of wheat growth and cannot absorb sufficient sulfur and potassium fertilizers plant needed. It is still unclear whether sulfur and potassium foliar applications at the later stages can affect wheat yield and quality.

Objective

This experiment was conducted to investigate the changes of sulfur and potassium accumulation and transport, protein synthesis and flour processing quality after foliar application of sulfur and potassium fertilizers, transport and the relating physiological mechanisms.

Methods

In 2020–2021 and 2021–2022, a three-factor split plot experiment was carried out in the middle and lower reaches of Yangtze River, with wheat variety, concentration of sulfur fertilizer and potassium fertilizer served as main factor, subfactor and sub-subfactor respectively.

Results

In the study from 2020 to 2022, the albumin protein content of both varieties decreased in the nutrient spraying treatment, particularly in the high potassium level. However, there was no significant effect on the globulin content. Moreover, the gliadin protein content decreased in the sulfur spraying treatment alone, but significantly increased the wheat gluten content, and thereby the total protein content. We also found significant genotypic differences in the composition and content of high molecular weight wheat glutenin subunits (HMW-GS) between the two varieties. The foliar spraying of sulfur and potassium fertilizers significantly increased the content of subunits 1 and 8 in Yangmai (YM15) and subunits 7 and 12 in Yangmai (YM16), and the effect of mixed spraying was better than single-nutrient spraying, especially the amount of 0.2 % sulfur and 0.3 % potassium fertilizer treatment.

Conclusions

The superimposed effect of sulfur and potassium effectively increased the total protein content by promoting the accumulation of sulfur in transit to the seeds, increasing the substrate supply level, and enhancing enzyme activity. Although sulfur and potassium combination can improve the grain protein quality and flour processing quality, too high spraying concentrations can decrease the flour processing quality.

Implications

Spraying the appropriate amount of 0.2 % sulfur and 0.3 % potassium fertilizer can serve as an optimization measure for high-quality and efficient production of different types of wheat varieties.
背景硫肥和钾肥对小麦产量和品质的影响已得到充分研究,但它们大多被用作基肥。然而,小麦生长后期根系衰老,无法吸收植物所需的足够硫肥和钾肥。本实验旨在研究叶面喷施硫肥和钾肥后,硫肥和钾肥的积累与运输、蛋白质合成和面粉加工品质的变化、运输及相关生理机制。方法于 2020-2021 年和 2021-2022 年在长江中下游地区进行三因素小区试验,分别以小麦品种、硫肥浓度和钾肥浓度为主因素、次因素和子因素。但对球蛋白含量没有明显影响。此外,在单独喷洒硫磺的处理中,麦胶蛋白含量下降,但小麦面筋含量却显著增加,从而增加了总蛋白含量。我们还发现,两个品种的高分子量小麦谷蛋白亚基(HMW-GS)的组成和含量存在明显的基因型差异。叶面喷施硫肥和钾肥可显著提高扬麦(YM15)1号和8号亚基以及扬麦(YM16)7号和12号亚基的含量,混合喷施的效果优于单一营养元素喷施,尤其是0.2 %硫肥和0.结论 硫钾的叠加效应通过促进硫在种子转运过程中的积累、提高基质供应水平和增强酶活性,有效提高了总蛋白含量。意义喷施适量的 0.2 % 硫肥和 0.3 % 钾肥可作为不同类型小麦品种优质高效生产的优化措施。
{"title":"Effect of sulfur and potassium foliar applications on wheat grain protein quality","authors":"Fujuan Zang,&nbsp;Meng Zhang,&nbsp;Qin Zhou,&nbsp;Xiao Wang,&nbsp;Yingxin Zhong,&nbsp;Mei Huang,&nbsp;Tingbo Dai,&nbsp;Dong Jiang,&nbsp;Jian Cai","doi":"10.1016/j.fcr.2024.109639","DOIUrl":"10.1016/j.fcr.2024.109639","url":null,"abstract":"<div><h3>Context</h3><div>The effects of sulfur and potassium fertilizers on wheat yield and quality have been well studied, but most of them are used as basal fertilizers. However, the root system is senescent at the later stages of wheat growth and cannot absorb sufficient sulfur and potassium fertilizers plant needed. It is still unclear whether sulfur and potassium foliar applications at the later stages can affect wheat yield and quality.</div></div><div><h3>Objective</h3><div>This experiment was conducted to investigate the changes of sulfur and potassium accumulation and transport, protein synthesis and flour processing quality after foliar application of sulfur and potassium fertilizers, transport and the relating physiological mechanisms.</div></div><div><h3>Methods</h3><div>In 2020–2021 and 2021–2022, a three-factor split plot experiment was carried out in the middle and lower reaches of Yangtze River, with wheat variety, concentration of sulfur fertilizer and potassium fertilizer served as main factor, subfactor and sub-subfactor respectively.</div></div><div><h3>Results</h3><div>In the study from 2020 to 2022, the albumin protein content of both varieties decreased in the nutrient spraying treatment, particularly in the high potassium level. However, there was no significant effect on the globulin content. Moreover, the gliadin protein content decreased in the sulfur spraying treatment alone, but significantly increased the wheat gluten content, and thereby the total protein content. We also found significant genotypic differences in the composition and content of high molecular weight wheat glutenin subunits (HMW-GS) between the two varieties. The foliar spraying of sulfur and potassium fertilizers significantly increased the content of subunits 1 and 8 in Yangmai (YM15) and subunits 7 and 12 in Yangmai (YM16), and the effect of mixed spraying was better than single-nutrient spraying, especially the amount of 0.2 % sulfur and 0.3 % potassium fertilizer treatment.</div></div><div><h3>Conclusions</h3><div>The superimposed effect of sulfur and potassium effectively increased the total protein content by promoting the accumulation of sulfur in transit to the seeds, increasing the substrate supply level, and enhancing enzyme activity. Although sulfur and potassium combination can improve the grain protein quality and flour processing quality, too high spraying concentrations can decrease the flour processing quality.</div></div><div><h3>Implications</h3><div>Spraying the appropriate amount of 0.2 % sulfur and 0.3 % potassium fertilizer can serve as an optimization measure for high-quality and efficient production of different types of wheat varieties.</div></div>","PeriodicalId":12143,"journal":{"name":"Field Crops Research","volume":"319 ","pages":"Article 109639"},"PeriodicalIF":5.6,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142560964","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
Biochar addition mitigates asymmetric competition of water and increases yield advantages of maize–alfalfa strip intercropping systems in a semiarid region on the Loess Plateau 黄土高原半干旱地区玉米-紫花苜蓿带状间作系统的生物炭添加缓解了水分的不对称竞争并提高了产量优势
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-31 DOI: 10.1016/j.fcr.2024.109645
Shuai hou , Xingrong Sun , Guohao Chen , Kadambot H.M. Siddique , Zelin Chen , Fu Liu , Shiyu Ping , Hongtao Lai , Hongheng Guo , Yajing An , Zhiling Lin , Zhixin Zhang , Luanzi Sun , Peizhi Yang

Objective

Unbalanced competition for water poses a major challenge to intercropping systems in semiarid regions. The role of biochar as a soil amendment in regulating water balance and crop productivity is unclear.

Methods

In this two-year field trial, we investigated the impact of biochar application and method on the relationship between water balance utilization and productivity in maize–alfalfa strip intercropping. Monocropping [sole maize (SM) and sole alfalfa (SA)] and intercropping (I) systems were established, with biochar added to corresponding treatments (SMc, SAc, and Ic) and solely to intercropping alfalfa and maize (IAc and IMc).

Results and conclusions

Our findings reveal that the yield of the intercropping system (I) was 11.4 % higher than expected on average. Biochar addition significantly increased forage production and water use efficiency, with similar benefits observed in monocropping systems. While competition ratio (CR) values reduce also reducing competition between maize and alfalfa. In two years, applying biochar solely to alfalfa (IAc) resulted in a higher land equivalent ratio (LER) and water equivalent ratio (WER) of 8.63 % and 12.73 %, respectively, compared with applying biochar solely to maize (IMc). Notably, yield and water use efficiency (WUE) increased the most when biochar was applied to intercropped maize and alfalfa (Ic), increasing by 16.1 %–16.6 % and 6.7 %–10.3 % compared with I, resulting in an increase in economic benefits by 24.9 %–26.3 %. Different biochar application methods showed significant potential in mitigating water competition in intercropping, with both sole and joint applications improving WUE, with the latter (Ic) demonstrating the most pronounced effect. However, excessive soil water consumption poses risks of water overuse, emphasizing the need to balance biochar utilization with water resource management.

Significance

Our findings highlight the ability of biochar to alleviate water competition imbalances and optimize water use in intercropping, providing a new approach for efficient water use in semiarid rain-fed agricultural systems.
目的 对水的不平衡竞争是半干旱地区间作系统面临的一大挑战。方法 在这项为期两年的田间试验中,我们研究了生物炭的施用量和施用方法对玉米-苜蓿带状间作中水分平衡利用率和生产力之间关系的影响。结果和结论我们的研究结果表明,间作系统(I)的产量比预期平均高出 11.4%。生物炭的添加大大提高了牧草产量和水的利用效率,单作系统的效益与此类似。而竞争比(CR)值的降低也减少了玉米和苜蓿之间的竞争。在两年中,仅在紫花苜蓿上施用生物炭(IAc)与仅在玉米上施用生物炭(IMc)相比,土地当量比(LER)和水当量比(WER)分别提高了 8.63 % 和 12.73 %。值得注意的是,在玉米和紫花苜蓿间作(Ic)时,生物炭的产量和水分利用效率(WUE)增加最多,与 I 相比,分别增加了 16.1 %-16.6 % 和 6.7 %-10.3 %,经济效益增加了 24.9 %-26.3 %。不同的生物炭施用方法在缓解间作中的水分竞争方面显示出巨大的潜力,单独施用和联合施用都能提高水分利用效率,其中联合施用(Ic)的效果最为明显。我们的研究结果突出了生物炭缓解间作中水分竞争失衡和优化水分利用的能力,为半干旱雨水灌溉农业系统的高效用水提供了一种新方法。
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引用次数: 0
Legume and maize intercropping enhances subsequent oilseed rape productivity and stability under reduced nitrogen input 豆科植物与玉米间作在减少氮肥投入的情况下提高油菜的产量和稳定性
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-31 DOI: 10.1016/j.fcr.2024.109644
Lu Yang , Chiming Gu , Wei Huang , Haibin Chang , Yuan Gao , Yinshui Li , Jing Dai , Xiaoyong Li , Wenshi Hu , Weidong Cao , Xing Liao , Lu Qin
Legume-inclusive cropping is increasingly appreciated for enhancing crop yield and sustainability. However, their impacts on subsequent oilseed rape productivity under reduced nitrogen (N) inputs have not been well explored. In a five-year field rotation experiment, oilseed rape was cultivated with N fertilizer at zero (MN0), recommended (MN100), and 35 % reduction (MN65) following maize monoculture or preceding lablab (Lablab purpureus (L.) Sweet) intercropping in addition to MN65 (IN65). The productivity and stability of subsequent oilseed rape, and relevant indices of soil fertility and N cycling enzymes were investigated. Compared with the MN0 control, the MN100, MN65 and IN65 treatments increased the rapeseed yield by 0.7- to 1.2-fold. Compared with MN100, MN65 decreased rapeseed yield by 21 % and N uptake by 16 % on average across years. However, preceding lablab intercropping (IN65) recovered yield and N uptake. Treatment IN65 increased soil total N content by 7 % and organic matter by 10 % compared to the monoculture treatments, corresponding to 18–25 % increase in the soil quality index by preceding pulse intercropping. Moreover, in parallel with the increase in soil urease activity, the soil nitrate content in IN65 markedly increased by 18–123 % compared with that in the MN65 or MN100 treatments at most stages of oilseed crop growth. Principal component analysis revealed that the IN65 treatment was well distinguished from the three monoculture treatments, which was attributed primarily to soil nitrate, organic matter, nitrate reductase activity, and microbial biomass N. This enhanced N turnover and availability, in turn, largely contributed to N uptake and yield recovery of subsequent rapeseed crops under reduced N input. Consequently, the yield sustainability and stability of rapeseed following lablab intercropping were greater than those following monoculture, as evidenced by the higher sustainability index (64 % vs. 49 %) and lower variation (20 % vs. 32 %). Overall, these findings indicate that lablab and maize intercropping enhances positive legacies for subsequent rapeseed productivity under reduced N inputs.
豆科杂交作物在提高作物产量和可持续性方面越来越受到重视。然而,在氮肥投入减少的情况下,豆科植物对油菜后续产量的影响还没有得到很好的探讨。在一项为期五年的田间轮作试验中,油菜在玉米单作后或在马铃薯(Lablab purpureus (L.) Sweet)间作前分别施用零(MN0)、建议(MN100)和减少 35% 的氮肥(MN65),同时施用 MN65(IN65)。对后续油菜的产量和稳定性以及土壤肥力和氮循环酶的相关指数进行了调查。与 MN0 对照相比,MN100、MN65 和 IN65 处理的油菜籽产量提高了 0.7-1.2 倍。与MN100相比,MN65使油菜籽产量减少了21%,氮吸收量在各年平均减少了16%。然而,在马铃薯间作(IN65)之前,产量和氮吸收量都有所恢复。与单作处理相比,IN65处理使土壤总氮含量增加了7%,有机质增加了10%,这相当于先进行脉冲间作的土壤质量指数增加了18-25%。此外,在土壤脲酶活性增加的同时,在油籽作物生长的大部分阶段,IN65 处理的土壤硝酸盐含量比 MN65 或 MN100 处理明显增加了 18-123 %。主成分分析表明,IN65 处理与三种单一栽培处理的差异很大,这主要归因于土壤硝酸盐、有机质、硝酸还原酶活性和微生物生物量氮。因此,马褂木间作后油菜产量的可持续性和稳定性要高于单作,这表现在可持续性指数较高(64% 对 49%),变异性较低(20% 对 32%)。总之,这些研究结果表明,在减少氮投入的情况下,马铃薯和玉米间作可提高油菜籽的后续产量。
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引用次数: 0
Pre-spike emergence nitrogen fertilizer application as a strategy to improve floret fertility and production efficiency in wheat 穗前施用氮肥作为提高小麦小花肥力和生产效率的策略
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-25 DOI: 10.1016/j.fcr.2024.109623
Shafiqullah Aryan , Gulbuddin Gulab , Tariqullah Hashemi , Safiullah Habibi , Kifayatullah Kakar , Nasratullah Habibi , Mohammad Wasif Amin , Mohammad Ismail Sadat , Tayebullah Zahid , Anwarulhaq Zerak

Context or problem

Effective nutrient management is critical for crop growth and development. However, using nitrogen-based fertilizers in agriculture raises substantial concerns about environmental pollution. The optimal timing for applying nitrogen to maximize floret fertility and production efficiency in wheat remains undetermined.

Objective or research question

This study investigated the optimal timing for N fertilizer application to enhance floret fertility and production efficiency in eastern Afghanistan's commonly cultivated Chonte#1 wheat variety.

Methods

A total of four experimental sets were conducted at Nangarhar University Faculty of Agriculture and Bihsood district during the 2019–2022 growing seasons. The first-year experiment consisted of two treatments: (1) control (no fertilizer) and (2) fertilized. The second and third-year experiments comprised four treatments, including (1) control (no fertilizer added), (2) basal dressing at the tillering stage (BDTS), (3) BDTS+light top-dressing (LD), and (4) BDTS+heavy top-dressing (HD) applied two weeks before spike emergence.

Results

The results indicated that the application of N topdressing had a significant (P<0.05) effect on the SPAD value and floret fertility percentage. In contrast, SPAD values showed a positive relationship with floret fertility rate and yield components but negatively correlated with unfilled grain per spike. The use of BDTS+LD treatment significantly increased spike length, spike weight, number of spikelets per spike, and filled grain per spike compared to the control. The number of unfilled grains ranged from 6.4 % to 51.9 % between the control and N application. The 1000-grain weight, number of spikes per m–2, and floret number per m–2 were also significantly higher in the N top-dressed groups. In the first experiment, fertilized treatment showed a 28.3 % increase in yield per m–2. Meanwhile, in the second experiment, the yield range varied among the treatment groups compared to the control group, ranging from 30.7 % to 66.8 %.

Conclusion

The application of N two weeks before spike emergence in wheat significantly improved floret fertility and production efficiency and led to the increment of final yield.

Implications

The findings suggest that prior spike emergence nitrogen fertilizer application is crucial for maximizing floret fertility and yield, offering a potential strategy for farmers to enhance production efficiency.
背景或问题有效的养分管理对作物的生长和发育至关重要。然而,在农业中使用氮肥引起了人们对环境污染的极大关注。本研究调查了施用氮肥的最佳时机,以提高阿富汗东部普遍种植的 Chonte#1 小麦品种的小花肥力和生产效率。方法在 2019-2022 年生长季节,在楠格哈尔大学农学院和 Bihsood 地区共进行了四组实验。第一年的试验包括两个处理:(1) 对照(不施肥)和 (2) 施肥。第二年和第三年的试验由四个处理组成,包括:(1)对照(不施肥);(2)分蘖期基施(BDTS);(3)BDTS+轻度表施(LD);(4)BDTS+穗前两周重度表施(HD)。相反,SPAD 值与小花生育率和产量成分呈正相关,但与每穗未灌浆谷粒呈负相关。与对照相比,BDTS+LD 处理显著增加了穗长、穗重、每穗小穗数和每穗饱满粒数。对照和施用氮的未灌浆谷粒数在 6.4 % 到 51.9 % 之间。施氮肥组的千粒重、每平方米穗数和每平方米小花数也明显高于对照组。在第一个试验中,施肥处理的每平方米-2 产量提高了 28.3%。结论 在小麦抽穗前两周施用氮肥可显著提高小花生育力和生产效率,并增加最终产量。
{"title":"Pre-spike emergence nitrogen fertilizer application as a strategy to improve floret fertility and production efficiency in wheat","authors":"Shafiqullah Aryan ,&nbsp;Gulbuddin Gulab ,&nbsp;Tariqullah Hashemi ,&nbsp;Safiullah Habibi ,&nbsp;Kifayatullah Kakar ,&nbsp;Nasratullah Habibi ,&nbsp;Mohammad Wasif Amin ,&nbsp;Mohammad Ismail Sadat ,&nbsp;Tayebullah Zahid ,&nbsp;Anwarulhaq Zerak","doi":"10.1016/j.fcr.2024.109623","DOIUrl":"10.1016/j.fcr.2024.109623","url":null,"abstract":"<div><h3>Context or problem</h3><div>Effective nutrient management is critical for crop growth and development. However, using nitrogen-based fertilizers in agriculture raises substantial concerns about environmental pollution. The optimal timing for applying nitrogen to maximize floret fertility and production efficiency in wheat remains undetermined.</div></div><div><h3>Objective or research question</h3><div>This study investigated the optimal timing for N fertilizer application to enhance floret fertility and production efficiency in eastern Afghanistan's commonly cultivated Chonte#1 wheat variety.</div></div><div><h3>Methods</h3><div>A total of four experimental sets were conducted at Nangarhar University Faculty of Agriculture and Bihsood district during the 2019–2022 growing seasons. The first-year experiment consisted of two treatments: (1) control (no fertilizer) and (2) fertilized. The second and third-year experiments comprised four treatments, including (1) control (no fertilizer added), (2) basal dressing at the tillering stage (BDTS), (3) BDTS+light top-dressing (LD), and (4) BDTS+heavy top-dressing (HD) applied two weeks before spike emergence.</div></div><div><h3>Results</h3><div>The results indicated that the application of N topdressing had a significant (P&lt;0.05) effect on the SPAD value and floret fertility percentage. In contrast, SPAD values showed a positive relationship with floret fertility rate and yield components but negatively correlated with unfilled grain per spike. The use of BDTS+LD treatment significantly increased spike length, spike weight, number of spikelets per spike, and filled grain per spike compared to the control. The number of unfilled grains ranged from 6.4 % to 51.9 % between the control and N application. The 1000-grain weight, number of spikes per m<sup>–2</sup>, and floret number per m<sup>–2</sup> were also significantly higher in the N top-dressed groups. In the first experiment, fertilized treatment showed a 28.3 % increase in yield per m<sup>–2</sup>. Meanwhile, in the second experiment, the yield range varied among the treatment groups compared to the control group, ranging from 30.7 % to 66.8 %.</div></div><div><h3>Conclusion</h3><div>The application of N two weeks before spike emergence in wheat significantly improved floret fertility and production efficiency and led to the increment of final yield.</div></div><div><h3>Implications</h3><div>The findings suggest that prior spike emergence nitrogen fertilizer application is crucial for maximizing floret fertility and yield, offering a potential strategy for farmers to enhance production efficiency.</div></div>","PeriodicalId":12143,"journal":{"name":"Field Crops Research","volume":"319 ","pages":"Article 109623"},"PeriodicalIF":5.6,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142529784","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
Optimizing water and nitrogen management to balance greenhouse gas emissions and yield in Chinese rice paddies 优化水氮管理,平衡中国稻田的温室气体排放和产量
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-24 DOI: 10.1016/j.fcr.2024.109621
Xiaochen Yao , Zhiyu Zhang , Kexin Li , Fenghui Yuan , Xiaofeng Xu , Xiaoyu Long , Changchun Song

Context

Irrigation and fertilizer applications, the two most common practices to ensure high yield, affect almost all soil biogeochemical processes including greenhouse gas (GHG) emissions. How to balance irrigation and nitrogen application in farmland to synergize GHG emissions and crop yield is an inherent requirement for achieving sustainability, particularly in China rice paddy fields.

Objective

In this study, we first acquired data on GHG emissions and crop yield from rice field experiments worldwide under various irrigation and nitrogen application conditions. Subsequently, based on this dataset, we conducted modeling analysis using machine learning techniques to assess the optimization potential of irrigation and nitrogen fertilizer application in Chinese rice fields, aiming to achieve synergistic reductions in GHG emissions and improvements in crop yield under both historical and future climate scenarios.

Results and conclusions

The results indicated that the selected input features provided good predictive accuracy for rice yield and Global Warming Potential (GWP) in rice fields, with R² of 0.71 and 0.85, respectively. Furthermore, upon optimizing irrigation water usage in China rice fields to concurrently address GHG emissions and crop yield, the potential reductions in irrigation water were found to be −21.5 %, −29.1 %, and −13 % under past climate conditions, the SSP126 scenario, and the SSP585 scenario, respectively. After jointly optimizing both irrigation water and nitrogen fertilizer application, the reduction in irrigation water under past climate conditions, the SSP126 scenario, and the SSP585 scenario were −23 %, −31.4 %, and −16.9 % respectively. Correspondingly, the reductions in nitrogen fertilizer application were −22.9 %, −27.3 %, and −24.84 % for each scenario. Additionally, the study revealed a significant regional disparity between the northern and southern regions of China in these optimizations. Overall, southern China exhibits greater potential for irrigation water savings and rice yield increases compared to northern regions, while the potential for greenhouse gas emission reduction is higher in the north.

Significant

The findings provided both direction and quantifiable data support for the sustainable production of rice.
背景灌溉和施肥是确保高产的两种最常见的做法,它们影响着几乎所有的土壤生物地球化学过程,包括温室气体(GHG)排放。如何平衡农田灌溉和氮肥施用,实现温室气体排放和作物产量的协同增效,是实现可持续发展的内在要求,尤其是在中国的水稻田中。结果与结论结果表明,所选输入特征对水稻产量和全球变暖潜势(GWP)具有良好的预测精度,R² 分别为 0.71 和 0.85。此外,通过优化中国稻田的灌溉用水,同时解决温室气体排放和作物产量问题,发现在过去气候条件、SSP126 情景和 SSP585 情景下,灌溉用水的潜在减排量分别为 -21.5%、-29.1% 和 -13%。在对灌溉用水和氮肥施用量进行联合优化后,过去气候条件、SSP126 情景和 SSP585 情景下的灌溉用水减少量分别为-23 %、-31.4 %和-16.9 %。相应地,每种情景下氮肥施用量的减少量分别为-22.9%、-27.3%和-24.84%。此外,研究还发现,在这些优化方案中,中国南北地区之间存在显著的地区差异。总体而言,与北方地区相比,中国南方地区在节约灌溉用水和提高水稻产量方面具有更大的潜力,而北方地区在减少温室气体排放方面具有更大的潜力。
{"title":"Optimizing water and nitrogen management to balance greenhouse gas emissions and yield in Chinese rice paddies","authors":"Xiaochen Yao ,&nbsp;Zhiyu Zhang ,&nbsp;Kexin Li ,&nbsp;Fenghui Yuan ,&nbsp;Xiaofeng Xu ,&nbsp;Xiaoyu Long ,&nbsp;Changchun Song","doi":"10.1016/j.fcr.2024.109621","DOIUrl":"10.1016/j.fcr.2024.109621","url":null,"abstract":"<div><h3>Context</h3><div>Irrigation and fertilizer applications, the two most common practices to ensure high yield, affect almost all soil biogeochemical processes including greenhouse gas (GHG) emissions. How to balance irrigation and nitrogen application in farmland to synergize GHG emissions and crop yield is an inherent requirement for achieving sustainability, particularly in China rice paddy fields.</div></div><div><h3>Objective</h3><div>In this study, we first acquired data on GHG emissions and crop yield from rice field experiments worldwide under various irrigation and nitrogen application conditions. Subsequently, based on this dataset, we conducted modeling analysis using machine learning techniques to assess the optimization potential of irrigation and nitrogen fertilizer application in Chinese rice fields, aiming to achieve synergistic reductions in GHG emissions and improvements in crop yield under both historical and future climate scenarios.</div></div><div><h3>Results and conclusions</h3><div>The results indicated that the selected input features provided good predictive accuracy for rice yield and Global Warming Potential (GWP) in rice fields, with R² of 0.71 and 0.85, respectively. Furthermore, upon optimizing irrigation water usage in China rice fields to concurrently address GHG emissions and crop yield, the potential reductions in irrigation water were found to be −21.5 %, −29.1 %, and −13 % under past climate conditions, the SSP126 scenario, and the SSP585 scenario, respectively. After jointly optimizing both irrigation water and nitrogen fertilizer application, the reduction in irrigation water under past climate conditions, the SSP126 scenario, and the SSP585 scenario were −23 %, −31.4 %, and −16.9 % respectively. Correspondingly, the reductions in nitrogen fertilizer application were −22.9 %, −27.3 %, and −24.84 % for each scenario. Additionally, the study revealed a significant regional disparity between the northern and southern regions of China in these optimizations. Overall, southern China exhibits greater potential for irrigation water savings and rice yield increases compared to northern regions, while the potential for greenhouse gas emission reduction is higher in the north.</div></div><div><h3>Significant</h3><div>The findings provided both direction and quantifiable data support for the sustainable production of rice.</div></div>","PeriodicalId":12143,"journal":{"name":"Field Crops Research","volume":"319 ","pages":"Article 109621"},"PeriodicalIF":5.6,"publicationDate":"2024-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142529783","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
Responses of yield, CH4 and N2O emissions to ratoon rice cropping and different management practices 产量、甲烷(CH4)和氧化亚氮(N2O)排放量对轮作水稻种植和不同管理方法的影响
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-23 DOI: 10.1016/j.fcr.2024.109622
Haiyang Yu , Rong Zhu , Xuechen Zhang , Xiangtian Meng , Chao Kong , Guangbin Zhang , Xinhui Liu , Yaying Li , Yongxiang Yu , Huaiying Yao

Context or problem

Conversion from single rice (SR) or double rice (DR) to ratoon rice (RR) is gaining growing popularity in China. Yet, a quantitative synthesis of their impact on greenhouse gas (GHG, including methane (CH4) and nitrous oxide (N2O)) emissions and grain yield has not been conducted.

Objective or research question

The objective was to evaluate the effects of conversion from SR or DR to RR on CH4 and N2O emissions, grain yield, global warming potential (GWP), and greenhouse gas intensity (GHGI) and to investigate the potential responses to different operating practices [alternate wetting-drying irrigation, nitrogen management, rice variety selection, and their multiple treatments (multiple measures)] in RR fields (oRR).

Methods

In this study, a comprehensive meta-analysis of 571-paired measurements from ratoon rice fields was conducted.

Results

Our results showed that the conversion from SR to RR significantly increased CH4 emissions, grain yield, and GWP by 35.4 %, 30.6 %, and 43.3 %, respectively. In contrast, the conversion from DR to RR decreased CH4 emissions, grain yield, and GWP by 23.2 %, 7.4 %, and 30.0 %, respectively. Interestingly, both conversions from SR or DR to RR did not affect N2O emissions but reduced GHGI in paddy fields, suggesting that RR provided an economically and ecologically sustainable rice planting model. Furthermore, on average, oRR further decreased CH4 and N2O emissions and GHGI from RR fields but did not affect grain yield. Among the existing management practices, the overall effect of multiple measures was better than that of alternate wetting-drying irrigation, nitrogen management, and rice variety selection.

Conclusions

Overall, ratoon rice cropping decreased CH4 emissions and maintained rice grain yield. However, it is also necessary to further implement comprehensive cultivation strategies in the future to maximize the benefits of grain yield and GHG emissions reduction.
背景或问题从单季稻(SR)或双季稻(DR)到轮作水稻(RR)的转换在中国越来越受欢迎。然而,有关其对温室气体(GHG,包括甲烷(CH4)和氧化亚氮(N2O))排放和粮食产量的影响的定量综述尚未开展。目的或研究问题目的是评估从 SR 或 DR 转为 RR 对 CH4 和 N2O 排放、谷物产量、全球升温潜能值 (GWP) 和温室气体强度 (GHGI) 的影响,并调查 RR 田 (oRR) 中不同操作方法 [干湿交替灌溉、氮素管理、水稻品种选择及其多重处理(多重措施)] 的潜在响应。结果我们的研究结果表明,从SR到RR的转换显著增加了CH4排放量、谷物产量和全球升温潜能值,分别增加了35.4%、30.6%和43.3%。相比之下,从 DR 到 RR 的转换则使 CH4 排放量、谷物产量和全球升温潜能值分别减少了 23.2%、7.4% 和 30.0%。有趣的是,从 SR 或 DR 到 RR 的转换并不影响水稻田的 N2O 排放,但减少了 GHGI,这表明 RR 提供了一种经济上和生态上可持续的水稻种植模式。此外,平均而言,oRR 进一步减少了 RR 稻田的 CH4 和 N2O 排放以及 GHGI,但不影响谷物产量。在现有的管理措施中,多重措施的总体效果优于干湿交替灌溉、氮素管理和水稻品种选择。总之,轮作水稻既减少了甲烷排放,又保持了水稻产量,但今后还需要进一步实施综合栽培策略,以最大限度地提高粮食产量和减少温室气体排放。
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引用次数: 0
Wheat genetic progress in biomass allocation and yield components: A global perspective 小麦在生物量分配和产量成分方面的遗传进展:全球视角
IF 5.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-21 DOI: 10.1016/j.fcr.2024.109617
Yue Xi , Yan-Lei Du , Dong Wang , Jie-Ying Ren , Wen-Yuan Luo , Qiao Peng , Wan-Ying Fang , Feng-Min Li

Background

Wheat is an essential food source and is subjected to intense breeding efforts for increased grain yield, but stagnation in grain yield improvements has been reported in many regions. The identification of genetically linked factors impeding further progress in wheat grain yield improvement is therefore urgently required.

Method

A comparative meta-analysis of data from 66 publicly available field experiments involving multiple wheat genotypes was performed to identify traits altered in breeding programs, their relationship with grain yield, and their past and current impact on grain yield increases.

Results

Wheat grain yield can be increased by increasing either the aboveground biomass (ABM) or the harvest index (HI). However, there was no correlation between these traits since a reduction in plant height can occur with increases in the HI and overall grain yield, but with no reduction in the ABM. The combined data from 32 global datasets revealed a substantial increase in wheat grain yield from 1860 to 2017, accompanied by improvement in HI and yield components. When considering only the genotypes introduced from the 1960s to 2017, there was a linear increase observed in both grain yield and HI until the mid-1980s. However, genetic progress in HI and GY has slowed down since then. Before the mid-1980s, there was a decreasing trend observed in plant height which remained relatively static thereafter. While ABM did not exhibit significant increases during this period. After the mid-1980s, significant improvements have been observed in ABM; however, no obvious increase were observed in other yield components.

Conclusions

Since the 1980s, there has been an increase in the aboveground biomass of wheat, while grain weigth and grains per m2 increases trending slowly, and both harvest index and grain yield have almost stagnated. Therefore, increasing grains per m2 and/or grain weight should be the major research direction to further improve the wheat harvest index and grain yield in the future.

Implications

The systematic study of changes in wheat traits in past breeding efforts for improved grain yields has provided useful indicators for the direction of wheat breeding in the future.
背景小麦是一种重要的食物来源,为提高谷物产量,育种工作十分激烈,但据报道,许多地区的谷物产量提高停滞不前。方法 对 66 个涉及多个小麦基因型的公开田间试验数据进行了比较荟萃分析,以确定育种计划中改变的性状、它们与谷物产量的关系以及它们过去和现在对谷物增产的影响。结果 小麦谷物产量可通过增加地上生物量(ABM)或收获指数(HI)来提高。然而,这些性状之间并不存在相关性,因为随着收获指数和谷物总产量的增加,植株高度会降低,但地上生物量不会降低。来自 32 个全球数据集的综合数据显示,从 1860 年到 2017 年,小麦谷物产量大幅增加,同时 HI 和产量成分也有所改善。如果只考虑从 20 世纪 60 年代到 2017 年引入的基因型,在 20 世纪 80 年代中期之前,谷物产量和 HI 都呈线性增长。然而,从那时起,HI 和 GY 的遗传进展放缓。在 20 世纪 80 年代中期之前,植株高度呈下降趋势,此后保持相对稳定。在此期间,ABM 没有出现显著增长。结论自 20 世纪 80 年代以来,小麦的地上生物量一直在增加,而粒重和每平方米粒数的增加趋势缓慢,收获指数和谷物产量几乎停滞不前。因此,提高每平方米粒数和/或粒重应该是未来进一步提高小麦收获指数和谷物产量的主要研究方向。 意义系统研究过去为提高谷物产量而进行的育种工作中小麦性状的变化,为未来小麦育种的方向提供了有用的指标。
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引用次数: 0
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Field Crops Research
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