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Performance of co-designed diversified Mediterranean cropping systems: Hybridizing stakeholders' knowledge and modelling data 共同设计的地中海多样化种植系统的性能:混合利益相关者的知识和建模数据
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-19 DOI: 10.1016/j.eja.2024.127282

Mediterranean cropping systems, characterised by continuous cereal cropping, are largely dependent on synthetic inputs, such as N fertilisers. On the other hand, they face difficult pedoclimatic conditions, exacerbated by climate change. Diversification is seen as a way to increase cropping systems resilience. The aim of this study was to co-design diversified cropping systems based on the expertise of local stakeholders and co-assess their performance, using modelling data. Our case study is the Ebro valley in Spain, a Mediterranean area with great potential for diversification, particularly where irrigation is available. Two workshops were organized to i) define the reference system in the study area and its limitations ii) co-design diversified systems to overcome these limitations and iii) co-assess reference and diversified systems. Between the two workshops, the STICS soil-crop model was calibrated with local experimental data, enabling to simulate the inter-annual (2000–2021) agronomic and environmental performance of the reference and diversified systems. An economic analysis was conducted. Stakeholders evaluated all economic, agronomic and environmental aspects. The reference system was a continuous winter cereal crop based on synthetic N fertilisation and intensive tillage. The four diversified co-designed systems consisted in introducing pea and/or rapeseed every 2 or 4 years, reducing tillage and partially replacing synthetic N fertilisation with locally sourced livestock manure. Simulation results showed that wheat and barley grain yields remained stable with diversification. Pea and rapeseed yields were lower in rotations where both were introduced compared to when each was the only break crop over 4 years. At the system level, protein yield remained stable with diversification, however, energy yield decreased by 20 % when break crops were introduced twice and by 10 % when introduced once. Gross margins improved with diversification only when pea was introduced once (12 %), mainly due to reduced expenses (-31 %), while incomes remained stable compared to RCS. However, incomes decreased by 5 % when rapeseed was introduced once, and by 10 % when both break crops were introduced. Unexpectedly, environmental performance deteriorated with diversification, with increased N losses through ammonia volatilisation and nitrate leaching in the years following pea and rapeseed cropping, due to greater N availability in the soil. An increased use of pesticides was predicted by the stakeholders in diversified systems, where the environmental impacts were exacerbated with the higher presence of break crops. The reference system presented slightly lower N availability and increased soil organic carbon storage. Overall, the approach proved useful in identifying a diversification strategy that improved agronomic and economic performance, with the system including pea once every four years being the most efficient. However, the environmental tr

地中海种植系统的特点是连续种植谷物,在很大程度上依赖氮肥等合成投入。另一方面,它们还面临着因气候变化而加剧的困难的气候条件。多样化被认为是提高种植系统适应力的一种方法。本研究的目的是根据当地利益相关者的专业知识共同设计多样化种植系统,并利用建模数据共同评估其性能。我们的案例研究是西班牙埃布罗河谷,这是一个具有巨大多样化潜力的地中海地区,尤其是在有灌溉条件的地方。我们组织了两次研讨会,目的是 i) 确定研究地区的参考系统及其局限性 ii) 共同设计多样化系统以克服这些局限性,以及 iii) 共同评估参考系统和多样化系统。在两次研讨会之间,利用当地实验数据对 STICS 土壤-作物模型进行了校准,从而能够模拟参照系统和多样化系统的跨年度(2000-2021 年)农艺和环境绩效。进行了经济分析。利益相关者对所有经济、农艺和环境方面进行了评估。参照系统是一种基于合成氮肥和密集耕作的连续冬季谷物作物。四种共同设计的多样化系统包括每 2 年或 4 年引进豌豆和/或油菜籽、减少耕作以及用当地牲畜粪便部分替代合成氮肥。模拟结果显示,小麦和大麦谷物产量在多样化后保持稳定。与 4 年中只种植豌豆和油菜籽的情况相比,同时种植这两种作物的轮作中豌豆和油菜籽的产量较低。在系统水平上,蛋白质产量随多样化而保持稳定,然而,当轮作两次时,能量产量下降了 20%,而轮作一次时,能量产量下降了 10%。只有在引进一次豌豆时,毛利率才会随着多样化而提高(12%),这主要是由于支出减少(-31%),而收入与 RCS 相比保持稳定。然而,当引进一次油菜籽时,收入减少了 5%,当引进两种间作时,收入减少了 10%。意想不到的是,环境绩效随着多样化而恶化,在种植豌豆和油菜后的几年里,由于土壤中氮的供应量增加,氨挥发和硝酸盐浸出造成的氮损失增加。利益相关者预测,在多样化系统中,农药的使用量会增加,由于间歇作物较多,对环境的影响也会加剧。参照系统的氮供应量略低,但土壤有机碳储存量增加。总体而言,该方法有助于确定可提高农艺和经济效益的多样化战略,其中每四年种植一次豌豆的系统效率最高。然而,为了降低环境风险,必须考虑轮作中豌豆和油菜籽种植比例增加带来的环境权衡问题。
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引用次数: 0
Full-field straw mulching and fertilizer application improved the soybean seed yield through optimization of the root and canopy structure: A study case in Huang-Huai-Hai region 全田秸秆覆盖和施肥通过优化根系和冠层结构提高了大豆种子产量:黄淮海地区研究案例
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-18 DOI: 10.1016/j.eja.2024.127280

Increasing soybean seed production and obtaining more vegetable oil and vegetable protein are important measures to ensure global food security. The Huang-Huai-Hai region is the main production area of high-quality and high-protein soybeans in China. No-tillage with straw mulching seeding technology is a new soybean planting mode in this area, which can significantly improve seed yield. However, the yield increasing mechanism is still unclear. A split-plot experimental design was adopted, which includes the main plot of seeding practice and the subplot of fertilizer treatment. The soil bulk density, soil water content, soil temperature, soybean root morphology, leaf area index, photosynthetic characteristics, canopy light transmittance, dry matter accumulation, and their relationship with seed yield were investigated. With the increase of experimental years, soil bulk density in topsoil decreased gradually (down 8.63 %) under straw mulching seeding treatment. Straw mulching stabilized the surface soil temperature, especially avoiding excessive surface soil temperature (down 1.11 ℃), which was beneficial to soil moisture retention (up 11.53 %). Straw mulching seeding practice created a suitable soil environment and promoted root growth (i.e. root length, root surface area, and root volume), especially when combined with fertilizer application. Both straw mulching and fertilizer application improved the leaf area index (up 16.55 %) of soybean. Furthermore, the leaf area index of soybean under fertilization was significantly increased in the R3-R5 stage, while it was increased during the period of R5-R7 under straw mulching treatment. In addition, the highest net photosynthetic duration was found under straw mulching (107 d), followed by straw crushing (104 d), and straw removing (102 d). The average soybean yield under straw mulching treatment was 4589.9 kg ha−1, which was increased by 15.2 % and 10.3 % compared to straw removing and straw crushing, respectively. Compared with no fertilizer treatment, the average soybean yield with fertilization was 4580.2 kg ha−1, which was increased by 17.2 %. In conclusion, under semi-arid conditions, straw mulching seeding practice with fertilization application created a suitable soil environment beneficial in promoting the growth of soybean underground and above ground, ultimately improving the seed yield.

提高大豆种子产量,获得更多植物油和植物蛋白,是确保全球粮食安全的重要措施。黄淮海地区是中国优质高蛋白大豆的主产区。秸秆覆盖免耕播种技术是该地区大豆种植的新模式,可显著提高种子产量。但其增产机理尚不清楚。试验采用分小区试验设计,包括播种方式主小区和肥料处理子小区。研究了土壤容重、土壤含水量、土壤温度、大豆根系形态、叶面积指数、光合特性、冠层透光率、干物质积累及其与种子产量的关系。随着试验年限的增加,秸秆覆盖播种处理下表层土壤容重逐渐下降(下降了 8.63%)。秸秆覆盖可稳定表层土壤温度,尤其是避免表层土壤温度过高(下降 1.11 ℃),有利于土壤保墒(提高 11.53%)。秸秆覆盖的播种方式创造了适宜的土壤环境,促进了根系生长(即根长、根表面积和根体积),尤其是在结合施肥的情况下。秸秆覆盖和施肥都提高了大豆的叶面积指数(提高了 16.55%)。此外,在施肥条件下,大豆的叶面积指数在 R3-R5 阶段显著增加,而在秸秆覆盖处理条件下,叶面积指数在 R5-R7 阶段增加。此外,秸秆覆盖下净光合持续时间最长(107 d),其次是秸秆粉碎(104 d)和秸秆去除(102 d)。秸秆覆盖处理下的大豆平均产量为 4589.9 kg ha-1,与去除秸秆和秸秆粉碎处理相比,分别增加了 15.2 % 和 10.3 %。与不施肥处理相比,施肥处理的大豆平均产量为 4580.2 kg ha-1,提高了 17.2%。总之,在半干旱条件下,秸秆覆盖播种并施肥的做法创造了适宜的土壤环境,有利于促进大豆地下和地上部分的生长,最终提高了种子产量。
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引用次数: 0
Medicago polymorpha and M. sativa-camelina intercropping increases land use efficiency and productivity, and economic benefits in eastern China 在中国东部地区,间作套种多芒草(Medicago polymorpha)和荠菜(M. sativa-camelina)可提高土地利用效率和生产力,并增加经济效益
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-18 DOI: 10.1016/j.eja.2024.127283

In the context of global food security and climate change, intercropping has been proposed as an effective agricultural practice to improve crop productivity and land use efficiency. The objectives of this study were to evaluate the total yield potential, land equivalent ratio, and economic benefits of one annual medic (Medicago polymorpha L.) and two alfalfa (M. sativa L.) cultivars intercropped with camelina [Camelina sativa (L.) Crantz] at two different seeding rates (15 and 30 kg ha−1) in comparison with that of monocrops. Results showed that medic and alfalfa intercropped with camelina had greater land equivalent ratio (LER) value (∼1.63) and productivity than the monocropping systems. The intercropped camelina on average yielded (1045 kg ha−1 across the planting pattern) 17 % less than that of monocrop (1261 kg ha−1). Particularly, the seed yield of intercropped camelina + alfalfa ‘XJDY’ on average was 1295 kg ha−1 (across the planting pattern), exceeding the mean seed yield of 1261 kg ha−1 when it was monocropped, and produced the mean economic benefit of $3123 ha−1, which was about 1.3–1.9-fold greater than each of the species monocropped. Additionally, although the forage nutritional values of Medicago species or camelina seed oil quality varied among the different intercropping systems, they fell within the ranges reported in other studies. As alfalfa can be harvested multiple times during the growing season, we would like to highlight the potential for double-season (spring and fall) planting of camelina into the alfalfa ‘XJDY’ considering the shorter growing cycle of camelina (about three months from seeding to harvest). In summary, the alfalfa-camelina intercropping in this study showed great potential to improve land use efficiency, enhance productivity, and increase economic benefits, and thus can be used as a promising way to support the development of sustainable agriculture.

在全球粮食安全和气候变化的背景下,间作套种被认为是提高作物产量和土地利用效率的有效农业实践。本研究的目的是评估一种一年生草本植物(Medicago polymorpha L.)和两种紫花苜蓿(M. sativa L.)栽培品种与荠菜[Camelina sativa (L.) Crantz]在两种不同播种率(15 和 30 千克/公顷)下间作的总产量潜力、土地等值比和经济效益,并与单作物进行比较。结果表明,与荠菜间作的药用苜蓿和紫花苜蓿的土地等值比(LER)值(∼1.63)和产量均高于单作系统。间作荠菜的平均产量(1045 千克/公顷-1)比单作(1261 千克/公顷-1)低 17%。特别是,间作荠菜+紫花苜蓿'XJDY'的平均种子产量为 1295 千克/公顷-1(跨种植模式),超过了单作时的平均种子产量 1261 千克/公顷-1,产生的平均经济效益为 3123 美元/公顷-1,是单作时的 1.3-1.9 倍。此外,虽然不同间作系统中,Medicago 种类的牧草营养价值或荠菜种子的油质各不相同,但都在其他研究报告的范围之内。由于紫花苜蓿可在生长季节多次收获,考虑到荠菜的生长周期较短(从播种到收获约三个月),我们希望强调在紫花苜蓿 "XJDY "中双季(春季和秋季)种植荠菜的潜力。总之,本研究中的紫花苜蓿-荠菜间作在提高土地利用效率、提高生产力和增加经济效益方面显示出巨大潜力,因此可作为支持可持续农业发展的一种有前途的方法。
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引用次数: 0
Modelling maize silk extension using segmented exponential and linear functions 利用分段指数函数和线性函数建立玉米丝延伸模型
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-17 DOI: 10.1016/j.eja.2024.127269

Silk extension determines the timing of silking, subsequent pollination and kernel setting, which has not been accounted in functional-structural plant (FSP) modelling for maize. In this study, a two-year field experiment with two local maize hybrids i.e. AnNong 591 (referred to as AN591) and ZhongDan 909 (referred to as ZD909) was carried out in Hefei, Anhui Province, China in both 2019 and 2020. The silks at basal, middle and top sections of a maize ear were destructively sampled daily in capturing silk extension. Silk extension prior to its senescence is described with a segmented model i.e. an exponential function driven by cell division (Phase I), and two linear functions corresponding to rapid silk extension (Phase II) and slow extension (Phase III) driven by cell expansion. Data in 2019 were used to fit silk extension on basal, middle and top ear positions, and the associated parameter values for the exponential and linear functions were extracted while the highest R2 was achieved. The model was then compared with the Logistic model by evaluating the normalized root mean square error (nRMSE) between simulations and observations in 2019 and 2020. It was shown that the ability of a segmented model in 2019 fitting was sound though a bit poorer than a Logistic model, however, the validation for the former model performed better than the latter when independent data in 2020 were applied. This indicated that the simple segmented model is competent in predicting silk extension. In addition, silk extension at basal, middle and top sections of a maize ear for both maize hybrids was visually demonstrated. In conclusion, modelling silk extension was successfully realised by the segmented model composed of exponential and linear functions, which complements FSP modelling of maize.

蚕丝的伸长决定了吐丝、随后授粉和结实的时间,而玉米的功能-结构植物(FSP)模型尚未考虑到这一点。本研究于 2019 年和 2020 年在中国安徽省合肥市对安农 591(简称 AN591)和中丹 909(简称 ZD909)这两个当地玉米杂交种进行了为期两年的田间试验。每天对玉米穗基部、中部和顶部的丝进行破坏性取样,以捕捉丝的伸长。衰老前的蚕丝伸展采用分段模型进行描述,即由细胞分裂驱动的指数函数(第一阶段),以及对应于蚕丝快速伸展(第二阶段)和由细胞扩张驱动的缓慢伸展(第三阶段)的两个线性函数。利用 2019 年的数据拟合了基部、中部和顶部耳位的丝延伸情况,并提取了指数函数和线性函数的相关参数值,同时获得了最高的 R2。然后,通过评估 2019 年和 2020 年模拟与观测之间的归一化均方根误差(nRMSE),将该模型与 Logistic 模型进行比较。结果表明,分段模型在 2019 年的拟合能力虽然比 Logistic 模型稍差,但在应用 2020 年的独立数据时,前者的验证结果优于后者。这表明,简单的分段模型能够预测丝的延伸。此外,两种玉米杂交种在玉米穗基部、中部和顶部的丝延伸情况也得到了直观的展示。总之,由指数函数和线性函数组成的分段模型成功地实现了丝伸长的建模,对玉米的 FSP 建模起到了补充作用。
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引用次数: 0
Optimizing combination of chemical nitrogen fertilizer and manure can increase yield and economic benefits of dryland wheat while reduce environmental risks 优化化学氮肥和粪肥的组合可提高旱地小麦的产量和经济效益,同时降低环境风险
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-16 DOI: 10.1016/j.eja.2024.127272

Partial substitution of chemical fertilizer with organic fertilizer is emerging as a promising measure to achieve sustainable agriculture with high crop yields and low environmental risks. How much synthetic nitrogen fertilizer can be replaced by each unit of organic fertilizer? How to balance the economic benefits against the environmental risks? There is still a lack of long-term field observations to address these challenges. An 8-year field fertilization experiment (initiated in 2014) was conducted using a split-plot design with five nitrogen rates (N: N0, N75, N150, N225, N300) as main plots in combination with two manure rates (M: M0 and M1) as subplots. The results indicated that the grain yield and economic benefits slowly increased or even decreased after the N rate exceeded 150 kg ha−1. The N rate required for M1 to reach the highest yield of M0 was 105 kg ha−1, which was 123 kg ha−1 less than the 228 kg ha−1 required for that of the M0. At this point, each ton of manure can replace 4.1 kg of synthetic N. Manure application considerably increased the net economic benefit by 10.2 %. The nitrate residue in the 0−200-cm soil layer sharply increased with the N rate, particularly when the N rate exceeded 150 kg ha−1. An N rate exceeding 150 kg ha−1 was more likely to cause nitrate leaching to the deeper soil layer (below 200 cm) during the summer fallow season. N2O emissions and NH3 volatilization gradually increased with the nitrogen and manure rates, and both exhibited nonlinear distribution curves with the N rate. Pursuing higher grain yields reduced economic benefits and caused more N pollution. The Structural equation modeling (SEM) results showed that manure application significantly increased the water storage rate during the summer fallow period by 4.1 %, which would promote wheat N uptake and ultimately reduce reactive nitrogen losses and improve economic benefits. Taken together, M1N150 was the optimal fertilization scheme to synergistically achieve high yield, high economic benefits and low environmental risks in Guanzhong Plain of China.

用有机肥料部分替代化肥,正在成为实现作物高产、环境风险低的可持续农业的一项大有可为的措施。每单位有机肥能替代多少合成氮肥?如何平衡经济效益与环境风险?目前仍缺乏长期的实地观测来解决这些难题。一项为期 8 年的田间施肥试验(2014 年启动)采用分小区设计,以 5 种氮肥施用量(N:N0、N75、N150、N225、N300)为主小区,结合 2 种肥料施用量(M:M0 和 M1)为副小区。结果表明,氮肥用量超过 150 千克/公顷后,谷物产量和经济效益缓慢增加甚至下降。M1 要达到 M0 的最高产量,所需氮肥量为 105 千克/公顷-1,比 M0 的 228 千克/公顷-1 少 123 千克/公顷。此时,每吨粪肥可替代 4.1 千克合成氮。施用粪肥使净经济效益显著提高了 10.2%。0-200 厘米土层中的硝酸盐残留量随着施氮量的增加而急剧增加,尤其是当施氮量超过 150 千克/公顷时。在夏季休耕期,氮肥用量超过 150 千克/公顷时,更有可能导致硝酸盐渗漏到更深的土层(200 厘米以下)。N2O 排放量和 NH3 挥发量随着氮肥施用量和粪肥施用量的增加而逐渐增加,并且都呈现出与氮肥施用量的非线性分布曲线。追求粮食高产不仅降低了经济效益,还造成了更多的氮污染。结构方程模型(SEM)结果表明,施用粪肥可显著提高夏季休耕期蓄水率 4.1%,促进小麦对氮的吸收,最终减少活性氮损失,提高经济效益。综上所述,M1N150 是中国关中平原实现高产、高经济效益和低环境风险协同作用的最佳施肥方案。
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引用次数: 0
No-tillage mulch with green manure retention improves maize yield by increasing the net photosynthetic rate 保留绿肥的免耕地膜可通过提高净光合速率提高玉米产量
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-16 DOI: 10.1016/j.eja.2024.127275

Green manure being return to fields has been widely used in arid areas, as an effective technical measure to improve soil fertility and increase crop yield. Although a large number of studies have shown that green manure return to field can promote crop yield increase, the physiological mechanism of different green manure return methods to promote crop yield increase has not been well explained. This study aims to further understand the relationship between soil water and nitrogen environment, crop roots and photosynthesis, and further clarify the physiological mechanism of green manure return methods to improve maize yield. A field experiment was carried out at an arid oasis region in northwestern China from 2020 to 2022. The five treatments were treated as follows: (i) conventional tillage and leisure (CT), (ii) no-tillage and green manure cover the surface (NTG), (iii) no-tillage and removal of above-ground green manure (NT), (iv) tillage in which green manure is mixed with soil (TG), and (v) tillage in which green manure is partially removed from the ground and roots are incorporated into the soil (T). Results showed that the NTG and TG treatments significantly increased maize grain yield (GY). The GY of NTG and TG significantly increased by 13.0–34.3 % and 11.6–32.1 % compared with CT. In addition, NTG and TG significantly increased soil water storage (SWS) and soil total nitrogen (STN), increased maize root biomass (RB), increased maize leaf area index (LAI), leaf chlorophyll content (SPAD), and net photosynthetic rate (Pn), and decreased leaf senescence index (FSLA) compared with CT. The structural equation model showed that increasing SWS and STN could increase LAI by promoting root growth of maize, thus increasing Pn and finally increasing GY. Therefore, NTG can be a suitable green manure return method to increase maize yield in arid oasis irrigated areas.

绿肥还田作为改善土壤肥力、提高作物产量的有效技术措施,在干旱地区得到了广泛应用。虽然大量研究表明绿肥还田能促进作物增产,但不同绿肥还田方式促进作物增产的生理机制尚未得到很好的解释。本研究旨在进一步了解土壤水氮环境、作物根系和光合作用之间的关系,进一步阐明绿肥还田方式促进玉米增产的生理机制。2020 年至 2022 年,在中国西北干旱绿洲地区开展了一项田间试验。五个处理如下(i)常规耕作和休闲(CT),(ii)免耕和绿肥覆盖地表(NTG),(iii)免耕和清除地上部分绿肥(NT),(iv)绿肥与土壤混合耕作(TG),(v)部分绿肥从地表清除、根系融入土壤的耕作(T)。结果表明,NTG 和 TG 处理显著提高了玉米籽粒产量(GY)。与 CT 相比,NTG 和 TG 的 GY 分别显著增加了 13.0%-34.3% 和 11.6%-32.1%。此外,与 CT 相比,NTG 和 TG 显著增加了土壤储水量(SWS)和土壤全氮(STN),增加了玉米根系生物量(RB),提高了玉米叶面积指数(LAI)、叶片叶绿素含量(SPAD)和净光合速率(Pn),降低了叶片衰老指数(FSLA)。结构方程模型表明,增加 SWS 和 STN 可通过促进玉米根系生长来提高 LAI,从而提高 Pn,最终提高 GY。因此,NTG 是干旱绿洲灌溉区提高玉米产量的一种合适的绿肥还田方法。
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引用次数: 0
High yield, good eating quality, and high N use efficiency for medium hybrid indica rice: From the perspective of balanced source-sink relationships at heading 中杂交籼稻产量高、食用品质好、氮利用率高:从穗期平衡的源汇关系角度看
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-16 DOI: 10.1016/j.eja.2024.127281

High yield, good eating quality, and high nitrogen (N) use efficiency present challenges in cultivating medium hybrid indica rice. We hypothesized that balanced source-sink relationships are key traits for achieving high yield, good eating quality, and high N use efficiency in medium hybrid indica rice under suitable N management regimes. Three field experiments were conducted with two medium hybrid indica rice cultivars. Five distinct N application levels, designated as N0, N75, N150, N225, and N300, were used to investigate varying source-sink characteristics and their impact on yield, eating quality, and N use efficiency. The results indicated that the ratio of dry matter at the heading stage to the number of spikelets per unit area (DM/Spik. R) exhibited a significant decrease with increasing N application rates in both cultivars over three years, except for the cultivar HLY898 in 2021. Conversely, an increase in N application rates generally increased the ratios of accumulated N rate and leaf area at the heading stage to the number of spikelets per unit area (AN/Spik. R and LA/Spik. R) across the cultivars and experimental years. Only AN/Spik. R showed significant relationships with yield, eating score, and N partial factor productivity (PFPN). In addition, significant differences were observed among the three study years for DM/Spik. R and LA/Spik. R, but no significant difference was found for AN/Spik. R across the three study years. Moreover, both N concentration and nitrogen nutrition index (NNI) at heading had significant and linear relationships with AN/Spik. R. Further analysis revealed that the highest yield and maximum eating scores, constituting 92 % of the total, were achieved when AN/Spik. R reached 3.65 mg per spikelet. Correspondingly, the NNI was recommended as 0.93 at heading when 90 % of the highest yield and maximum eating scores were harvested. Additionally, 79 % of the highest yield and maximum PFPN were obtained when AN/Spik. R and NNI were approximate to 2.58 mg per spikelet and 0.78 at heading, respectively. These results suggest that moderate AN/Spik. R corresponding to mild N deficiency at heading could be a key source-sink indicator for the integrated regulation of high yield, good eating quality, and high N use efficiency in medium hybrid indica rice.

高产、食用品质好和氮素(N)利用效率高是栽培中型杂交籼稻所面临的挑战。我们假设,在适当的氮管理制度下,平衡的源汇关系是中杂籼稻实现高产、食用品质好和氮利用效率高的关键性状。我们对两个中杂交籼稻品种进行了三次田间试验。试验采用了五种不同的氮施用水平(N0、N75、N150、N225 和 N300)来研究不同的源汇特征及其对产量、食用品质和氮利用效率的影响。结果表明,除 2021 年的 HLY898 外,其他两个栽培品种在三年中随着施氮量的增加,穗期干物质与单位面积小穗数之比(DM/Spik.相反,氮施用量的增加普遍提高了各栽培品种和试验年的累计氮施用量和茎秆期叶面积与单位面积小穗数的比率(AN/Spik.R 和 LA/Spik.R)。只有 AN/Spik.R 与产量、食分和氮部分全要素生产率(PFPN)有明显关系。此外,在三个研究年份中,DM/Spik.R和LA/Spik.R,但 AN/Spik.R 在三个研究年中没有发现明显差异。此外,氮浓度和氮营养指数(NNI)与 AN/Spik.进一步分析表明,当 AN/Spik.R 达到每穗 3.65 毫克时,产量最高,食分最高,占总食分的 92%。相应地,当收获了 90% 的最高产量和最大食分时,建议在穗期将 NNI 设为 0.93。此外,当 AN/Spik.R 和 NNI 分别约为每穗 2.58 毫克和 0.78。这些结果表明,适度的 AN/Spik.R 对应于穗期轻度缺氮,可作为综合调控中杂籼稻高产、优质和高氮利用率的关键源汇指标。
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引用次数: 0
A dual-path model merging CNN and RNN with attention mechanism for crop classification 带有注意力机制的 CNN 和 RNN 合并双路径模型用于作物分类
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-13 DOI: 10.1016/j.eja.2024.127273
Fuyao Zhang , Jielin Yin , Nan Wu , Xinyu Hu , Shikun Sun , Yubao Wang

Rapid and accurate crop classification is essential for estimating crop information and improving cropland management. The application of deep learning models for crop classification using time-series data has become the most promising method. However, most approaches rely on single models for data processing result in lower classification accuracy and poor stability. Therefore, this study proposes a dual-path approach with attention mechanisms (DPACR) to promote the performance of this model architecture in crop classification using time series data. Specifically, the model comprises two branches, the Recurrent neural network (RNN) branch with bidirectional gated recurrent units (GRU) with a self-attention mechanism, and the convolutional neural network (CNN) branch based on SE-ResNet. Crop classification is accomplished by a main classifier, supported by auxiliary classifiers from the two branches. Using the Google Earth Engine and the Sentinel-2 satellite data, DPACR was tested in the Hetao irrigation district in Inner Mongolia, China. The comparison experiment demonstrated that the DPACR achieved the highest overall accuracy (OA = 0.959) and Kappa coefficient (Kappa = 0.941) compared to other five models (MLP, SE-ResNet, Bi-At-GRU, SVM, and RF). DPACR excelled in classifying six crops, maintaining high accuracy across multiple classes. Compared to attention mechanisms, auxiliary classifiers can significantly improve classification performance. This study highlights the effective combination of cloud computing and deep learning for large-scale crop classification, providing a practical method for agricultural monitoring and management.

快速准确的作物分类对于估算作物信息和改善耕地管理至关重要。将深度学习模型用于利用时间序列数据进行作物分类已成为最有前途的方法。然而,大多数方法依赖单一模型进行数据处理,导致分类精度较低且稳定性差。因此,本研究提出了一种具有注意力机制的双路径方法(DPACR),以提高该模型架构在利用时间序列数据进行作物分类时的性能。具体来说,该模型由两个分支组成,一个是具有自注意机制的双向门控递归单元(GRU)的递归神经网络(RNN)分支,另一个是基于 SE-ResNet 的卷积神经网络(CNN)分支。作物分类由一个主分类器完成,并由两个分支的辅助分类器提供支持。利用谷歌地球引擎和哨兵-2 卫星数据,DPACR 在中国内蒙古河套灌区进行了测试。对比实验表明,与其他五个模型(MLP、SE-ResNet、Bi-At-GRU、SVM 和 RF)相比,DPACR 的总体准确率(OA = 0.959)和 Kappa 系数(Kappa = 0.941)最高。DPACR 在六种作物的分类中表现出色,在多个类别中保持了较高的准确性。与关注机制相比,辅助分类器能显著提高分类性能。这项研究强调了云计算和深度学习在大规模作物分类中的有效结合,为农业监测和管理提供了一种实用方法。
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引用次数: 0
Crop functional structure predicts the provision of Nature´s material Contribution to People in diversified agroforestry 作物功能结构预示着在多样化农林业中大自然对人类的物质贡献
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-13 DOI: 10.1016/j.eja.2024.127277
Marinice Teleginski , Diego dos Santos , Fernando Joner , Renata Rodrigues Lucas , Larissa Aparecida Augusto , Ilyas Siddique

Applying concepts from natural ecosystem ecology, particularly through diversified cropping systems that integrate woody crops with other crops, can enhance agrobiodiversity and significantly contribute to multifunctional agriculture. The ecological and, more recently, the agronomic literature have indicated that functional trait aspects of diversity offer a more comprehensive explanation for ecosystem functions compared to species richness alone. In this study, we apply the trait-based approach during experimental agroforest succession in subtropical Southern Brazil to investigate the main factors of crop functional structure, differentiating the effects of functional diversity (FD) from functional identity (CWM - community weighted mean), on Nature's Contributions to People (NCP). The experiment was designed varying crop FD, based on leaf nitrogen concentration, while maintaining crop species richness constant across all treatments. To assess FD and CWM, we measured six crop traits; maximum plant height, leaf area, specific leaf area, leaf nitrogen content, leaf dry-matter content, and stem-specific density. Additionally, we evaluated four material NCP (green manure, forage, germplasm, and food) based on data collected during the initial four years of the experiment (2017–2020). To analyze the data, we employed principal component analysis to reduce the number of variables and subsequently fitted linear mixed-effect models. Our findings provide support for the hypothesis that crop functional structure, particularly in relation to leaf traits (leaf area and leaf nitrogen content) and vegetative height, significantly influences material outputs and predicts above-ground biomass production that can be utilized as green manure and animal feed in agroforestry and silvopastoral systems. Both FD and CWM were important drivers of NCPs, showing that both niche complementarity and selection effects contribute to explain agroecosystem functioning. By utilizing functional traits, we reached valuable insights for generating agronomical recommendations and enhancing cropping system diversification through effective trait-based management.

应用自然生态系统生态学的概念,特别是通过将木本作物与其他作物相结合的多样化种植系统,可以提高农业生物多样性,并极大地促进多功能农业的发展。生态学文献以及最近的农艺学文献都指出,多样性的功能性状与物种丰富度相比,能更全面地解释生态系统的功能。在本研究中,我们在巴西南部亚热带地区的农林演替实验中采用了基于性状的方法,研究作物功能结构的主要因素,区分功能多样性(FD)和功能特性(CWM - 群落加权平均值)对自然对人类贡献(NCP)的影响。实验根据叶氮浓度设计了不同的作物功能多样性,同时在所有处理中保持作物物种丰富度不变。为了评估作物生长速度和作物物种丰富度,我们测量了六种作物性状:最大株高、叶面积、比叶面积、叶氮含量、叶干物质含量和茎干特异密度。此外,我们还根据实验最初四年(2017-2020 年)收集的数据评估了四种材料 NCP(绿肥、饲料、种质和食物)。为了分析数据,我们采用了主成分分析来减少变量数量,并随后拟合了线性混合效应模型。我们的研究结果为以下假设提供了支持:作物功能结构,尤其是与叶片性状(叶面积和叶片含氮量)和植株高度相关的功能结构,会显著影响物质产出,并预测地上生物量的产生,而地上生物量可用作农林业和林牧系统中的绿肥和动物饲料。FD和CWM都是NCPs的重要驱动因素,这表明生态位互补性和选择效应都有助于解释农业生态系统的功能。通过利用功能性状,我们获得了宝贵的见解,有助于提出农艺建议,并通过基于性状的有效管理提高种植系统的多样化。
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引用次数: 0
Combining time-variable controlled release urea formulations to improve spring maize yield and reduce nitrogen losses in northeastern China 结合可变时间控释尿素配方提高中国东北地区春玉米产量并减少氮损失
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-07-13 DOI: 10.1016/j.eja.2024.127268
Yunpeng Hou , Xinpeng Xu , Lili Kong , Yitao Zhang , Lei Zhang , Lichun Wang

The application of controlled-release urea (CRU) has become an important practice to increase maize yield and nitrogen (N) use efficiency (NUE) with one-time fertilization management. The appropriate ratios and application effects of combinations of regular urea and CRU with different N-release periods (U–CRU) may vary because of regional climate and crop specificity. A three-year (2019–2021) field experiment was conducted in the northeastern region of China to investigate the effects of U–CRU on maize yield, NUE, changes in soil inorganic N content, and apparent N loss. With N fertilizer applied at 210 kg ha–1, two types of CRU with release periods of 60 days (CRUa) and 90 days (CRUb) were mixed with regular urea in four different combinations: CRU1 (Urea 40 % + CRUa 60 %), CRU2 (Urea 40 % + CRUa 40 % + CRUb 20 %), CRU3 (Urea 40 % + CRUa 20 % + CRUb 40 %), CRU4 (Urea 40 % + CRUb 60 %). The controls were Urea (U) only and no N fertilizer application (N0). Compared with U, all U–CRU treatments significantly increased soil inorganic N contents (NO3–N, 1.4–7.0 mg kg–1; NH4+–N, 0.3–1.3 mg kg–1) in the 0–20 cm soil layer from twelfth-leaf (V12) to physiological maturity (PM) stages of maize. Furthermore, U–CRU treatments increased N uptake from silking (R1) to PM stages and therefore contributed to grain N accumulation which increased 17.1–30.9 % and improved N recovery efficiency (REN), which increased by 8.1–13.1 %. Associated with increases in quantity of ears and 100-grain weight, maize yield increased by 12.2–18.9 % in CRU3, with the increases the highest among treatments. Additionally, compared with U, all U–CRU treatments significantly reduced the inorganic N content in the deep soil layer (40–100 cm) and the lowest apparent N loss was in CRU3, decreasing by 93.4 kg ha–1 compared with that in U. Regression relations between the mixture ratios of CRUs and maize yield, apparent soil N loss, and REN were used to determine that the appropriate ratio of U:CRUa:CRUb to attain high maize yield and NUE was 40 %:18.6–24.6 %:35.4–41.4 %. Therefore, determining the optimum mixture ratios of CRUs can increase maize yield and NUE while reducing the risk of N loss in continuous maize cropping systems. The results provide a scientific basis for N fertilizer management in spring maize production in northeastern China.

施用控释尿素(CRU)已成为通过一次性施肥管理提高玉米产量和氮(NUE)利用效率的重要方法。由于地区气候和作物的特殊性,不同氮释放期(U-CRU)的常规尿素和控释尿素组合的适当比例和施用效果可能会有所不同。在中国东北地区开展了一项为期三年(2019-2021 年)的田间试验,以研究 U-CRU 对玉米产量、氮利用效率、土壤无机氮含量变化和表观氮损失的影响。在氮肥施用量为 210 千克/公顷的条件下,将释放期为 60 天(CRUa)和 90 天(CRUb)的两种 CRU 与普通尿素混合,形成四种不同的组合:CRU1(尿素 40 % + CRUa 60 %)、CRU2(尿素 40 % + CRUa 40 % + CRUb 20 %)、CRU3(尿素 40 % + CRUa 20 % + CRUb 40 %)、CRU4(尿素 40 % + CRUb 60 %)。对照组为只施尿素(U)和不施氮肥(N0)。与尿素相比,所有尿素-CRU处理都能显著提高玉米十二叶期(V12)至生理成熟期(PM)0-20厘米土层中的土壤无机氮含量(NO3--N,1.4-7.0 毫克/千克-1;NH4+-N,0.3-1.3 毫克/千克-1)。此外,U-CRU 处理增加了玉米从吐丝期(R1)到成熟期对氮的吸收,因此促进了籽粒氮的积累,增加了 17.1-30.9%,并提高了氮的回收效率(REN),增加了 8.1-13.1%。随着穗数和百粒重的增加,CRU3 的玉米产量增加了 12.2-18.9%,在所有处理中增幅最大。此外,与 U 相比,所有 U-CRU 处理都显著降低了土壤深层(40-100 厘米)的无机氮含量,其中 CRU3 的表观氮损失最低,比 U 减少了 93.4 千克/公顷。根据 CRU 混合比与玉米产量、土壤表观失氮量和 REN 之间的回归关系,可以确定 U:CRUa:CRUb 与玉米产量和 NUE 之间的适宜比例为 40 %:18.6-24.6 %:35.4-41.4 %。因此,确定 CRU 的最佳混合比例可以提高玉米产量和氮利用效率,同时降低玉米连作系统的氮损失风险。研究结果为东北地区春玉米生产中的氮肥管理提供了科学依据。
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引用次数: 0
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European Journal of Agronomy
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