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OsBLS6.2: A rice bacterial leaf streak resistance gene identified by GWAS and RNA-seq OsBLS6.2:通过 GWAS 和 RNA-seq 鉴定的水稻细菌性叶斑病抗性基因
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-12-01 DOI: 10.1016/j.cj.2023.08.007
Huabin Xie , Chunzi Lin , Wenyu Lu , Zhikai Han , Danhong Wei , Xing Huo , Tianjiao Li , Jian Zhang , Yongqiang He , Chun Chen , Hui Wang , Tao Guo , Jiafeng Wang

Bacterial leaf streak (BLS), caused by Xanthomonas oryzae pv. oryzicola (Xoc), is a bacterial disease affecting rice production in Asia and Africa, whose severity is expected to increase with climate change. Identification of new quantitative-trait loci (QTL) or resistance genes for BLS resistance is essential for developing resistant rice. A genome-wide association study to identify QTL associated with BLS resistance was conducted using phenotypic and genotypic data from 429 rice accessions. Of 47 QTL identified, 45 were novel and two co-localized with previously reported QTL or genes conferring BLS resistance. qBLS6.2 on chromosome 6 explained the greatest phenotypic variation. Combined analysis of differential expression and annotations of predicted genes near qBLS6.2 based on haplotype and disease phenotype identified OsBLS6.2 (LOC_Os06g02960) as a candidate gene for qBLS6.2. OsBLS6.2 knockout plants showed higher resistance to Xoc than wild-type plants. Many other candidate genes for resistance to Xoc were identified.

由黄单胞菌(Xanthomonas oryzae pv. oryzicola,Xoc)引起的细菌性叶斑病(BLS)是影响亚洲和非洲水稻生产的一种细菌性病害,其严重程度预计将随着气候变化而加剧。鉴定抗BLS的新数量性状位点(QTL)或抗性基因对于开发抗性水稻至关重要。利用 429 个水稻品种的表型和基因型数据,开展了一项全基因组关联研究,以鉴定与 BLS 抗性相关的 QTL。在鉴定出的 47 个 QTL 中,45 个是新的,2 个与之前报道的 QTL 或赋予 BLS 抗性的基因共定位。根据单倍型和疾病表型对 qBLS6.2 附近的预测基因的差异表达和注释进行了综合分析,确定 OsBLS6.2 (LOC_Os06g02960) 为 qBLS6.2 的候选基因。OsBLS6.2 基因敲除植株对 Xoc 的抗性高于野生型植株。研究还发现了许多其他抗 Xoc 的候选基因。
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引用次数: 0
Assembly and phylogenomic analysis of cotton mitochondrial genomes provide insights into the history of cotton evolution 棉花线粒体基因组的组装和系统进化分析有助于深入了解棉花的进化史
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-12-01 DOI: 10.1016/j.cj.2023.05.004
Yanlei Feng , Yukang Wang , Hejun Lu , Jun Li , Delara Akhter , Fang Liu , Ting Zhao , Xingxing Shen , Xiaobo Li , James Whelan , Tianzhen Zhang , Jianping Hu , Ronghui Pan

Cotton is a major crop that provides the most important renewable textile fibers in the world. Studies of the taxonomy and evolution of cotton species have received wide attentions, not only due to cotton’s economic value but also due to the fact that Gossypium is an ideal model system to study the origin, evolution, and cultivation of polyploid species. Previous studies suggested the involvement of mitochondrial genome editing sites and copy number as well as mitochondrial functions in cotton fiber elongation. Whereas, with only a few mitogenomes assembled in the cotton genus Gossypium, our knowledge about their roles in cotton evolution and speciation is still scarce. To close this gap, here we assembled 20 mitogenomes from 15 cotton species spanning all the cotton clades (A–G, K, and AD genomes) and 5 cotton relatives using short and long sequencing reads. Systematic analyses uncovered a high level of mitochondrial gene sequence conservation, abundant sequence repeats and many insertions of foreign sequences, as well as extensive structural variations in cotton mitogenomes. The sequence repeats and foreign sequences caused significant mitogenome size inflation in Gossypium and its close relative Kokia in general, while there is no significant difference between the lint and fuzz cotton mitogenomes in terms of gene content, RNA editing, and gene expression level. Interestingly, we further revealed the specific presence and expression of two novel mitochondrial open reading frames (ORFs) in lint-fiber cotton species. Finally, these structural features and novel ORFs help us gain valuable insights into the history of cotton evolution and polyploidization and the origin of species producing long lint fibers from a mitogenomic perspective.

棉花是世界上提供最重要的可再生纺织纤维的主要作物。棉花物种的分类和进化研究受到广泛关注,这不仅是因为棉花的经济价值,还因为棉花是研究多倍体物种起源、进化和栽培的理想模式系统。之前的研究表明,线粒体基因组编辑位点和拷贝数以及线粒体功能参与了棉花纤维的伸长。然而,由于棉属植物棉花的有丝分裂基因组只有少数几个,我们对它们在棉花进化和物种分化中的作用仍然知之甚少。为了填补这一空白,我们利用长短测序读数从 15 个棉花物种(跨越所有棉花支系(A-G、K 和 AD 基因组))和 5 个棉花近缘种中组装了 20 个有丝分裂基因组。系统分析发现,棉花有丝分裂基因组中存在线粒体基因序列高度保守、丰富的序列重复和大量外来序列插入,以及广泛的结构变异。序列重复和外来序列导致棉花及其近亲 Kokia 的有丝分裂基因组体积明显增大,而皮棉和绒毛棉的有丝分裂基因组在基因含量、RNA 编辑和基因表达水平方面没有显著差异。有趣的是,我们进一步揭示了两种新型线粒体开放阅读框(ORF)在皮棉和绒毛棉中的特异性存在和表达。最后,这些结构特征和新型 ORFs 有助于我们从有丝分裂基因组学的角度深入了解棉花进化和多倍体化的历史以及长皮棉物种的起源。
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引用次数: 0
Regulation of soybean stem growth habit: A ten-year progress report 大豆茎干生长习性的调控:十年进展报告
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-12-01 DOI: 10.1016/j.cj.2023.08.002
Shang-Shang Xiong , Dan-Dan Guo , Zhao Wan , Le Quan , Wen-Tian Lu , Yongguo Xue , Baohui Liu , Hong Zhai

Stem growth habit dictates plant architecture and influences flowering and podding (seed setting), making it an essential morphological and breeding agronomic trait of soybean (Glycine max). Stem growth habit in soybean is affected by photoperiod and environment and is determined by genetic variation at major genes. Classical genetic analysis identified two critical loci, designated Determinacy 1 (Dt1) and Determinacy 2 (Dt2). Dt1 is an ortholog of Arabidopsis thaliana TERMINAL FLOWER1 (TFL1) and specifies an indeterminate stem growth habit, whereas Dt2 specifies a semi-determinate growth habit. MADS-box proteins, including Dt2, SUPPRESSOR OF OVEREXPRESSION OF CO1 (GmSOC1) and MADS-box genes downregulated by E1 (GmMDE), repress Dt1 expression. Photoreceptors encoded by the E3 and E4 loci regulate the expression of soybean FLOWERING LOCUS T (GmFT) orthologs via circadian clock genes and E1, and GmFTs compete with Dt1 to regulate stem growth habit. Study of the molecular mechanism underlying the regulation of stem growth habit in soybean has focused on the repression of Dt1 expression. Here we provide an overview of progress made in elucidating the genetic and molecular bases of stem growth habit in soybean, with emphasis on the molecular components responsible for integrating photoperiodic flowering and stem growth habit.

茎的生长习性决定植株的结构,并影响开花和结荚(结籽),因此是大豆(Glycine max)的一个重要形态和育种农艺性状。大豆的茎生长习性受光周期和环境的影响,并由主要基因的遗传变异决定。经典遗传分析确定了两个关键基因位点,即确定性 1(Dt1)和确定性 2(Dt2)。Dt1 是拟南芥 TERMINAL FLOWER1(TFL1)的直系同源物,指定了一种不定的茎生长习性,而 Dt2 则指定了一种半确定的生长习性。包括 Dt2、SUPPRESSOR OF OVEREXPRESSION OF CO1(GmSOC1)和受 E1 下调的 MADS-box 基因(GmMDE)在内的 MADS-box 蛋白抑制 Dt1 的表达。由 E3 和 E4 基因座编码的光感受器通过昼夜节律钟基因和 E1 调控大豆花序位点 T(GmFT)同源物的表达,GmFT 与 Dt1 竞争调控茎的生长习性。对大豆茎生长习性调控分子机制的研究主要集中在对 Dt1 表达的抑制上。在此,我们概述了在阐明大豆茎生长习性的遗传和分子基础方面取得的进展,重点是负责整合光周期开花和茎生长习性的分子成分。
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引用次数: 0
The miR5810/OsMRLP6 regulatory module affects rice seedling photosynthesis miR5810/OsMRLP6 调控模块影响水稻幼苗的光合作用
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-12-01 DOI: 10.1016/j.cj.2023.08.004
Weiwei Gao , Mingkang Li , Huaping Cheng , Kuaifei Xia , Mingyong Zhang

Photosynthesis affects crop growth and yield. The roles of microRNAs (miRNAs) in photosynthesis are little known. In the present study, the role of the OsNF-YB7–OsMIR5810–OsMRLP6 regulatory module in photosynthesis was investigated. The malectin-like protein gene OsMRLP6 was identified as a target gene of osa-miR5810 (miR5810). Overexpression in rice of miR5810 or down-expression of OsMRLP6 resulted in reduced expression of genes involved in chloroplast development and photosynthesis and decreased net photosynthetic rate, finally leading to lower shoot biomass and grain yield. Down-expression of miR5810 and overexpression of OsMRLP6 showed the opposite effect. Overexpression of transcription factor OsNF-YB7 elevated expression of OsMIR5810 in rice seedlings by binding to its promoter. The OsNF-YB7–OsMIR5810–OsMRLP6 regulatory module affects photosynthesis to mediate growth and grain yield.

光合作用影响作物的生长和产量。人们对微小 RNA(miRNA)在光合作用中的作用知之甚少。本研究调查了 OsNF-YB7-OsMIR5810-OsMRLP6 调控模块在光合作用中的作用。研究发现麦拉蛋白样蛋白基因 OsMRLP6 是osa-miR5810(miR5810)的靶基因。在水稻中过表达 miR5810 或向下表达 OsMRLP6 会导致参与叶绿体发育和光合作用的基因表达减少,净光合速率降低,最终导致嫩枝生物量和谷物产量降低。降低 miR5810 的表达和过表达 OsMRLP6 则显示出相反的效果。转录因子 OsNF-YB7 与 OsMIR5810 启动子结合,过量表达 OsMIR5810 会提高其在水稻幼苗中的表达量。OsNF-YB7-OsMIR5810-OsMRLP6调控模块影响光合作用,从而介导生长和谷物产量。
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引用次数: 0
A dynamic regulation of nitrogen on floret primordia development in wheat 氮对小麦小花原基发育的动态调控
1区 农林科学 Q1 AGRONOMY Pub Date : 2023-11-01 DOI: 10.1016/j.cj.2023.10.009
Zhen Zhang, Yujing Li, Yuxun Wu, Xiaoyu Zheng, Xiaolei Guo, Wan Sun, Zhencai Sun, Zhimin Wang, Yinghua Zhang
Nitrogen (N) fertilization is critical for spike and floret development, which affects the number of fertile florets per spike (NFFs). However, the physiological regulation of the floret development process by N fertilization is largely unknown. A high temporal-resolution investigation of floret primordia number and morphology, dry matter, and N availability was conducted under three N fertilization levels: 0 (N0), 120 (N1) and 240 (N2) kg ha−1. Interestingly, fertile florets at anthesis stage were determined by those floret primordia with meiotic ability at booting stage: meiotic ability was a threshold that predicted whether a floret primordium became fertile or abortive florets. Because the developmental rate of the 4th floret primordium in the central spikelet was accelerated and then they acquired meiotic ability, the NFFs increased gradually as N application increased, but the increase range decreased under N2. There were no differences in spike N concentration among treatments, but leaf N concentration was increased in the N1 and N2 treatments. Correspondingly, dry matter accumulation and N content of the leaf and spike in the N1 and N2 treatments was increased as compared to N0. Clearly, optimal N fertilization increased leaf N availability and transport of assimilates to spikes, and allowed more floret primordia to acquire meiotic ability and become fertile florets, finally increasing NFFs. There was no difference in leaf N concentration between N1 and N2 treatment, whereas soil N concentration at 0-60 cm soil layers was higher in N2 than in N1 treatment, implying that there was still some N fertilization that remained unused. Therefore, improving the leaf’s ability to further use N fertilizer is vital for greater NFFs.
氮肥对穗和小花的发育至关重要,影响每穗可育小花数。然而,氮肥对小花发育过程的生理调控在很大程度上是未知的。在0 (N0)、120 (N1)和240 (N2) kg ha - 1 3个施氮水平下,对小花原基数量、形态、干物质和氮有效性进行了高时间分辨率的研究。有趣的是,开花期的可育小花是由抽穗期具有减数分裂能力的小花原基决定的,减数分裂能力是预测小花原基成为可育小花还是败育小花的一个阈值。由于中心小穗第4小花原基的发育速度加快,获得减数分裂能力,NFFs随施氮量的增加而逐渐增加,但在N2处理下增加幅度减小。穗氮浓度在各处理间无显著差异,而叶片氮浓度在N1和N2处理间均有提高。相应的,N1和N2处理的叶片和穗干物质积累量和氮含量均比N0处理增加。显然,最佳施氮量增加了叶片氮素有效性和同化物向穗部的转运,使更多的小花原基获得减数分裂能力并成为可育小花,最终提高了NFFs。N1与N2处理的叶片氮含量无显著差异,而N2处理的0 ~ 60 cm土层土壤氮含量高于N1处理,说明仍有部分氮肥未被利用。因此,提高叶片进一步利用氮肥的能力对于提高NFFs至关重要。
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引用次数: 0
Remote sensing of quality traits in cereal and arable production systems: A review 谷物和耕地生产系统品质性状的遥感研究进展
1区 农林科学 Q1 AGRONOMY Pub Date : 2023-11-01 DOI: 10.1016/j.cj.2023.10.005
Zhenhai Li, Chengzhi Fan, Yu Zhao, Xiuliang Jin, Raffaele Casa, Wenjiang Huang, Xiaoyu Song, Gerald Blasch, Guijun Yang, James Taylor, Zhenhong Li
Cereal is an essential source of calories and protein for the global population. Accurately predicting cereal quality before harvest is highly desirable in order to optimise management for farmers, grading harvest and categorised storage for enterprises, future trading prices, and policy planning. The use of remote sensing data with extensive spatial coverage demonstrates some potential in predicting crop quality traits. Many studies have also proposed models and methods for predicting such traits based on multi-platform remote sensing data. In this paper, the key quality traits that are of interest to producers and consumers are introduced. The literature related to grain quality prediction was analyzed in detail, and a review was conducted on remote sensing platforms, commonly used methods, potential gaps, and future trends in crop quality prediction. This review recommends new research directions that go beyond the traditional methods and discusses grain quality retrieval and the associated challenges from the perspective of remote sensing data.
谷物是全球人口卡路里和蛋白质的重要来源。在收获前准确预测谷物质量是非常必要的,以便为农民优化管理,为企业分级收获和分类储存,未来交易价格和政策规划。利用空间覆盖广泛的遥感数据预测作物品质性状具有一定的潜力。许多研究也提出了基于多平台遥感数据的此类性状预测模型和方法。本文介绍了生产者和消费者感兴趣的关键质量特征。对粮食品质预测相关文献进行了详细分析,综述了粮食品质预测的遥感平台、常用方法、存在的不足和未来发展趋势。本文提出了超越传统方法的新的研究方向,并从遥感数据的角度讨论了粮食品质检索及其面临的挑战。
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引用次数: 0
Rice–wheat comparative genomics: Gains and gaps 稻麦比较基因组学:进展与差距
1区 农林科学 Q1 AGRONOMY Pub Date : 2023-11-01 DOI: 10.1016/j.cj.2023.10.008
Akila Wijerathna-Yapa, Ruchi Bishnoi, Buddhini Ranawaka, Manu Maya Magar, Hafeez Ur Rehman, Swati G. Bharad, Michal T. Lorenc, Vinita Ramtekey, Sasha Gohar, Charu Lata, Md. Harun-Or-Rashid, Maryam Razzaq, Muhammad Sajjad, Bhoja R. Basnet
Rice and wheat provide nearly 40% of human calorie and protein requirements. They share a common ancestor and belong to the Poaceae (grass) family. Characterizing their genetic homology is crucial for developing new cultivars with enhanced traits. Several wheat genes and gene families have been characterized based on their rice orthologs. Rice–wheat orthology can identify genetic regions that regulate similar traits in both crops. Rice–wheat comparative genomics can identify candidate wheat genes in a genomic region identified by association or QTL mapping, deduce their putative functions and biochemical pathways, and develop molecular markers for marker-assisted breeding. A knowledge of gene homology facilitates the transfer between crops of genes or genomic regions associated with desirable traits by genetic engineering, gene editing, or wide crossing.
大米和小麦提供了人类所需热量和蛋白质的近40%。它们有共同的祖先,属于禾本科。鉴定其遗传同源性对培育具有优良性状的新品种具有重要意义。一些小麦基因和基因家族已经根据它们在水稻中的同源性进行了鉴定。稻麦同源学可以鉴定出调控两种作物相似性状的遗传区域。稻麦比较基因组学可以在关联或QTL定位的基因组区域中识别候选小麦基因,推断其可能的功能和生化途径,并开发用于标记辅助育种的分子标记。基因同源性的知识有助于通过基因工程、基因编辑或宽杂交在作物之间转移与理想性状相关的基因或基因组区域。
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引用次数: 0
A telomere-to-telomere genome assembly of Zhonghuang 13, a widely-grown soybean variety from the original center of Glycine max 大豆品种中黄13号的端粒到端粒基因组组装
1区 农林科学 Q1 AGRONOMY Pub Date : 2023-11-01 DOI: 10.1016/j.cj.2023.10.003
Anqi Zhang, Tangchao Kong, Baiquan Sun, Shizheng Qiu, Jiahe Guo, Shuyong Ruan, Yu Guo, Jirui Guo, Zhishuai Zhang, Yue Liu, Zheng Hu, Tao Jiang, Yadong Liu, Shuqi Cao, Shi Sun, Tingting Wu, Huilong Hong, Bingjun Jiang, Maoxiang Yang, Xiangyu Yao, Yang Hu, Bo Liu, Tianfu Han, Yadong Wang
Soybean (Glycine max) stands as a globally significant agricultural crop, and the comprehensive assembly of its genome is of paramount importance for unraveling its biological characteristics and evolutionary history. Nevertheless, previous soybean genome assemblies have harbored gaps and incompleteness, which have constrained in-depth investigations into soybean. Here, we present Telomere-to-Telomere (T2T) assembly of the Chinese soybean cultivar Zhonghuang 13 (ZH13) genome, termed ZH13-T2T, utilizing PacBio Hifi and ONT ultralong reads. We employed a multi-assembler approach, integrating Hifiasm, NextDenovo, and Canu, to minimize biases and enhance assembly accuracy. The assembly spans 1,015,024,879 bp, effectively resolving all 393 gaps that previously plagued the reference genome. Our annotation efforts identified 50,564 high-confidence protein-coding genes, 707 of which are novel. ZH13-T2T revealed longer chromosomes, 421 not-aligned regions (NARs), 112 structure variations (SVs), and a substantial expansion of repetitive element compared to earlier assemblies. Specifically, we identified 25.67 Mb of tandem repeats, an enrichment of 5S and 48S rDNAs, and characterized their genotypic diversity. In summary, we deliver the first complete Chinese soybean cultivar T2T genome. The comprehensive annotation, along with precise centromere and telomere characterization, as well as insights into structural variations, further enhance our understanding of soybean genetics and evolution.
大豆(Glycine max)是全球重要的农业作物,其基因组的全面组装对于揭示其生物学特性和进化历史具有至关重要的意义。然而,先前的大豆基因组组装存在空白和不完整,这限制了对大豆的深入研究。在这里,我们利用PacBio Hifi和ONT超长读取技术,展示了中国大豆品种中黄13 (ZH13)基因组的端粒到端粒(T2T)组装。我们采用了多装配方法,集成了Hifiasm、NextDenovo和Canu,以最大限度地减少偏差并提高装配精度。该组合全长1,015,024,879 bp,有效地解决了之前困扰参考基因组的所有393个缺口。我们的注释工作确定了50,564个高置信度的蛋白质编码基因,其中707个是新的。与早期组合相比,ZH13-T2T显示出更长的染色体,421个不对齐区域(NARs), 112个结构变异(SVs)和大量重复元件的扩展。具体来说,我们鉴定出25.67 Mb的串联重复序列,富集5S和48S rnas,并表征了它们的基因型多样性。综上所述,我们获得了第一个完整的中国大豆品种T2T基因组。全面的注释,以及精确的着丝粒和端粒表征,以及对结构变异的见解,进一步增强了我们对大豆遗传和进化的理解。
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引用次数: 0
RPNet: Rice plant counting after tillering stage based on plant attention and multiple supervision network RPNet:基于植株关注和多重监督的水稻分蘖期后植株计数网络
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-01 DOI: 10.1016/j.cj.2023.04.005
Xiaodong Bai , Susong Gu , Pichao Liu , Aiping Yang , Zhe Cai , Jianjun Wang , Jianguo Yao

Rice is a major food crop and is planted worldwide. Climatic deterioration, population growth, farmland shrinkage, and other factors have necessitated the application of cutting-edge technology to achieve accurate and efficient rice production. In this study, we mainly focus on the precise counting of rice plants in paddy field and design a novel deep learning network, RPNet, consisting of four modules: feature encoder, attention block, initial density map generator, and attention map generator. Additionally, we propose a novel loss function called RPloss. This loss function considers the magnitude relationship between different sub-loss functions and ensures the validity of the designed network. To verify the proposed method, we conducted experiments on our recently presented URC dataset, which is an unmanned aerial vehicle dataset that is quite challenged at counting rice plants. For experimental comparison, we chose some popular or recently proposed counting methods, namely MCNN, CSRNet, SANet, TasselNetV2, and FIDTM. In the experiment, the mean absolute error (MAE), root mean squared error (RMSE), relative MAE (rMAE) and relative RMSE (rRMSE) of the proposed RPNet were 8.3, 11.2, 1.2% and 1.6%, respectively, for the URC dataset. RPNet surpasses state-of-the-art methods in plant counting. To verify the universality of the proposed method, we conducted experiments on the well-know MTC and WED datasets. The final results on these datasets showed that our network achieved the best results compared with excellent previous approaches. The experiments showed that the proposed RPNet can be utilized to count rice plants in paddy fields and replace traditional methods.

水稻是一种主要的粮食作物,在全世界都有种植。气候恶化、人口增长、农田萎缩等因素要求应用尖端技术来实现准确高效的水稻生产。在本研究中,我们主要关注稻田中水稻植株的精确计数,并设计了一个新的深度学习网络RPNet,该网络由四个模块组成:特征编码器、注意力块、初始密度图生成器和注意力图生成器。此外,我们提出了一个新的损失函数称为RPloss。该损失函数考虑了不同子损失函数之间的大小关系,确保了设计网络的有效性。为了验证所提出的方法,我们在最近提出的URC数据集上进行了实验,该数据集是一个无人机数据集,在计算水稻植株方面面临很大挑战。为了进行实验比较,我们选择了一些流行的或最近提出的计数方法,即MCNN、CSRNet、SANet、TasselNetV2和FIDTM。在实验中,对于URC数据集,所提出的RPNet的平均绝对误差(MAE)、均方根误差(RMSE)、相对MAE(rMAE)和相对RMSE(rRMSE)分别为8.3%、11.2%、1.2%和1.6%。RPNet在工厂计数方面超越了最先进的方法。为了验证所提出方法的通用性,我们在众所周知的MTC和WED数据集上进行了实验。在这些数据集上的最终结果表明,与以前的优秀方法相比,我们的网络取得了最好的结果。实验表明,所提出的RPNet可以用来计算稻田中的水稻植株,取代传统的方法。
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引用次数: 2
SimET: An open-source tool for estimating crop evapotranspiration and soil water balance for plants with multiple growth cycles SimET:一个用于估计具有多个生长周期的植物的作物蒸散和土壤水分平衡的开源工具
IF 6.6 1区 农林科学 Q1 AGRONOMY Pub Date : 2023-10-01 DOI: 10.1016/j.cj.2023.03.008
Minguo Liu, Mei Yang, Huimin Yang

Accurate estimation of crop evapotranspiration (ETc) and soil water balance, which is vital for optimizing water management strategy in crop production, can be performed by simulation. But existing software has many deficiencies, including complex operation, limited scalability, lack of batch processing, and a single ETc model. Here we present simET, an open-source software package written in the R programming language. Many concepts involved in crop ETc simulation are condensed into functions in the package. It includes three widely used crop ETc models built on these functions: the single-crop coefficient, double-crop coefficient, and Shuttleworth–Wallace models, along with tools for preparing model data and comparing estimates. SimET supports ETc simulation in crops with repeated growth cycles such as alfalfa, a perennial forage crop that is cut multiple times annually.

通过模拟可以准确估计作物蒸发蒸腾量和土壤水分平衡,这对优化作物生产中的水分管理策略至关重要。但现有软件存在许多不足,包括操作复杂、可扩展性有限、缺乏批处理以及ETc模型单一。这里我们介绍simET,一个用R编程语言编写的开源软件包。作物ETc模拟中涉及的许多概念被浓缩为包中的函数。它包括三个广泛使用的基于这些函数的作物ETc模型:单作物系数、双作物系数和Shuttleworth–Wallace模型,以及用于准备模型数据和比较估计的工具。SimET支持在具有重复生长周期的作物中进行ETc模拟,如苜蓿,一种每年多次切割的多年生牧草。
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Crop Journal
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