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Search Results (1,333)

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Keywords = seedling quality

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21 pages, 3482 KB  
Article
Economic Impact of Semi-Mechanized Transplanting If Coffee Farming: Comparison of Operational Costs Between Conventional Systems and Systems with Autopilot and Time Updates
by Rosalra Maria Alves de Morais, Gabriel Araújo e Silva Ferraz, Rafael de Oliveira Faria, Mirian de Lourdes Oliveira and Arthur Correia de Noronha
AgriEngineering 2026, 8(5), 173; https://doi.org/10.3390/agriengineering8050173 (registering DOI) - 2 May 2026
Abstract
Studies related to the mechanization of coffee transplanting combined with precision agriculture techniques demonstrate a need to verify the quality of the operation to optimize future production processes in the field and reduce costs. The objective of this study was to analyze the [...] Read more.
Studies related to the mechanization of coffee transplanting combined with precision agriculture techniques demonstrate a need to verify the quality of the operation to optimize future production processes in the field and reduce costs. The objective of this study was to analyze the operational costs arising from a semi-mechanized coffee transplanting process using an autopilot. The study was conducted on a rural property in the municipality of Santo Antônio do Amparo—MG—where 7458 coffee seedlings were transplanted using a planting platform pulled by a tractor equipped with an autopilot and a GNSS antenna, over a period of 4 days. The date and time data of the operation, recorded every second by the autopilot, were collected and recorded in spreadsheets to assist in calculating operational costs. Two semi-mechanized transplanting scenarios were compared: one using autopilot and the other using conventional semi-mechanized transplanting. The results indicated that the hourly cost of operation with autopilot was US$2130.42 h−1, while the conventional system presented US$326.03 h−1. The effective operational cost was US$3975.61 ha−1 for the system with autopilot and US$442.31 ha−1 for the conventional system in 2020. After monetary updating to 2025, the operational costs increased to US$1845.19 ha−1 and US$116.28 ha−1, respectively. The investment analysis indicated an Internal Rate of Return of 89.7%, highlighting the potential return on investment in the study. Therefore, it was emphasized that even with a high investment cost, the application of autopilot is viable for improving tractor steering during operation and ensuring uniformity in the positioning of coffee seedlings. Full article
(This article belongs to the Collection Research Progress of Agricultural Machinery Testing)
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28 pages, 4478 KB  
Article
Numerical Simulation and Experimental Study of a Pelletizing Coating Machine for Astragalus membranaceus Seeds
by Taiwei Zhao, Hua Zhang, Wei Sun and Luhai Zhang
Agriculture 2026, 16(9), 955; https://doi.org/10.3390/agriculture16090955 - 27 Apr 2026
Viewed by 554
Abstract
To address the poor coating quality and low efficiency of Astragalus membranaceus seed pelletizing, this study combined theoretical analysis, DEM simulations, and experiments. The motion and force conditions of seed-powder particles were analyzed to identify key parameters. Using the coefficient of variation (Cv) [...] Read more.
To address the poor coating quality and low efficiency of Astragalus membranaceus seed pelletizing, this study combined theoretical analysis, DEM simulations, and experiments. The motion and force conditions of seed-powder particles were analyzed to identify key parameters. Using the coefficient of variation (Cv) as the evaluation index, the disc diameter, pan edge inclination, and rotational speed were optimized via response surface methodology. The optimal structural parameters were 605.5 mm, 15.7°, and 20.3 r·s−1. Liquid adhesion was represented by a custom time-varying cohesion model in DEM. Physical experiments showed that the optimized structure increased the pelletization qualification rate from 74.8% to 94.3%. Orthogonal experiments further optimized the process parameters: a single powder feed of 20 g, a single binder solution feed of 25 mL, and a coating duration of 8 min, achieving a qualification rate of 98.3%. Seedling emergence tests revealed that pelleted seeds had a significantly higher emergence rate (97.6%) than non-pelleted seeds (67.3%). These findings provide theoretical and technical references for pelletizing the coating of irregularly shaped seeds. Full article
(This article belongs to the Section Agricultural Technology)
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20 pages, 2863 KB  
Article
Microbial Drivers of Seed Vigor in Salvia miltiorrhiza: Bacterial Network Stability, Pseudomonas Enrichment, and Identification of Growth-Promoting Strains
by Yate Zhang, Rui Zou, Meng Yu, Jiayi Fu, Hanxin Ye, Xin Chen, Ruiqi Liu, Pengfeng Zhu, Qingdian Han, Ning Sui, Leran Wang and Guoyin Kai
Agronomy 2026, 16(9), 874; https://doi.org/10.3390/agronomy16090874 - 25 Apr 2026
Viewed by 166
Abstract
The global demand for Salvia miltiorrhiza Bunge in the botanical medicine market is steadily increasing. However, its production has long relied on asexual root propagation, making it highly susceptible to germplasm degradation. Transitioning to seed reproduction offers the advantage of genetic renewal, yet [...] Read more.
The global demand for Salvia miltiorrhiza Bunge in the botanical medicine market is steadily increasing. However, its production has long relied on asexual root propagation, making it highly susceptible to germplasm degradation. Transitioning to seed reproduction offers the advantage of genetic renewal, yet it is constrained by unstable seed vigor and slow seedling growth. In the present study, comprehensive physiological and microbiome analyses of S. miltiorrhiza seeds from 14 regions across 7 provinces in China were conducted to elucidate the association between the seed microbiome and vigor, and to identify plant growth-promoting (PGP) strains. The results demonstrated: (1) Seed physical traits and germination characteristics varied significantly across geographic origins. Seed vigor, exhibiting the highest coefficient of variation, served as a key parameter reflecting germination quality. (2) High-vigor seeds harbored distinct microbial communities characterized by higher diversity indices, greater network complexity, and the significant enrichment of potentially beneficial bacteria (e.g., Pseudomonas). (3) Through correlation-directed screening of isolated pure cultures, Pseudomonas mendocina P-6 and Enterobacter ludwigii BM-12 were identified as exhibiting robust, multi-trait PGP capacity. In planta validation showed that these two strains significantly promoted the growth of 1-month-old S. miltiorrhiza seedlings, increasing total fresh weight by 33.9–71.3%. This study reveals the microecological drivers of seed vigor and provides candidate strains for inoculant development, thereby supporting the sustainable, seed-based propagation of S. miltiorrhiza. Full article
25 pages, 4654 KB  
Article
Optimization and Experimental Study on No-Tillage Dense Planting Precision Seed-Fertilizer Co-Sowing System for Maize Oriented to High-Yield Agronomy
by Zhongyi Yu, Guangfu Wang, Xiongkui He, Wangsheng Gao, Yuanquan Chen, Kuan Ren, Xing Nian and Chaogang Li
Agronomy 2026, 16(9), 860; https://doi.org/10.3390/agronomy16090860 - 24 Apr 2026
Viewed by 190
Abstract
To solve the problems of low seeding precision and the poor operational adaptability of traditional no-till seeders under dense planting mode, and meet the agronomic requirements for high maize yield, this study carried out optimization and experimental research on the no-till precision fertilizer-seed [...] Read more.
To solve the problems of low seeding precision and the poor operational adaptability of traditional no-till seeders under dense planting mode, and meet the agronomic requirements for high maize yield, this study carried out optimization and experimental research on the no-till precision fertilizer-seed co-sowing system for maize with wide-narrow row dense planting, relying on the experimental base of the Science and Technology Courtyard for Super High-Yield Cropping Systems in Qihe, China Agricultural University. Through modular integration and the optimization of key components, precise row spacing adjustment and improved sowing depth consistency in complex plots were achieved. A tractor-implement integrated a kinematic model and a dynamic model of the seed metering tube, which were constructed to quantify the correlation between operational parameters and motion states, providing theoretical support for structural parameter optimization. Field tests showed that all operational quality indicators of the system met the local high-yield requirements for no-till dense planting; the comprehensive performance was optimal at a density of 75,000 plants·ha−1, with the best seeding uniformity (coefficient of variation: 5.65%), seedling emergence and seedling uniformity, which is well adapted to the agronomic characteristics of the wheat–maize rotation areas in the Huang-Huai-Hai Plain. Subsequent optimization by reducing the operating speed and increasing the spring stiffness can further improve the operational quality, realize the deep integration of agronomy and agricultural machinery, provide agricultural machinery support for high-yield and high-quality maize cultivation, and is of great significance for improving agricultural production efficiency and resource utilization. Full article
(This article belongs to the Section Innovative Cropping Systems)
11 pages, 1698 KB  
Article
Mechanical Damage in Soybeans by Pneumatic Seeder
by Fabricio Ardais Medeiros, Nixon da Rosa Westendorff, Lilian Vanussa Madruga de Tunes, Ângelo Vieira dos Reis, Aleksander Westphal Muniz and Geri Eduardo Menegello
Crops 2026, 6(3), 49; https://doi.org/10.3390/crops6030049 - 22 Apr 2026
Viewed by 223
Abstract
Research has advanced in the development of precision seed metering devices to ensure proper seed distribution at high speeds. However, little is known about the effect of increasing seeding speed, as well as seeding at different inclinations of the tractor-seeder unit, on the [...] Read more.
Research has advanced in the development of precision seed metering devices to ensure proper seed distribution at high speeds. However, little is known about the effect of increasing seeding speed, as well as seeding at different inclinations of the tractor-seeder unit, on the integrity and physiological quality of soybean seeds. This study aimed to identify the effect of travel speeds (5, 7, 9, 11, and 13 km h−1) combined with three longitudinal inclinations of a pneumatic seed metering device (−11°, 0°, and 11°), simulating field conditions, on the distribution and integrity of soybean seeds. We used a 5 × 3 factorial design was used with an additional control treatment in which the seeds did not pass through the metering device. The variables evaluated included the percentage of spacing between individual seeds, germination, mechanical damage (tetrazolium test), and seedling emergence. The results demonstrated that increasing the speed did not prevent the spacing between individual seeds from falling below the minimum limit of 90% for pneumatic seed metering devices. The treatments did not affect germination compared to the control. Sowing on a slope caused the greatest mechanical damage to soybean seeds. All treatments significantly reduced plant emergence, except when the pneumatic metering device operated at an incline of 0° at 9 km h−1. Full article
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16 pages, 1167 KB  
Article
Diversity of Coffea canephora Genotypes from the Robusta and Conilon Botanical Groups at the Seedling Stage
by Pablo Santana Vial, Niquisse José Alberto, Emanoel Chequetto, Wellington Castrillon Grélla, Laís da Silva Magevski, Militino Paiva Carrafa, Edilson Romais Schmildt, Deurimar Herênio Gonçalves Júnior and Fábio Luiz Partelli
Int. J. Plant Biol. 2026, 17(4), 34; https://doi.org/10.3390/ijpb17040034 - 21 Apr 2026
Viewed by 251
Abstract
This study evaluated the morphological development of 23 Coffea canephora clones in Espírito Santo to identify materials with superior vigor and quality for commercial and breeding purposes. Seedlings from cuttings were arranged in a completely randomized design with ten replicates and assessed at [...] Read more.
This study evaluated the morphological development of 23 Coffea canephora clones in Espírito Santo to identify materials with superior vigor and quality for commercial and breeding purposes. Seedlings from cuttings were arranged in a completely randomized design with ten replicates and assessed at the commercial dispatch stage. Shoot and root growth, biomass, leaf area (LA), Dickson Quality Index (DQI), structural ratios (shoot/root ratio, SRR; height/diameter ratio, HDR), and anatomical traits were measured. Data were analyzed using analysis of variance with Scott–Knott clustering, Pearson correlation, and Principal Component Analysis (PCA). Significant variability was observed among clones. Clones 88, VR3, 8, and LB33 showed the highest stem diameter (SD), total dry mass (TDM), LA, and DQI, with balanced shoot and root development. Leaf area correlated strongly with SD, number of leaves (NL), biomass, and DQI, confirming its role as a seedling quality indicator. PCA identified two groups: a high-performance group with greater vigor and biomass, and a lower-performance group including clones 7, MR04, and VR4. The convergence of methods confirms the robustness of the results. Overall, clones 88, VR3, 8, and LB33 demonstrate superior agronomic potential at the seedling stage, offering promising options for nurseries, growers, and clonal selection programs. Full article
(This article belongs to the Section Plant Reproduction)
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24 pages, 3486 KB  
Article
Mining and Analysis of Salt Tolerance Genes in Maize at the Seedling Stage
by Zhenping Ren, Zelong Zhuang, Jianwen Bian, Wanling Ta, Xiaojia Hao, Lei Zhang and Yunling Peng
Curr. Issues Mol. Biol. 2026, 48(4), 423; https://doi.org/10.3390/cimb48040423 - 20 Apr 2026
Viewed by 219
Abstract
Salt stress represents a significant abiotic stress factor that adversely affects plant growth and development. It directly inhibits both vegetative and reproductive growth, resulting in substantial reductions in crop yield and quality. Consequently, the identification of salt tolerance genes and the elucidation of [...] Read more.
Salt stress represents a significant abiotic stress factor that adversely affects plant growth and development. It directly inhibits both vegetative and reproductive growth, resulting in substantial reductions in crop yield and quality. Consequently, the identification of salt tolerance genes and the elucidation of their underlying molecular mechanisms are crucial for improving crop salt tolerance and ensuring agricultural productivity. To investigate the molecular basis underlying differential salt tolerance between Zheng58 and PH4CV, we employed pooled sequencing (BSA-seq) using extreme phenotypic individuals from their F2 population and conducted a comparative transcriptome analysis at the seedling stage of the two genotypes. Phenotypic, physiological, biochemical, and ion content analyses revealed that Zheng58 exhibited significantly superior performance compared to PH4CV under salt stress conditions. BSA-seq analysis identified six genomic regions associated with salt tolerance, encompassing a total of 391 genes. Functional annotation enabled the screening of 151 candidate genes potentially involved in salt stress responses. Transcriptome profiling indicated that differentially expressed genes were significantly enriched in biological processes, particularly plant hormone signal transduction and MAPK signaling pathways. Integrating BSA-seq and transcriptome data, key candidate gene ZmACC2 (Zm00001eb419400) was identified as potentially involved in the regulation of salt tolerance in maize. This gene may modulate Na+/K+/Ca2+ homeostasis and reactive oxygen species metabolism through defense responses mediated by ethylene (ETH) and hydrogen peroxide, as well as through ion homeostasis regulatory pathways. This study provides valuable candidate genes and a theoretical foundation for further dissection of the molecular mechanisms governing salt tolerance in maize. Full article
(This article belongs to the Special Issue Plant Hormones, Development, and Stress Tolerance)
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20 pages, 2511 KB  
Article
Integrated Physio-Biochemistry and Transcriptome Analysis Reveals the Mechanism of 24-Epibrassinolide in Alleviating Cadmium Stress in Watermelon (Citrullus lanatus L.)
by Jingqiu Xu, Yuanyuan Chen, Mengmeng Liu and Haidong Ding
Biology 2026, 15(8), 638; https://doi.org/10.3390/biology15080638 - 18 Apr 2026
Viewed by 248
Abstract
Cadmium (Cd) contamination is widely recognized as a major risk factor affecting the security and quality of crop production. Watermelon (Citrullus lanatus) is a globally cultivated fruit that is susceptible to Cd stress. 24-Epibrassinolide (EBR), an active brassinosteroid, is essential for [...] Read more.
Cadmium (Cd) contamination is widely recognized as a major risk factor affecting the security and quality of crop production. Watermelon (Citrullus lanatus) is a globally cultivated fruit that is susceptible to Cd stress. 24-Epibrassinolide (EBR), an active brassinosteroid, is essential for plant growth and abiotic stress responses. However, its protective role in watermelon under Cd stress remains unclear. This study elucidates the physiological and molecular processes underlying EBR-mediated alleviation of Cd toxicity in watermelon seedlings. The results showed that exogenous EBR application effectively mitigated Cd-induced growth inhibition through decreased Cd deposition, reduced the accumulation of reactive oxygen species (ROS), lowered membrane lipid peroxidation, and increased antioxidant capacity in watermelon leaves under Cd treatment. Transcriptome (RNA-Seq) analysis revealed that EBR triggered substantial reprogramming of gene expression patterns, identifying 530 differentially expressed genes (DEGs) in Cd + EBR co-treatment compared with Cd treatment alone, including 204 down-regulated genes and 326 up-regulated genes. These DEGs are vital for controlling several physiological processes, including phenylpropane metabolism, phenylpropanoid biosynthesis, endoplasmic reticulum’s protein production, cell wall organization, and others. Further physiological assays confirmed that EBR increased the activities of PAL and 4CL, the core enzymes driving phenylpropanoid biosynthesis, leading to a significant accumulation of total phenols and flavonoids. Together, the above results give concrete proof of the powerful functions of 24-EBR, acting as an enhancer of plant performance under Cd stress by enhancing the antioxidant system and by activating the phenylpropanoid pathway and its derived metabolic networks. Full article
(This article belongs to the Section Plant Science)
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19 pages, 3547 KB  
Article
Dihydroflavonol 4-Reductase (DFR) Gene in Ribes nigrum L. Enhances Cold and Drought Resistance by Promoting Flavonoid Synthesis
by Miyun Jiao, Yueren Xiao, Kexin Liu, Huixin Gang, Junwei Huo and Dong Qin
Horticulturae 2026, 12(4), 485; https://doi.org/10.3390/horticulturae12040485 - 16 Apr 2026
Viewed by 770
Abstract
The ripe fruits of blackcurrant (Ribes nigrum L.) are rich in vitamin C, anthocyanins, and flavonoids. Besides being consumed fresh, the fruits can be processed into fruit juices, jams, wines, and other products, exhibiting considerable economic and nutritional value. Flavonoids are a [...] Read more.
The ripe fruits of blackcurrant (Ribes nigrum L.) are rich in vitamin C, anthocyanins, and flavonoids. Besides being consumed fresh, the fruits can be processed into fruit juices, jams, wines, and other products, exhibiting considerable economic and nutritional value. Flavonoids are a class of important plant secondary metabolites with antioxidant, anti-inflammatory, and anti-cancer properties. Although previous studies have confirmed the involvement of multiple structural genes and transcription factors in flavonoid biosynthesis, the specific role of the dihydroflavonol 4-reductase (DFR) gene in regulating flavonoid accumulation during fruit development of blackcurrant remains to be clearly elucidated. In this study, we identified an RnDFR gene located in the nucleus and cytoplasm, which has the same expression trend as flavonoid content in fruit development stages. Overexpression of RnDFR improved the flavonoid accumulation and upregulated the expression levels of related structural genes (4CL, CHS, LDOX, ANR, and UFGT) in tomato. Transiently overexpressing RnDFR in blackcurrant fruit also increased the content of flavonoids and DFR enzyme activity, whereas silencing RnDFR resulted in the opposite effect. In addition, overexpression of RnDFR in tomato seedlings improved cold and drought tolerance by increasing flavonoid accumulation, reducing membrane lipid peroxidation damage and enhancing the activities of antioxidant enzymes. This study systematically reveals the key role of RnDFR in flavonoid biosynthesis and the enhancement of cold and drought tolerance, and offers an important theoretical basis for future efforts to optimize flavonoid content in blackcurrant and improve fruit nutritional quality. Full article
(This article belongs to the Special Issue Advances in Developmental Biology and Quality Control of Berry Crops)
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13 pages, 1201 KB  
Article
Genome-Wide Identification, Expression and Localization Analysis of the Glycinin Family in Soybean
by Shitong Chang, Wanlong Li, Zhou Liu, Xiaomei Zhou and Xiaoxi Shen
Int. J. Plant Biol. 2026, 17(4), 31; https://doi.org/10.3390/ijpb17040031 - 14 Apr 2026
Viewed by 274
Abstract
Soybean (Glycine max L. Merr.) is one of the most important legume crops globally, providing high-quality plant protein and oil for humans and livestock, and playing a crucial role in nitrogen fixation within agricultural ecosystems. The seeds contain about 35–40% protein by [...] Read more.
Soybean (Glycine max L. Merr.) is one of the most important legume crops globally, providing high-quality plant protein and oil for humans and livestock, and playing a crucial role in nitrogen fixation within agricultural ecosystems. The seeds contain about 35–40% protein by dry weight, with 65–80% of this being seed storage proteins (SSPs). These proteins mainly consist of 11S globulin (glycinin) and 7S β-conglycinin, which accumulate significantly in protein bodies during seed development, providing essential nitrogen and amino acids for seed germination and early seedling growth. Additionally, the composition and structure of SSPs directly determine the nutritional value, processing functionalities (such as emulsification, gelation, and solubility), and potential allergenicity of soybean products. In this study, we conducted a detailed analysis of the structural characteristics, chromosomal localization, phylogenetic relationships, and tissue expression patterns of members of the soybean Gy gene family, laying a theoretical foundation for further exploration of the biological functions of Gy genes in soybeans. We performed comprehensive genomic identification, expression analysis, and subcellular localization of the soybean Gy gene family. The results showed that the seven soybean Gy genes are unevenly distributed across different chromosomes and exhibit distinct expression patterns in soybean seeds, suggesting they may have different roles during seed development. Subcellular localization experiments indicated that the GmGy1 gene might play an important role during seed development. These findings provide significant insights into the functions of the Gy gene family in soybean growth and development and offer potential candidate gene targets for soybean molecular breeding. Full article
(This article belongs to the Section Plant Biochemistry and Genetics)
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27 pages, 4180 KB  
Article
Isolation and Characterization of Nickel-Resistant Microbacterium algeriense C14 with Plant-Growth-Promoting Properties and Metal-Immobilization Capacity
by Hansheng Liu, Shengxu Wang, Jie Wang, Xingyu Ma, Chunli Zhao and Mingtang Li
Microorganisms 2026, 14(4), 875; https://doi.org/10.3390/microorganisms14040875 - 13 Apr 2026
Viewed by 295
Abstract
Nickel (Ni) contamination threatens plant growth and ecosystem stability, and plant-growth-promoting rhizobacteria (PGPR) are sustainable bioremediation candidates. Here, we isolated and characterized a Ni-resistant PGPR strain, Microbacterium algeriense C14, from the rhizosphere of Zinnia elegans in Ni-contaminated soil. C14 exhibited exceptional Ni tolerance [...] Read more.
Nickel (Ni) contamination threatens plant growth and ecosystem stability, and plant-growth-promoting rhizobacteria (PGPR) are sustainable bioremediation candidates. Here, we isolated and characterized a Ni-resistant PGPR strain, Microbacterium algeriense C14, from the rhizosphere of Zinnia elegans in Ni-contaminated soil. C14 exhibited exceptional Ni tolerance (up to 800 mg·L−1), produced indole-3-acetic acid (IAA), and maintained pH homeostasis (8.3–8.7). XPS and XRD analyses confirmed a novel carboxylate-based precipitation mechanism: C14 secretes carboxyl-containing metabolites that coordinate with Ni2+ to form stable amorphous nickel–carboxylate complexes. Under Ni stress (50–600 mg·L−1 for germination; 50–600 mg·kg−1 soil for pot experiments), C14 inoculation increased the seed germination index by up to 47.3%, seedling root length by 36.9%, and mature plant aboveground fresh weight by 21.32%, while reducing plant Ni uptake by 38.7% (seedlings) and 49.9% (mature shoots). It also enhanced plant antioxidant-enzyme (SOD and POD) activities and soluble protein content, improved soil quality (pH +0.16–0.33 units, urease/acid phosphatase activities elevated), and reduced soil-available Ni by 23.7%. Additionally, C14 enriched Proteobacteria in the rhizosphere and modified microbial community structure. These results highlight M. algeriense C14 as a promising resource for Ni-contaminated soil remediation via integrated metal immobilization, growth promotion, and rhizosphere regulation. Full article
(This article belongs to the Section Plant Microbe Interactions)
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26 pages, 2949 KB  
Article
The Effects of Different Container Types and Substrate Ratios on the Growth Characteristics of Zelkova schneideriana Hand.-Mazz. Seedlings
by Jianbing Liu, Xin Zhao, Zhuping Li, Bin Li and Jindong Yan
Forests 2026, 17(4), 473; https://doi.org/10.3390/f17040473 - 12 Apr 2026
Viewed by 335
Abstract
To optimize container seedling cultivation of Chinese zelkova (Zelkova schneideriana Hand.-Mazz.), a three-factor completely randomized design was used to systematically evaluate the effects of container material, container size, and substrate composition on seedling growth, physiological traits, and root morphology. Different container materials, [...] Read more.
To optimize container seedling cultivation of Chinese zelkova (Zelkova schneideriana Hand.-Mazz.), a three-factor completely randomized design was used to systematically evaluate the effects of container material, container size, and substrate composition on seedling growth, physiological traits, and root morphology. Different container materials, three container sizes, and multiple composite substrates were tested. Seedling height, biomass accumulation, photosynthetic characteristics, and root morphological indices were measured, and principal component analysis combined with comprehensive evaluation was applied to identify optimal treatments. The results showed that container size was one of the major factors affecting overall seedling quality, with large containers generally enhancing seedling height, biomass accumulation, photosynthetic capacity, and root development. Among container materials, B-type containers generally exhibited better overall performance under medium- and large-size conditions. Substrate composition showed a significant regulatory effect under appropriate container conditions, and the T3 composite substrate, composed of yellow soil (40%), peat (10%), sphagnum peat (15%), vermiculite (10%), rice husk (15%), and corn cob (10%), achieved the highest comprehensive score. According to the PCA-based comprehensive evaluation, the T3/A3 treatment ranked first, followed by T3/B2. Overall, the combination of B-type containers, appropriate medium-to-large container size, and the T3 substrate showed superior nursery performance. In particular, T3/A3 ranked first in the comprehensive evaluation, followed by T3/B2, indicating that both large black plastic containers and medium-sized B-type containers performed well under the T3 substrate. Full article
(This article belongs to the Special Issue Advances in Forest Tree Seedling Cultivation Technology—2nd Edition)
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15 pages, 2928 KB  
Article
ES2-LeafSeg: Lightweight State Space Modeling-Driven Agricultural Leaf Segmentation
by Hao Wang, Zhiyang Li, Pengsen Zhao and Jinlong Yu
Appl. Sci. 2026, 16(8), 3745; https://doi.org/10.3390/app16083745 - 10 Apr 2026
Viewed by 315
Abstract
Agricultural robots and unmanned farmland management require real-time and precise parsing of crop leaves at the edge to support variable application of pesticides, seedling condition monitoring, and phenotypic analysis. However, the field environment features drastic changes in light, leaf occlusion, and interference from [...] Read more.
Agricultural robots and unmanned farmland management require real-time and precise parsing of crop leaves at the edge to support variable application of pesticides, seedling condition monitoring, and phenotypic analysis. However, the field environment features drastic changes in light, leaf occlusion, and interference from background weeds, which can cause semantic fragmentation and boundary artifacts in lightweight models. This paper presents ES2-LeafSeg, a lightweight framework for leaf semantic segmentation tailored for edge deployment. The method employs EfficientNetV2 as the backbone encoder and introduces the State Space Semantic Enhancement Module (S2FEM) on skip connection features, modeling long-range dependencies and suppressing local texture noise through SSM pooling in row and column directions. Meanwhile, a cross-scale decoder (CSD) and a global context transformation (GCT) are designed to achieve multi-scale semantic fusion and boundary refinement. On the three-class segmentation task of the SoyCotton dataset, ES2-LeafSeg achieved mIoU of 0.817, mDice of 0.869, Fβw of 0.925, and MAE of 0.011, outperforming multiple classic and recent baselines while maintaining 23.67 M parameters and 49.62 FPS. Ablation experiments further verified the complementary contributions of S2FEM and GCT to regional consistency and boundary quality. Full article
(This article belongs to the Section Computing and Artificial Intelligence)
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17 pages, 10219 KB  
Article
Establishment and Optimization of a High-Coefficient In Vitro Shoot Organogenesis System for Garlic Cultivar Gailiangsuan
by Xueting Niu, Binbin Liu, Qiaoyun Zhang, Kexin Zhang, Jingxuan Wang, Hanqiang Liu, Maixia Hui, Xiaofeng Wang, Shuxia Chen and Shufen Wang
Agriculture 2026, 16(7), 811; https://doi.org/10.3390/agriculture16070811 - 5 Apr 2026
Viewed by 455
Abstract
Garlic (Allium sativum L.) is an important vegetable with high nutritional and medicinal value. Its reliance on asexual reproduction causes variety degradation and low propagation efficiency, severely limiting the garlic industry. This study established an efficient shoot organogenesis system for the garlic [...] Read more.
Garlic (Allium sativum L.) is an important vegetable with high nutritional and medicinal value. Its reliance on asexual reproduction causes variety degradation and low propagation efficiency, severely limiting the garlic industry. This study established an efficient shoot organogenesis system for the garlic cultivar Gailiangsuan through optimizing tissue culture protocols. Various explants, media, and hormone combinations were tested to determine the optimal conditions for improving in vitro propagation efficiency. The results demonstrated that for garlic inflorescence explants, immature inflorescences protruding 0–5 cm from the leaf sheath or not protruding were the optimal explants, exhibiting the highest shoot number. The Gamborg B5 (B5) medium supplemented with a hormone combination of zeatin (ZT) 2 mg/L + indole-3-acetic acid (IAA) 0.05–0.2 mg/L at the first stage and ZT 0.2 mg/L + IAA 0.05 mg/L at the second stage was the most effective for improving in vitro propagation efficiency. For in vitro stem disc culture, the B5 medium containing 6-benzylaminopurine (6–BA) 2 mg/L + 1-naphthaleneacetic acid (NAA) 0.2 mg/L was optimal. Moreover, a sucrose concentration of 7% was identified as optimal for microbulb development, resulting in significantly larger microbulbs than those grown in a medium with 3% sucrose. These results provide a technical basis for large-scale production of high-quality garlic seedlings. Full article
(This article belongs to the Section Crop Production)
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19 pages, 3330 KB  
Article
Design and Experiment for a Single-Degree-of-Freedom Four-Bar Planting Manipulator
by Yugong Dang, Gaohang Jiang, Yupeng Zhang and Zhigang Zhou
Actuators 2026, 15(4), 207; https://doi.org/10.3390/act15040207 - 4 Apr 2026
Viewed by 368
Abstract
At present, commonly used vegetable pot seedling planters can be divided into two categories: one has a complex structure and high manufacturing cost, and the other has a simple structure but poor planting quality. In order to solve this problem, an open-hinge four-bar-mechanism [...] Read more.
At present, commonly used vegetable pot seedling planters can be divided into two categories: one has a complex structure and high manufacturing cost, and the other has a simple structure but poor planting quality. In order to solve this problem, an open-hinge four-bar-mechanism planting manipulator is designed, which has many advantages, such as a simple structure, strong force transfer performance, and the ability to achieve complex trajectory curves. The physical characteristics of pot seedlings are measured; this provides a basis for the structural and dimensional design of the planter and the shape design of the duckbill. According to the analysis of the planting process, the design requirements of the planting mechanism are formulated. The motion path of the mechanism and the motion of each pair are planned and designed; a planetary gear train is used to restrain the rotating pair consisting of connecting rod 1 and connecting rod 2; a cam high pair mechanism is used to restrain the rotating pair consisting of connecting rod 2 and connecting rod 3; and a cam linkage mechanism is used to control the opening and closing action of the duckbill. Finally, a single-degree-of-freedom fully mechanical planting mechanism is designed. The experimental results show that the trajectory of the initial soil entry point of the planting mechanism is consistent with the design requirements and theoretical simulation results. In the transplanting experiment, the rate of qualified planting erectness was 94.79%, among which the rate of excellent planting erectness was 92.45%, and the mechanism has high reliability. The design of this mechanism offers a fully automatic pot seedling planting method, which can provide a reference for research on the full automation of transplanting equipment. Full article
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