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Search Results (142)

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Keywords = drought propagation

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19 pages, 1171 KB  
Article
Exogenous Application of Glycine Betaine to Passiflora edulis Sims f. flavicarpa to Mitigate Drought Stress on Two Propagation Methods
by Leonardo de Almeida Oliveira, Nga Thi Thu Nguyen, Nasratullah Habibi, Maryam Dabirimirhosseinloo, Naoki Terada, Atsushi Sanada and Kaihei Koshio
Int. J. Mol. Sci. 2025, 26(17), 8734; https://doi.org/10.3390/ijms26178734 (registering DOI) - 8 Sep 2025
Abstract
Glycine betaine (GB) is a compatible solute that enhances plant tolerance to abiotic stresses, yet its role in fruit crops remains insufficiently explored. This study assessed whether GB improves drought tolerance in Passiflora edulis Sims f. flavicarpa, a crop sensitive to irregular [...] Read more.
Glycine betaine (GB) is a compatible solute that enhances plant tolerance to abiotic stresses, yet its role in fruit crops remains insufficiently explored. This study assessed whether GB improves drought tolerance in Passiflora edulis Sims f. flavicarpa, a crop sensitive to irregular rainfall. A 3 × 2 × 2 factorial design was employed, combining three drought levels (control, mild, and severe), two propagation methods (seedlings and cuttings), and two GB treatments (0 and 100 mM), with 60 plants and five replicates. Plants were grown under controlled conditions, and irrigation was adjusted to maintain target field capacities. Chlorophyll content was monitored daily, and agronomic and physiological traits were measured after 45 days. GB application influenced leaf water dynamics and stress responses. Cuttings generally showed clearer improvements in drought tolerance when treated with GB, while seedlings exhibited more variable outcomes. These differences appear linked to the propagation method and developmental stage as cuttings were at a more advanced phase, whereas seedlings remained vegetative. Overall, the results demonstrate that exogenous GB can enhance drought tolerance in passion fruit, although its effectiveness is propagation-dependent and context-specific, highlighting the need to tailor its application to cultivation practices. Full article
(This article belongs to the Special Issue Latest Advances in Plant Abiotic Stress)
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32 pages, 8605 KB  
Article
Three-Dimensional Identification and Characterization of Drought Events in the Loess Plateau
by Simian Wu, Zichen Yue and Wenhui Wang
Remote Sens. 2025, 17(17), 3049; https://doi.org/10.3390/rs17173049 - 2 Sep 2025
Viewed by 617
Abstract
Understanding the propagation of drought from meteorological anomalies to vegetation stress is critical for risk assessment, yet traditional methods often fail to capture the complete spatiotemporal evolution of drought events. This study identified meteorological and vegetation drought events across three dimensions (two-dimensional space [...] Read more.
Understanding the propagation of drought from meteorological anomalies to vegetation stress is critical for risk assessment, yet traditional methods often fail to capture the complete spatiotemporal evolution of drought events. This study identified meteorological and vegetation drought events across three dimensions (two-dimensional space and one-dimensional time) in the Loess Plateau of China from 2001 to 2022. As a result, the area, duration, severity, and migration of each event were characterized to reveal their spatiotemporal patterns. We identified 39 meteorological and 63 vegetation events, which show strong concordance with historical records. Results show that while meteorological droughts exhibited cyclical patterns, vegetation droughts showed a significant mitigating trend post-2010. The central Loess Plateau consistently emerged as the primary hotspot for drought frequency and severity, with events concentrated in spring and summer. Analysis of 20 matched meteorological-vegetation event pairs indicates that post-2010, the response of vegetation to meteorological drought was delayed, suggesting enhanced drought resistance of the vegetation following ecological restoration. These findings provide a scientific basis for regional drought risk assessment and offer quantitative evidence of the effectiveness of ecological restoration. Full article
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20 pages, 2632 KB  
Article
Physiological Mechanisms of Exogenous ABA in Alleviating Drought Stress in Nitraria tangutorum
by Xiaolan Li, Hanghang Liu, Cai He and Yi Li
Plants 2025, 14(17), 2643; https://doi.org/10.3390/plants14172643 - 25 Aug 2025
Viewed by 427
Abstract
Drought stress caused by continuous global warming poses a severe challenge to the growth and development of Nitraria tangutorum. Abscisic acid has an important regulatory function in the process of plants responding to drought stress. This study took the N. tangutorum seedlings [...] Read more.
Drought stress caused by continuous global warming poses a severe challenge to the growth and development of Nitraria tangutorum. Abscisic acid has an important regulatory function in the process of plants responding to drought stress. This study took the N. tangutorum seedlings of Zhangye provenance 2-17-16 genealogy as the research object to explore the physiological mechanism of how different concentrations of exogenous ABA alleviate drought damage in N. tangutorum. The results showed that exogenous ABA could promote the growth and increase the leaf relative water content of N. tangutorum seedlings under drought stress. It alleviates the photosynthetic inhibition phenomenon of N. tangutorum seedlings under drought stress by regulating the photoprotective mechanism and energy distribution efficiency of photosystem II. It also alleviates the drought damage of N. tangutorum by increasing the content of osmotic-adjustment substance contents such as soluble sugar, soluble protein, proline, and starch, as well as enhancing the activity of antioxidant enzymes such as POD, SOD, and CAT. The comprehensive analysis showed that 20 μM and 30 μM ABA have the best alleviating effects on the drought damage of N. tangutorum seedlings. This study provides a theoretical basis for the restoration, propagation, and protection of N. tangutorum, and it is of great significance for maintaining the balance and stability of desert ecosystems. Full article
(This article belongs to the Section Plant Response to Abiotic Stress and Climate Change)
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26 pages, 5059 KB  
Article
Spatiotemporal Dynamics of Drought Propagation in the Loess Plateau: A Geomorphological Perspective
by Yu Zhang, Hongbo Zhang, Zhaoxia Ye, Jiaojiao Lyu, Huan Ma and Xuedi Zhang
Water 2025, 17(16), 2447; https://doi.org/10.3390/w17162447 - 19 Aug 2025
Viewed by 582
Abstract
The Loess Plateau frequently endures droughts, and the propagation process has grown more intricate due to the interplay of climate change and human activities. This study developed the Standardized Precipitation Evapotranspiration Index (SPEI) and the Standardized Soil Moisture Index (SSMI) on a 3-month [...] Read more.
The Loess Plateau frequently endures droughts, and the propagation process has grown more intricate due to the interplay of climate change and human activities. This study developed the Standardized Precipitation Evapotranspiration Index (SPEI) and the Standardized Soil Moisture Index (SSMI) on a 3-month scale and examined the spatiotemporal characteristics and driving mechanisms of drought propagation from meteorological to agricultural drought utilizing cross-wavelet analysis, grey relational analysis, and the optimal parameter-based geographical detector (OPGD) model. The results demonstrate a substantial seasonal correlation between meteorological and agricultural droughts in spring, summer, and autumn, as evidenced by cross-wavelet coherence analysis (wavelet coherence > 0.8, p < 0.05). Lag analysis utilizing grey relational degree (>0.8) indicates that drought propagation generally manifests with a temporal delay of 1–3 months, with the shortest lag observed in spring (average 1.2 months) and the longest in winter (average 3.1 months). Distinct spatial heterogeneity is seen within geomorphological divisions: the loess wide valley hills and loess beam hills divisions exhibit the highest propagation rates (0.64 and 0.59), whereas the loess tableland and soil–stone hills divisions have lower propagation (around 0.50). The OPGD results reveal that precipitation, soil moisture, and temperature are the principal contributing factors, although their effects differ among geomorphological types. Interactions among components exhibit synergistic enhancement effects. This study improves our comprehension of seasonal and geomorphological heterogeneity in drought propagation from meteorological to agricultural droughts and provides quantitative evidence to support early drought warnings across various divisions, agricultural risk assessment, and water security strategies in the Loess Plateau. Full article
(This article belongs to the Special Issue Watershed Hydrology and Management under Changing Climate)
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24 pages, 9802 KB  
Article
Threshold Dynamics of Vegetation Carbon Sink Loss Under Multiscale Droughts in the Mongolian Plateau
by Hongguang Chen, Mulan Wang, Fanhao Meng, Chula Sa, Min Luo, Wenfeng Chi and Sonomdagva Chonokhuu
Atmosphere 2025, 16(8), 964; https://doi.org/10.3390/atmos16080964 - 14 Aug 2025
Viewed by 454
Abstract
Gross primary productivity (GPP) is a key carbon flux in the global carbon cycle, and understanding the inhibitory effects of drought on GPP and its underlying mechanisms is crucial for understanding carbon–climate feedback. However, current research has not sufficiently addressed the threshold dynamics [...] Read more.
Gross primary productivity (GPP) is a key carbon flux in the global carbon cycle, and understanding the inhibitory effects of drought on GPP and its underlying mechanisms is crucial for understanding carbon–climate feedback. However, current research has not sufficiently addressed the threshold dynamics and regional differentiation of GPP responses to the synergistic effects of meteorological drought (MD) and soil moisture drought (SD), particularly in the drought-sensitive Mongolian Plateau. This study focuses on the Mongolian Plateau from 1982 to 2021, using the standardized precipitation index (SPI) and standardized soil moisture index (SSI) to characterize MD and SD, respectively. The study combines the three-threshold run theory, cross-wavelet analysis, Spearman correlation analysis, and copula models to systematically investigate the variation characteristics, propagation patterns, and the probability and thresholds for triggering GPP loss under different time scales (monthly, seasonal, semi-annual, and annual). The results show that (1) both types of droughts exhibited significant intensification trends, with SD intensifying at a faster rate (annual scale SSI12 trend: −0.34/10a). The intensification trend strengthened with increasing time scales. MD exhibited high frequency, short duration, and low intensity, while SD showed the opposite characteristics. The most significant aridification occurred in the central region. (2) The average propagation time from MD to SD was 11.22 months. The average response time of GPP to MD was 10.46 months, while the response time to SD was significantly shorter (approximately 2 months on average); the correlation between SSI and GPP was significantly higher than that between SPI and GPP. (3) The conditional probability of triggering mild GPP loss (e.g., <40th percentile) was relatively high for both drought types, and the probability of loss increased as the time scales extended. Compared to MD, SD was more likely to induce severe GPP loss. Additionally, the drought intensity threshold for triggering mild loss was lower (i.e., mild drought could trigger it), while higher drought intensity was required to trigger severe and extreme losses. Therefore, this study provides practical guidance for regional drought early-warning systems and ecosystem adaptive management, while laying an important theoretical foundation for a deeper understanding of drought response mechanisms. Full article
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17 pages, 7038 KB  
Article
Polyploidy Induction of Wild Diploid Blueberry V. fuscatum
by Emily Walter, Paul M. Lyrene and Ye Chu
Horticulturae 2025, 11(8), 921; https://doi.org/10.3390/horticulturae11080921 - 5 Aug 2025
Viewed by 411
Abstract
Diploid Vaccinium fuscatum is a wild blueberry species with a low chilling requirement, an evergreen growth habit, and soil adaptability to southeast US growing regions. Regardless of its potential to improve the abiotic and biotic resilience of cultivated blueberries, this species has rarely [...] Read more.
Diploid Vaccinium fuscatum is a wild blueberry species with a low chilling requirement, an evergreen growth habit, and soil adaptability to southeast US growing regions. Regardless of its potential to improve the abiotic and biotic resilience of cultivated blueberries, this species has rarely been used for blueberry breeding. One hurdle is the ploidy barrier between diploid V. fuscatum and tetraploid cultivated highbush blueberries. To overcome the ploidy barrier, vegetative shoots micro-propagated from one genotype of V. fuscatum, selected because it grew vigorously in vitro and two southern highbush cultivars, ‘Emerald’ and ‘Rebel,’ were treated with colchicine. While shoot regeneration was severely repressed in ‘Emerald’ and ‘Rebel,’ shoot production from the V. fuscatum clone was not compromised at either 500 µM or 5000 µM colchicine concentrations. Due to the high number of shoots produced in vitro via the V. fuscatum clone shoots of this clone that had an enlarged stem diameter in vitro were subjected to flow cytometer analysis to screen for induced polyploidy. Sixteen synthetic tetraploid V. fuscatum, one synthetic octoploid ‘Emerald,’ and three synthetic octoploid ‘Rebel’ were identified. Growth rates of the polyploid-induced mutants were reduced compared to their respective wildtype controls. The leaf width and length of synthetic tetraploid V. fuscatum and synthetic octoploid ‘Emerald’ was increased compared to the wildtypes, whereas the leaf width and length of synthetic octoploid ‘Rebel’ were reduced compared to the wildtype controls. Significant increases in stem thickness and stomata guard cell length were found in the polyploidy-induced mutant lines compared to the wildtypes. In the meantime, stomata density was reduced in the mutant lines. These morphological changes may improve drought tolerance and photosynthesis in these mutant lines. Synthetic tetraploid V. fuscatum can be used for interspecific hybridization with highbush blueberries to expand the genetic base of cultivated blueberries. Full article
(This article belongs to the Section Propagation and Seeds)
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21 pages, 3463 KB  
Article
Apple Rootstock Cutting Drought-Stress-Monitoring Model Based on IMYOLOv11n-Seg
by Xu Wang, Hongjie Liu, Pengfei Wang, Long Gao and Xin Yang
Agriculture 2025, 15(15), 1598; https://doi.org/10.3390/agriculture15151598 - 24 Jul 2025
Viewed by 380
Abstract
To ensure the normal water status of apple rootstock softwood cuttings during the initial stage of cutting, a drought stress monitoring model was designed. The model is optimized based on the YOLOv11n-seg instance segmentation model, using the leaf curl degree of cuttings as [...] Read more.
To ensure the normal water status of apple rootstock softwood cuttings during the initial stage of cutting, a drought stress monitoring model was designed. The model is optimized based on the YOLOv11n-seg instance segmentation model, using the leaf curl degree of cuttings as the classification basis for drought-stress grades. The backbone structure of the IMYOLOv11n-seg model is improved by the C3K2_CMUNeXt module and the multi-head self-attention (MHSA) mechanism module. The neck part is optimized by the KFHA module (Kalman filter and Hungarian algorithm model), and the head part enhances post-processing effects through HIoU-SD (hierarchical IoU–spatial distance filtering algorithm). The IMYOLOv11-seg model achieves an average inference speed of 33.53 FPS (frames per second) and the mean intersection over union (MIoU) value of 0.927. The average recognition accuracies for cuttings under normal water status, mild drought stress, moderate drought stress, and severe drought stress are 94.39%, 93.27%, 94.31%, and 94.71%, respectively. The IMYOLOv11n-seg model demonstrates the best comprehensive performance in ablation and comparative experiments. The automatic humidification system equipped with the IMYOLOv11n-seg model saves 6.14% more water than the labor group. This study provides a design approach for an automatic humidification system in protected agriculture during apple rootstock cutting propagation. Full article
(This article belongs to the Section Artificial Intelligence and Digital Agriculture)
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17 pages, 2548 KB  
Article
Enhancing Multi-Step Reservoir Inflow Forecasting: A Time-Variant Encoder–Decoder Approach
by Ming Fan, Dan Lu and Sudershan Gangrade
Geosciences 2025, 15(8), 279; https://doi.org/10.3390/geosciences15080279 - 24 Jul 2025
Viewed by 527
Abstract
Accurate reservoir inflow forecasting is vital for effective water resource management. Reliable forecasts enable operators to optimize storage and release strategies to meet competing sectoral demands—such as water supply, irrigation, and hydropower scheduling—while also mitigating flood and drought risks. To address this need, [...] Read more.
Accurate reservoir inflow forecasting is vital for effective water resource management. Reliable forecasts enable operators to optimize storage and release strategies to meet competing sectoral demands—such as water supply, irrigation, and hydropower scheduling—while also mitigating flood and drought risks. To address this need, in this study, we propose a novel time-variant encoder–decoder (ED) model designed specifically to improve multi-step reservoir inflow forecasting, enabling accurate predictions of reservoir inflows up to seven days ahead. Unlike conventional ED-LSTM and recursive ED-LSTM models, which use fixed encoder parameters or recursively propagate predictions, our model incorporates an adaptive encoder structure that dynamically adjusts to evolving conditions at each forecast horizon. Additionally, we introduce the Expected Baseline Integrated Gradients (EB-IGs) method for variable importance analysis, enhancing interpretability of inflow by incorporating multiple baselines to capture a broader range of hydrometeorological conditions. The proposed methods are demonstrated at several diverse reservoirs across the United States. Our results show that they outperform traditional methods, particularly at longer lead times, while also offering insights into the key drivers of inflow forecasting. These advancements contribute to enhanced reservoir management through improved forecasting accuracy and practical decision-making insights under complex hydroclimatic conditions. Full article
(This article belongs to the Special Issue AI and Machine Learning in Hydrogeology)
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21 pages, 3528 KB  
Article
Confocal Laser Scanning Microscopy of Light-Independent ROS in Arabidopsis thaliana (L.) Heynh. TROL-FNR Mutants
by Ena Dumančić, Lea Vojta and Hrvoje Fulgosi
Int. J. Mol. Sci. 2025, 26(14), 7000; https://doi.org/10.3390/ijms26147000 - 21 Jul 2025
Viewed by 414
Abstract
Thylakoid rhodanese-like protein (TROL) serves as a thylakoid membrane hinge linking photosynthetic electron transport chain (PETC) complexes to nicotinamide adenine dinucleotide phosphate (NADPH) synthesis. TROL is the docking site for the flavoenzyme ferredoxin-NADP+ oxidoreductase (FNR). Our prior work indicates that the TROL-FNR [...] Read more.
Thylakoid rhodanese-like protein (TROL) serves as a thylakoid membrane hinge linking photosynthetic electron transport chain (PETC) complexes to nicotinamide adenine dinucleotide phosphate (NADPH) synthesis. TROL is the docking site for the flavoenzyme ferredoxin-NADP+ oxidoreductase (FNR). Our prior work indicates that the TROL-FNR complex maintains redox equilibrium in chloroplasts and systemically in plant cells. Improvement in the knowledge of redox regulation mechanisms is critical for engineering stress-tolerant plants in times of elevated global drought intensity. To further test this hypothesis and confirm our previous results, we monitored light-independent ROS propagation in the leaves of Arabidopsis wild type (WT), TROL knock-out (KO), and TROL ΔRHO (RHO-domain deletion mutant) mutant plants in situ by using confocal laser scanning microscopy with specific fluorescent probes for the three different ROS: O2·−, H2O2, and 1O2. Plants were grown under the conditions of normal substrate moisture and under drought stress conditions. Under the drought stress conditions, the TROL KO line showed ≈32% less O2·− while the TROL ΔRHO line showed ≈49% less H2O2 in comparison with the WT. This research confirms the role of dynamical TROL-FNR complex formation in redox equilibrium maintenance by redirecting electrons in alternative sinks under stress and also points it out as promising target for stress-tolerant plant engineering. Full article
(This article belongs to the Special Issue Molecular Insight into Oxidative Stress in Plants)
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28 pages, 6267 KB  
Article
Detection of Pine Wilt Disease Using a VIS-NIR Slope-Based Index from Sentinel-2 Data
by Jian Guo, Ran Kang, Tianhe Xu, Caiyun Deng, Li Zhang, Siqi Yang, Guiling Pan, Lulu Si, Yingbo Lu and Hermann Kaufmann
Forests 2025, 16(7), 1170; https://doi.org/10.3390/f16071170 - 16 Jul 2025
Viewed by 395
Abstract
Pine wilt disease (PWD), caused by Bursaphelenchus xylophilus Steiner & Buhrer (pine wood nematodes, PWN), impacts forest carbon sequestration and climate change. However, satellite-based PWD monitoring is challenging due to the limited spatial resolution of Sentinel’s MSI sensor, which reduces its sensitivity to [...] Read more.
Pine wilt disease (PWD), caused by Bursaphelenchus xylophilus Steiner & Buhrer (pine wood nematodes, PWN), impacts forest carbon sequestration and climate change. However, satellite-based PWD monitoring is challenging due to the limited spatial resolution of Sentinel’s MSI sensor, which reduces its sensitivity to subtle biochemical alterations in foliage. We have, therefore, developed a slope product index (SPI) for effective detection of PWD using single-date satellite imagery based on spectral gradients in the visible and near-infrared (VNIR) range. The SPI was compared against 15 widely used vegetation indices and demonstrated superior robustness across diverse test sites. Results show that the SPI is more sensitive to changes in chlorophyll content in the PWD detection, even under potentially confounding conditions such as drought. When integrated into Random Forest (RF) and Back-Propagation Neural Network (BPNN) models, SPI significantly improved classification accuracy, with the multivariate RF model achieving the highest performance and univariate with SPI in BPNN. The generalizability of SPI was validated across test sites in distinct climate zones, including Zhejiang (accuracyZ_Mean = 88.14%) and Shandong (accuracyS_Mean = 78.45%) provinces in China, as well as Portugal. Notably, SPI derived from Sentinel-2 imagery in October enables more accurate and timely PWD detection while reducing field investigation complexity and cost. Full article
(This article belongs to the Section Forest Inventory, Modeling and Remote Sensing)
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15 pages, 3152 KB  
Article
Mechanisms of Crack Evolution in Clay Materials Under Varying Boundary Conditions
by Guoliang Xie, Junjian Cui, Jie Jiang, Mingxiang Guo, Yanbin Song and Yong Liu
Buildings 2025, 15(13), 2340; https://doi.org/10.3390/buildings15132340 - 3 Jul 2025
Viewed by 371
Abstract
In recent years, droughts and extreme weather events have witnessed increasing frequency around the globe, leading to a growing number of issues related to soil cracking that severely impact the stability of engineering projects and ecological environments. This study mainly investigates the cracking [...] Read more.
In recent years, droughts and extreme weather events have witnessed increasing frequency around the globe, leading to a growing number of issues related to soil cracking that severely impact the stability of engineering projects and ecological environments. This study mainly investigates the cracking of clay in arid areas of Xinjiang. An experiment is conducted in a climate simulation laboratory, in which we explored the evolution of soil drying cracks under different (straight/curved) boundary constraints. The crack development process is quantitatively described through the use of digital imaging technology and by combining parameters such as crack rate, fractal dimension, and water-holding performance at different boundaries. The following conclusions were drawn: Under curved boundary conditions, cracks expand in a curve-like manner, and the cracks in the boundary area are densely distributed. However, under straight boundary conditions, penetrating straight cracks are formed, and the soil blocks present as regular polygons. Boundary conditions significantly impact the residual water content. Under straight boundary conditions, the residual masses of strongly and weakly bound water are significantly higher than those under curved boundary conditions. The complexity of the crack network under the curved boundary condition is higher, and its fractal dimension is significantly greater than that under the straight boundary condition. A quantitative analysis based on the use of digital image processing technology indicates that the boundary geometry has a significant controlling effect on the crack propagation path. This research provides guidance on the prevention and control of soil engineering cracking and damage in arid regions. Full article
(This article belongs to the Collection Innovation of Materials and Technologies in Civil Construction)
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14 pages, 6659 KB  
Article
The Development of a Micropropagation System for a Rare Variety of an Agricultural and Medicinal Elderberry Plant Sambucus nigra ‘Albida’
by Jiří Sedlák, Martin Mészáros, Matěj Semerák and Pavel Pech
Agronomy 2025, 15(7), 1588; https://doi.org/10.3390/agronomy15071588 - 29 Jun 2025
Viewed by 458
Abstract
Black elder (Sambucus nigra L.) is a temperate shrub with flowers and fruits that are edible after processing. This species is not yet widely known in the global agricultural sector, but its adaptability and drought tolerance may generate more interest in this [...] Read more.
Black elder (Sambucus nigra L.) is a temperate shrub with flowers and fruits that are edible after processing. This species is not yet widely known in the global agricultural sector, but its adaptability and drought tolerance may generate more interest in this crop. Our study aimed to find suitable micropropagation techniques for the black elder ‘Albida’ and compare suitable statistical methods for evaluating multiplication and rooting. For micropropagation, we tested the Murashige and Skoog (MS) growth medium with selected auxins and cytokinins. Five proliferation MS media containing 1, 2, and 4 mg/L BAP or 0.5 and 1 mg/L TDZ were tested. To induce root formation, three types of auxins were tested at a concentration of 1 mg/L in a 50% MS medium: IBA, IAA, and NAA. Data analysis was performed using different parametric and nonparametric tests to robustly capture the effects of treatments across varying distributional scenarios in developing explants subjected to the interactions of internal native and externally added plant growth regulators. The average multiplication rate ranged from 1.6 to 2.0 shoots per explant. High multiplication was recorded on the MS medium with 1 mg/L 6-benzylaminopurine. The root number per rooted explant was highly variable, ranging from 3.0 to 12.0 roots per explant. The highest average root number result was observed when 1 mg/L α-naphthalenacetic acid was used. All rooted plants were successfully acclimated to normal growing conditions. This in vitro propagation protocol allows for the production of hundreds to thousands of rooted plants from one initial explant within one year, enabling faster introduction to the agronomic sector. Full article
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23 pages, 4215 KB  
Article
Drought Stress Grading Model for Apple Rootstock Softwood Cuttings Based on the CU-ICA-Net
by Xu Wang, Pengfei Wang, Jianping Li, Hongjie Liu and Xin Yang
Agronomy 2025, 15(7), 1508; https://doi.org/10.3390/agronomy15071508 - 21 Jun 2025
Viewed by 420
Abstract
In order to maintain adequate hydration of apple rootstock softwood cuttings during the initial stage of cutting, a drought stress grading model based on machine vision was designed. This model was optimized based on the U-Net (U-shaped Neural Network), and the petiole morphology [...] Read more.
In order to maintain adequate hydration of apple rootstock softwood cuttings during the initial stage of cutting, a drought stress grading model based on machine vision was designed. This model was optimized based on the U-Net (U-shaped Neural Network), and the petiole morphology of the cuttings was used as the basis for classifying the drought stress levels. For the CU-ICA-Net model, which is obtained by improving U-Net with the ICA (Improved Coordinate Attention) module designed using a cascaded structure and dynamic convolution, the average accuracy rate of the predictions for the three parts of the cuttings, namely the leaf, stem, and petiole, is 93.37%. The R2 values of the prediction results for the petiole curvature k and the angle α between the petiole and the stem are 0.8109 and 0.8123, respectively. The dataset used for model training consists of 1200 RGB images of cuttings under different grades of drought stress. The ratio of the training set to the test set is 1:0.7. A humidification test was carried out using an automatic humidification system equipped with this model. The MIoU (Mean Intersection over Union) value is 0.913, and the FPS (Frames Per Second) value is 31.90. The test results prove that the improved U-Net model has excellent performance, providing a method for the design of an automatic humidification control system for industrialized cutting propagation of apple rootstocks. Full article
(This article belongs to the Section Precision and Digital Agriculture)
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18 pages, 8760 KB  
Article
Efficient Micropropagation of Sedum sediforme and S. album for Large-Scale Propagation and Integration into Green Roof Systems
by Ignacio Moreno-García, Begoña García-Sogo, Salvador Soler, Adrián Rodríguez-Burruezo, Vicente Moreno and Benito Pineda
Plants 2025, 14(12), 1819; https://doi.org/10.3390/plants14121819 - 13 Jun 2025
Viewed by 558
Abstract
Urban expansion has led to two significant environmental challenges: the reduction in green spaces and the rise in urban temperatures, decreasing city livability. Green roofs have emerged as a sustainable solution to mitigate these issues, offering ecological and economic benefits while improving building [...] Read more.
Urban expansion has led to two significant environmental challenges: the reduction in green spaces and the rise in urban temperatures, decreasing city livability. Green roofs have emerged as a sustainable solution to mitigate these issues, offering ecological and economic benefits while improving building energy efficiency. Some species of the genus Sedum, particularly Sedum sediforme and Sedum album, are ideal for such green infrastructure due to their non-aggressive and superficial root system, high drought tolerance, low nutrient needs, pest and disease resistance, and metabolic adaptability during dry periods. This study aims to optimize the large-scale production of two native ecotypes of S. sediforme and S. album from the Valencian Community through an efficient propagation system that enables uniform plant production in limited space. For this purpose, we have developed micropropagation systems that allow a rapid multiplication of these two species. A direct morphogenesis system was established using axenic plant shoots, and a protocol for adventitious organogenesis from leaves was also developed. These methods significantly enhance propagation speed, spatial efficiency, and plant uniformity. Notably, the metabolic plasticity of S. sediforme and S. album reduces abiotic stress during acclimatization, promoting efficient ex vitro establishment and functional integration into extensive green roof ecosystems. Full article
(This article belongs to the Special Issue Ornamental Plants and Urban Gardening II)
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25 pages, 3880 KB  
Article
Characteristics and Lag Time of Meteorological Drought Propagation to Hydrological Drought in the Haihe River Basin
by Kuan Liu, Buliao Guan, Jiaqi Zhai, Qingming Wang, Yong Zhao, Yankun Cao and Longlong Zhang
Sustainability 2025, 17(11), 5134; https://doi.org/10.3390/su17115134 - 3 Jun 2025
Cited by 1 | Viewed by 834
Abstract
Understanding the propagation dynamics from meteorological to hydrological droughts, particularly in regions heavily influenced by human activities, is essential for the effective monitoring and prevention of hydrological drought risks. This study focuses on the Haihe River Basin, investigating the evolution of meteorological and [...] Read more.
Understanding the propagation dynamics from meteorological to hydrological droughts, particularly in regions heavily influenced by human activities, is essential for the effective monitoring and prevention of hydrological drought risks. This study focuses on the Haihe River Basin, investigating the evolution of meteorological and hydrological droughts using the Standardized Precipitation and Evapotranspiration Index and the Standardized Runoff Index, supplemented by run theory analysis. Using correlation analysis, we examine the propagation lag times between meteorological and hydrological droughts. Our results indicate a worsening drought trend in the Haihe River Basin over the past six decades. Notably, a turning point occurred in 1991, where meteorological droughts began to abate, while hydrological droughts intensified, highlighting a divergence in trends between meteorological and hydrological droughts. We identify four distinct pathways for the transition from meteorological to hydrological droughts in the region. This study identifies a hydrological drought lag time of 3 months. The occurrence of droughts in the Haihe River Basin is becoming increasingly frequent. Furthermore, our findings reveal that the severity of hydrological droughts is increasingly exceeding that of meteorological droughts, and the influence of meteorological conditions on hydrological droughts is diminishing, while human activities may become a more significant contributing factor. The findings from this research enhance our comprehension of how drought propagation trends and characteristics are shaped by significant human influences, thereby offering pivotal insights for managing water resources at the basin level. Full article
(This article belongs to the Special Issue Sustainable Water Management in Rapid Urbanization)
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