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The Effects of Long-Term Precipitation Exclusion on Leaf Photosynthetic Traits, Stomatal Conductance, and Water Use Efficiency in Phyllostachys edulis 长期降水排斥对酢浆草叶片光合性状、气孔导度和水分利用效率的影响
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-12 DOI: 10.3390/f15050849
Yonghui Cao, Jianming Li, Sheng Li, Benzhi Zhou
Ongoing climate change is projected to intensify drought stress globally. Understanding the response mechanisms of Phyllostachys edulis (Carrière) J. Houz. (moso bamboo) to long-term drought is crucial, given its significance as a carbon sequestration resource. In this study, precipitation exclusion was implemented to simulate drought stress and we investigated the effects of long-term drought on the photosynthetic parameters, stomatal conductance, and water use efficiency of moso bamboo. The results showed that throughout all growth seasons, the maximum net photosynthetic rates (Pmax) of bamboo at all ages under long-term drought conditions (after 8 years of precipitation exclusion treatment) were significantly lower than those of the control (p < 0.05). It can be concluded that long-term drought reduced the maximum photosynthetic capacity of the bamboo at all ages. Under long-term drought conditions, there were many seasons where the light saturation point (LSP) of first-degree (1–2 years old) bamboo and third-degree (5–6 years old) bamboo under drought was significantly lower than those of the control, while the LSP value of second-degree (3–4 years old) bamboo under drought was significantly higher than that of the control. This suggests that long-term drought reduced the ability of first-degree and third-degree bamboo to utilize strong light, while improving the ability of second-degree bamboo to utilize strong light in summer, autumn, and winter. Under long-term drought conditions, the light compensation point (LCP) and the apparent quantum efficiency (AQY) of the bamboo decreased. It can be concluded that long-term drought reduced the ability of first-degree bamboo to utilize weak light in all seasons, as well as the ability of second-degree bamboo to utilize weak light in spring and autumn; meanwhile, it improved the ability of second-degree bamboo to utilize weak light in summer and winter, and the ability of third-degree bamboo to utilize weak light in spring, summer, and autumn. In the high light range (PARi > 1000 µmol · m−2 · s−1), there were significant differences in stomatal conductance (gs) among different the different treatments of bamboo, which were influenced by both the growing season and the forest age. Compared to the control, under drought conditions, the stomatal conductance of third-degree bamboo increased in spring and that of the second-degree bamboo increased in autumn. The correlation analysis showed that the relationship between the stomatal conductance and vapor pressure deficit (VPDL) of bamboo under long-term drought conditions showed a significant polynomial relationship in both high and low light ranges. The correlation between the instantaneous water use efficiency (iWUE) and VPDL for the drought and control treatments of bamboo also showed a significant polynomial relationship in high light ranges. It was found that long-term drought changed the photosynthetic parameters of the bamboo, reflecting its ability
据预测,持续的气候变化将加剧全球的干旱压力。了解毛竹(Phyllostachys edulis (Carrière) J. Houz.(毛竹)对长期干旱的响应机制至关重要,因为它是一种重要的碳封存资源。本研究采用排除降水的方法来模拟干旱胁迫,并研究了长期干旱对毛竹光合参数、气孔导度和水分利用效率的影响。结果表明,在长期干旱条件下(经过8年的降水排斥处理),毛竹在各个生长季节的最大净光合速率(Pmax)均显著低于对照(P < 0.05)。由此可见,长期干旱降低了各年龄段竹子的最大光合能力。在长期干旱条件下,有多个季节一级竹(1-2年生)和三级竹(5-6年生)在干旱条件下的光饱和点(LSP)明显低于对照,而二级竹(3-4年生)在干旱条件下的光饱和点值明显高于对照。这说明长期干旱降低了一级竹和三级竹利用强光的能力,而提高了二级竹在夏季、秋季和冬季利用强光的能力。在长期干旱条件下,竹子的光补偿点(LCP)和表观量子效率(AQY)下降。由此可以得出结论:长期干旱降低了一级竹在所有季节利用弱光的能力,也降低了二级竹在春季和秋季利用弱光的能力;同时提高了二级竹在夏季和冬季利用弱光的能力,以及三级竹在春季、夏季和秋季利用弱光的能力。在强光范围内(PARi > 1000 µmol - m-2 - s-1),不同处理竹子的气孔导度(gs)有显著差异,这受到生长季节和林龄的影响。与对照相比,在干旱条件下,三级竹的气孔导度在春季增加,二级竹的气孔导度在秋季增加。相关分析表明,在长期干旱条件下,竹子的气孔导度与水汽压亏(VPDL)之间的关系在高光和低光范围内均呈现显著的多项式关系。干旱处理和对照处理竹子的瞬时水分利用效率(iWUE)与蒸汽压力亏缺(VPDL)之间的相关性在高光照范围内也呈现出显著的多项式关系。研究发现,长期干旱改变了竹子的光合参数,反映了竹子在不同季节对干旱的耐受和适应能力。在林龄结构调整和疏伐过程中,应充分考虑光合参数与年龄相关的差异,以加强光照强度,保持气孔的开放。这些结果为全球气候变化下竹子的高效和可持续栽培提供了理论依据。
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引用次数: 0
Improving Tree Cover Estimation for Sparse Trees Mixed with Herbaceous Vegetation in Drylands Using Texture Features of High-Resolution Imagery 利用高分辨率图像的纹理特征改进旱地稀疏树木与草本植被混合的树木覆盖率估算
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-12 DOI: 10.3390/f15050847
Haolin Huang, Zhihui Wang, Junjie Chen, Yonglei Shi
Tree cover is a crucial vegetation structural parameter for simulating ecological, hydrological, and soil erosion processes on the Chinese Loess Plateau, especially after the implementation of the Grain for Green project in 1999. However, current tree cover products performed poorly across most of the Loess Plateau, which is characterized by grasslands with sparse trees. In this study, we first acquired high-accuracy samples of 0.5 m tree canopy and 30 m tree cover using a combination of unmanned aerial vehicle imagery and WorldView-2 (WV-2) imagery. The spectral and textural features derived from Landsat 8 and WV-2 were then used to estimate tree cover with a random forest model. Finally, the tree cover estimated using WV-2, Landsat 8, and their combination were compared, and the optimal tree cover estimates were also compared with current products and tree cover derived from canopy classification. The results show that (1) the normalized difference moisture index using Landsat 8 shortwave infrared and the standard deviation of correlation metric calculated by means of gray-level co-occurrence matrix using the WV-2 near-infrared band are the optimal spectral feature and textural feature for estimating tree cover, respectively. (2) The accuracy of tree cover estimated using only WV-2 is highest (RMSE = 7.44%), indicating that high-resolution textural features are more sensitive to tree cover than the Landsat spectral features (RMSE = 11.53%) on grasslands with sparse trees. (3) Textural features with a resolution higher than 8 m perform better than the combination of Landsat 8 and textural features, and the optimal resolution is 2 m (RMSE = 7.21%) for estimating tree cover, whereas the opposite is observed when the resolution of textural features is lower than 8 m. (4) The current global product seriously underestimates tree cover on the Loess Plateau, and the tree cover calculation using the canopy classification of high-resolution imagery performs worse than the method of directly using remote sensing features.
林木覆盖是模拟中国黄土高原生态、水文和水土流失过程的重要植被结构参数,尤其是在 1999 年实施 "绿色粮食 "项目之后。然而,目前的树木覆盖产品在黄土高原的大部分地区表现不佳,因为黄土高原的特点是草地和稀疏的树木。在这项研究中,我们首先利用无人机图像和 WorldView-2 (WV-2) 图像获取了 0.5 米树冠和 30 米树木覆盖的高精度样本。然后,利用从 Landsat 8 和 WV-2 获得的光谱和纹理特征,采用随机森林模型估算树木覆盖率。最后,对使用 WV-2、Landsat 8 和它们的组合估算的树木覆盖率进行了比较,并将最优树木覆盖率估算结果与当前产品和树冠分类得出的树木覆盖率进行了比较。结果表明:(1)使用 Landsat 8 短波红外波段的归一化差异水分指数和使用 WV-2 近红外波段的灰度共现矩阵计算的相关度量标准偏差分别是估算树木覆盖率的最佳光谱特征和纹理特征。(2) 在树木稀疏的草地上,仅使用 WV-2 波段估计树木覆盖率的精度最高(RMSE = 7.44%),这表明高分辨率纹理特征比大地遥感卫星光谱特征(RMSE = 11.53%)对树木覆盖率更敏感。 (3) 分辨率高于 8 米的纹理特征比大地遥感卫星 8 和纹理特征的组合表现更好,最佳分辨率为 2 米(RMSE = 7.(4) 目前的全球产品严重低估了黄土高原的树木覆盖率,利用高分辨率图像的树冠分类计算树木覆盖率的效果比直接利用遥感特征的方法差。
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引用次数: 0
Adaptive Mechanisms of Tree Seedlings to Adapt to Stress 树苗适应压力的机制
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-12 DOI: 10.3390/f15050846
Shaofei Jin, Bo Liu, M. Tigabu, Jing Zhou
As the most critical stage in the plant life cycle, the seedling period assumes a crucial role in forest community succession and vegetation restoration [...]
作为植物生命周期中最关键的阶段,幼苗期在森林群落演替和植被恢复中起着至关重要的作用 [...]
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引用次数: 0
Study on the Effect and Enhancement of Near-Natural Integrated Plant Positioning Configuration in the Hilly Gully Region, China 中国丘陵沟壑区近自然综合植物定位配置效果与提升研究
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-11 DOI: 10.3390/f15050841
Hongsheng Zhao, Shuang Feng, Wanjiao Li, Yong Gao
The establishment of protective forests plays a crucial role in mitigating soil erosion on slopes within hilly and gully regions. However, in practical applications, the configuration of protective forests on slopes is intricate and diverse, and the suitability and rationality of different configuration patterns for various slope sections have not been thoroughly investigated. This study focuses on a 40-year-old artificial protective forest, examining 16 different configuration patterns on the top, middle, and lower slopes. It compares the growth conditions, community structure stability, and characteristics of the saturated soil’s hydraulic conductivity. The findings indicate that the top slope should be identified as a critical area for slope protection. The optimal configuration for this area is the “tree + grass” pattern with a spacing of 5 m × 5 m, which promotes the optimal growth of tree species and effectively reduces the surface runoff of gravel particles ranging from 1 cm to 3 cm in diameter. On the middle slope, the “tree + shrub + grass” structure proves effective in slowing down the erosive force of slope runoff. The recommended spacing for trees is 5 m × 6 m, and for understory shrubs, it is 1 m × 6 m. This configuration pattern results in the most stable structure for the plant community and maximizes the water conservation potential of forest litter. By analyzing the characteristics of the saturated soil’s hydraulic conductivity, we find that the complexity of the plant configuration on the lower slopes is correlated with a greater coefficient of variation in the saturated soil’s hydraulic conductivity. Nevertheless, there is no significant difference in the average soil saturated hydraulic conductivity per unit area between the different configuration patterns. Consequently, the lower slope can rely on the natural recovery of herbaceous plants. The results of this research contribute valuable scientific and technical insights to the management of soil erosion in hilly and gully areas, both in China and around the world.
在丘陵和沟壑地区,防护林的建立对减轻斜坡上的水土流失起着至关重要的作用。然而,在实际应用中,边坡防护林的配置错综复杂、形式多样,不同配置模式对不同坡段的适用性和合理性尚未得到深入研究。本研究以一个有 40 年树龄的人工防护林为对象,研究了上坡、中坡和下坡上 16 种不同的配置模式。研究比较了生长条件、群落结构稳定性和饱和土壤导流特性。研究结果表明,顶坡应被确定为边坡保护的关键区域。该区域的最佳配置是间距为 5 米×5 米的 "树+草 "模式,既能促进树种的最佳生长,又能有效减少直径为 1 厘米至 3 厘米的砾石颗粒的地表径流。在中间斜坡上,"乔木+灌木+草 "结构可有效减缓斜坡径流的侵蚀力。建议乔木的间距为 5 米×6 米,林下灌木的间距为 1 米×6 米。这种配置模式可使植物群落结构最稳定,并最大限度地发挥森林垃圾的保水潜力。通过分析饱和土壤导水性的特征,我们发现低山坡植物配置的复杂性与饱和土壤导水性的变异系数较大相关。不过,不同配置模式单位面积的平均土壤饱和导水率并无明显差异。因此,下坡可以依靠草本植物的自然恢复。该研究成果为中国乃至世界丘陵沟壑区的水土流失治理提供了宝贵的科技启示。
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引用次数: 0
Evaluation of Mechanical Wood Properties of Silver Birch (Betula pendula L. Roth.) of Half-Sib Genetic Families 同父异母遗传家族银桦(Betula pendula L. Roth.)
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-11 DOI: 10.3390/f15050845
B. Šilinskas, I. Varnagirytė-Kabašinskienė, Lina Beniusiene, M. Aleinikovas, M. Škėma, V. Baliuckas
Silver birch, a widely distributed deciduous tree native to Europe, is valued for its wood applications in construction, furniture making, and paper production. In Lithuania, silver birch ranks as the third most common forest-tree species, comprising 22% of the forested areas, and is an important species for tree breeding due to its potential and adaptability. This study was focused on assessing the mechanical properties of wood (sample and log hardness, wood density, dynamic modulus of elasticity (MOEdyn), static modulus of elasticity (MOE) and bending strength (MOR)) in silver birch (Betula pendula L. Roth.) trees from different half-sibling families. Two experimental plantations of the progenies of Lithuanian populations (half-sib families) of silver birch from different regions were analysed. From these plantations, four genetic families were selected for mechanical properties evaluation. The study findings revealed significant variability in various wood properties among different genetic families, although the static modulus of elasticity did not exhibit significant differences between the chosen genetic families. All measured wood properties decreased from the bottom to the top of the model trees. Wood hardness displayed a moderately negative correlation for wood density and weak correlations for MOE and MOR. Given the weak correlations between wood hardness and other wood mechanical properties, it is suggested that MOEdyn would be a more suitable trait for genetic studies.
银桦是一种广泛分布的落叶乔木,原产于欧洲,因其木材可用于建筑、家具制造和造纸而备受重视。在立陶宛,银桦树是第三大常见的林木品种,占森林面积的 22%,由于其潜力和适应性,银桦树是树木育种的重要品种。这项研究的重点是评估不同半同胞系的银桦(Betula pendula L. Roth.)树木的木材机械性能(样本和原木硬度、木材密度、动态弹性模量(MOEdyn)、静态弹性模量(MOE)和弯曲强度(MOR))。我们分析了立陶宛不同地区银桦树种群(半同胞家系)的两个实验种植园。从这些种植园中选择了四个基因家族进行机械性能评估。研究结果表明,尽管静态弹性模量在所选基因家族之间没有明显差异,但不同基因家族的各种木材特性存在显著差异。所有测得的木材特性都从模型树的底部向顶部递减。木材硬度与木材密度呈中度负相关,与MOE和MOR呈弱相关。鉴于木材硬度与其他木材机械特性之间的相关性较弱,建议将 MOEdyn 作为更适合遗传研究的性状。
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引用次数: 0
Predicting the Occurrence of Forest Fire in the Central-South Region of China 预测中国中南地区的森林火灾发生率
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-11 DOI: 10.3390/f15050844
Quansheng Hai, Xiufeng Han, Battsengel Vandansambuu, Yuhai Bao, B. Gantumur, S. Bayarsaikhan, Narantsetseg Chantsal, Hailian Sun
Understanding the spatial and temporal patterns of forest fires, along with the key factors influencing their occurrence, and accurately forecasting these events are crucial for effective forest management. In the Central-South region of China, forest fires pose a significant threat to the ecological system, public safety, and economic stability. This study employs Geographic Information Systems (GISs) and the LightGBM (Light Gradient Boosting Machine) model to identify the determinants of forest fire incidents and develop a predictive model for the likelihood of forest fire occurrences, in addition to proposing a zoning strategy. The purpose of the study is to enhance our understanding of forest fire dynamics in the Central-South region of China and to provide actionable insights for mitigating the risks associated with such disasters. The findings reveal the following: (i) Spatially, fire incidents exhibit significant clustering and autocorrelation, highlighting areas with heightened likelihood. (ii) The Central-South Forest Fire Likelihood Prediction Model demonstrates high accuracy, reliability, and predictive capability, with performance metrics such as accuracy, precision, recall, and F1 scores exceeding 85% and AUC values above 89%, proving its effectiveness in forecasting the likelihood of forest fires and differentiating between fire scenarios. (iii) The likelihood of forest fires in the Central-South region of China varies across regions and seasons, with increased likelihood observed from March to May in specific provinces due to various factors, including weather conditions and leaf litter accumulation. Risks of localized fires are noted from June to August and from September to November in different areas, while certain regions continue to face heightened likelihood from December to February.
了解森林火灾发生的时空规律和关键影响因素,并准确预测森林火灾的发生,对于有效的森林管理至关重要。在中国中南地区,森林火灾对生态系统、公共安全和经济稳定构成了重大威胁。本研究采用地理信息系统(GIS)和光梯度提升机(LightGBM)模型来识别森林火灾事件的决定因素,并建立森林火灾发生可能性的预测模型,同时提出分区策略。这项研究的目的是加强我们对中国中南地区森林火灾动态的了解,并为降低与此类灾害相关的风险提供可操作的见解。研究结果表明(i) 从空间上看,火灾事件表现出明显的集群性和自相关性,突出了火灾发生可能性较高的地区。(ii) 中南部森林火灾可能性预测模型表现出较高的准确性、可靠性和预测能力,其准确性、精确性、召回率和 F1 分数等性能指标超过 85%,AUC 值超过 89%,证明其在预测森林火灾可能性和区分不同火灾情况方面的有效性。(iii) 中国中南地区发生森林火灾的可能性因地区和季节而异,在特定省份,由于天气条件和落叶堆积等各种因素,3 月至 5 月发生森林火灾的可能性增加。6 月至 8 月和 9 月至 11 月,不同地区都有发生局部火灾的风险,而 12 月至 2 月,某些地区发生火灾的可能性仍然较高。
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引用次数: 0
Forecast of Current and Future Distributions of Corythucha marmorata (Uhler) under Climate Change in China 气候变化条件下中国马尾松(Corythucha marmorata (Uhler))当前和未来分布预测
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-11 DOI: 10.3390/f15050843
Ningning Li, Jiaxuan Zhang, Chao Tan, Xi Zhu, Suyan Cao, Cuiqing Gao
Corythucha marmorata (Uhler) emerged as an invasive pest in China around 2010, posing a significant threat to plants within the Asteraceae family. Employing the MaxEnt model, this study endeavors to anticipate the potential geographic distribution of Corythucha marmorata amid present and forthcoming climatic conditions, utilizing a dataset of 60 distributional occurrences alongside environmental parameters. The results revealed that presently, suitable regions span from 18–47° N to 103–128° E, with pronounced suitability concentrated notably in Jiangsu, Shanghai, Anhui, Hubei, Jiangxi, Hunan, Guangdong, Guangxi, Chongqing, and Sichuan. Projections suggested a general expansion of suitable habitats, albeit with exceptions noted in SSP1–2.6 and SSP2–4.5 scenarios in the 2050s and SSP5–8.5 in the 2070s. The potential suitability of areas for Corythucha marmorata was influenced by major factors such as precipitation in the warmest quarter (bio18), mean temperature in the warmest quarter (bio10), mean temperature in the wettest quarter (bio8), and annual precipitation (bio12). Notably, temperature and precipitation emerge as primary determinants affecting both current and future ranges. In comparison with the current distributional area, there was a trend towards increasing the potentially suitable areas in the future. Moreover, there was a greater risk of spreading to the north of China in the future. This study serves as a pivotal resource for guiding future endeavors in monitoring, early detection, and preventative management strategies targeting Corythucha marmorata.
Corythucha marmorata(Uhler)于 2010 年左右在中国成为一种入侵害虫,对菊科植物构成严重威胁。本研究采用 MaxEnt 模型,利用 60 个分布地点的数据集和环境参数,努力预测 Corythucha marmorata 在当前和未来气候条件下的潜在地理分布。结果表明,目前适宜分布的区域从北纬 18-47 度到东经 103-128 度,主要集中在江苏、上海、安徽、湖北、江西、湖南、广东、广西、重庆和四川。预测结果表明,适宜栖息地普遍扩大,但在 2050 年代的 SSP1-2.6 和 SSP2-4.5 以及 2070 年代的 SSP5-8.5 情景中存在例外。Corythucha marmorata 的潜在适宜性受一些主要因素的影响,如最温暖季度的降水量(生物 18)、最温暖季度的平均气温(生物 10)、最潮湿季度的平均气温(生物 8)和年降水量(生物 12)。值得注意的是,温度和降水是影响当前和未来分布区的主要决定因素。与目前的分布区相比,未来的潜在适宜区有增加的趋势。此外,未来向中国北部扩散的风险更大。这项研究为今后针对马尾松的监测、早期发现和预防性管理策略提供了重要的指导。
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引用次数: 0
Analysis of Deformation Fixation of Thermally Compressed Scots Pine (Pinus sylvestris L.) 热压苏格兰松木(Pinus sylvestris L.)的变形固定分析
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-11 DOI: 10.3390/f15050842
Li-li Li, Xiaofei Shan, Zhiying Luo, Wenwen Liu, Jianxia Liu, Jianfang Yu, Zhangjing Chen, Ximing Wang
Heat treatment effectively inhibits the water absorption recovery of compressed wood. To elucidate this phenomenon, we prepared compressed pine and thermally compressed pine (heartwood and sapwood) using the hot pressing method at 160 °C, 180 °C, 200 °C, and 220 °C. The effects of chemical components, swelling stresses, and monosaccharides on modified wood recovery were investigated using regression analyses. Notably, the recovery of both compressed heartwood and sapwood during water absorption declined from 18.89% to 2.66% and from 58.40% to 1.60%, respectively, after heat treatment. Similarly, the swelling stresses of the compressed heartwood and sapwood at 220 °C, respectively, ranged from 0.693 MPa to 0.275 MPa and from 0.783 MPa to 0.330 MPa. These were close to the values of untreated heartwood (0.175 MPa) and sapwood (0.225 MPa). Regression functions indicated that the recovery of compressed wood is chemically dependent on hemicellulose and mechanically related to swelling stress. For monosaccharides, regression functions indicated that modified heartwood recovery primarily relied on mannose, whereas modified sapwood recovery was remarkably affected by mannose and xylose. This confirmed that the pyrolytic monosaccharides in hemicellulose promoted stress relaxation, which induced the deformation fixation of thermally compressed wood.
热处理能有效抑制压缩木材的吸水恢复。为阐明这一现象,我们采用热压法制备了压缩松木和热压松木(心材和边材),温度分别为 160 ℃、180 ℃、200 ℃ 和 220 ℃。通过回归分析研究了化学成分、膨胀应力和单糖对改性木材回收率的影响。值得注意的是,经过热处理后,压缩心材和边材在吸水过程中的回收率分别从 18.89% 和 58.40% 下降到 2.66% 和 1.60%。同样,压缩心材和边材在 220 °C 时的膨胀应力分别为 0.693 MPa 至 0.275 MPa 和 0.783 MPa 至 0.330 MPa。这些数值与未经处理的心材(0.175 兆帕)和边材(0.225 兆帕)的数值接近。回归函数表明,压缩木材的恢复在化学上取决于半纤维素,在机械上与膨胀应力有关。就单糖而言,回归函数表明,改良心材的恢复主要依赖于甘露糖,而改良边材的恢复则明显受到甘露糖和木糖的影响。这证实了半纤维素中的热解单糖促进了应力松弛,从而诱导了热压木材的变形固定。
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引用次数: 0
Forest Smoke-Fire Net (FSF Net): A Wildfire Smoke Detection Model That Combines MODIS Remote Sensing Images with Regional Dynamic Brightness Temperature Thresholds 森林烟火网(FSF Net):将 MODIS 遥感图像与区域动态亮度温度阈值相结合的野火烟雾探测模型
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-10 DOI: 10.3390/f15050839
Yunhong Ding, Mingyang Wang, Yujia Fu, Qian Wang
Satellite remote sensing plays a significant role in the detection of smoke from forest fires. However, existing methods for detecting smoke from forest fires based on remote sensing images rely solely on the information provided by the images, overlooking the positional information and brightness temperature of the fire spots in forest fires. This oversight significantly increases the probability of misjudging smoke plumes. This paper proposes a smoke detection model, Forest Smoke-Fire Net (FSF Net), which integrates wildfire smoke images with the dynamic brightness temperature information of the region. The MODIS_Smoke_FPT dataset was constructed using a Moderate Resolution Imaging Spectroradiometer (MODIS), the meteorological information at the site of the fire, and elevation data to determine the location of smoke and the brightness temperature threshold for wildfires. Deep learning and machine learning models were trained separately using the image data and fire spot area data provided by the dataset. The performance of the deep learning model was evaluated using metric MAP, while the regression performance of machine learning was assessed with Root Mean Square Error (RMSE) and Mean Absolute Error (MAE). The selected machine learning and deep learning models were organically integrated. The results show that the Mask_RCNN_ResNet50_FPN and XGR models performed best among the deep learning and machine learning models, respectively. Combining the two models achieved good smoke detection results (Precisionsmoke=89.12%). Compared with wildfire smoke detection models that solely use image recognition, the model proposed in this paper demonstrates stronger applicability in improving the precision of smoke detection, thereby providing beneficial support for the timely detection of forest fires and applications of remote sensing.
卫星遥感在森林火灾烟雾探测中发挥着重要作用。然而,现有的基于遥感图像的森林火灾烟雾探测方法仅依赖于图像提供的信息,忽略了森林火灾中火点的位置信息和亮度温度。这一疏忽大大增加了误判烟羽的概率。本文提出了一种烟雾探测模型--森林烟火网(FSF Net),它将野火烟雾图像与区域的动态亮度温度信息整合在一起。利用中分辨率成像光谱仪(MODIS)、火灾现场的气象信息和海拔数据构建了 MODIS_Smoke_FPT 数据集,以确定烟雾的位置和野火的亮度温度阈值。利用数据集提供的图像数据和火点面积数据,分别训练了深度学习模型和机器学习模型。深度学习模型的性能使用指标 MAP 进行评估,而机器学习的回归性能则使用均方根误差(RMSE)和平均绝对误差(MAE)进行评估。选定的机器学习模型和深度学习模型进行了有机整合。结果表明,在深度学习模型和机器学习模型中,Mask_RCNN_ResNet50_FPN 模型和 XGR 模型分别表现最佳。将这两个模型结合在一起取得了良好的烟雾检测结果(Precisionsmoke=89.12%)。与单纯使用图像识别的野火烟雾检测模型相比,本文提出的模型在提高烟雾检测精度方面具有更强的适用性,从而为森林火灾的及时发现和遥感应用提供了有益的支持。
{"title":"Forest Smoke-Fire Net (FSF Net): A Wildfire Smoke Detection Model That Combines MODIS Remote Sensing Images with Regional Dynamic Brightness Temperature Thresholds","authors":"Yunhong Ding, Mingyang Wang, Yujia Fu, Qian Wang","doi":"10.3390/f15050839","DOIUrl":"https://doi.org/10.3390/f15050839","url":null,"abstract":"Satellite remote sensing plays a significant role in the detection of smoke from forest fires. However, existing methods for detecting smoke from forest fires based on remote sensing images rely solely on the information provided by the images, overlooking the positional information and brightness temperature of the fire spots in forest fires. This oversight significantly increases the probability of misjudging smoke plumes. This paper proposes a smoke detection model, Forest Smoke-Fire Net (FSF Net), which integrates wildfire smoke images with the dynamic brightness temperature information of the region. The MODIS_Smoke_FPT dataset was constructed using a Moderate Resolution Imaging Spectroradiometer (MODIS), the meteorological information at the site of the fire, and elevation data to determine the location of smoke and the brightness temperature threshold for wildfires. Deep learning and machine learning models were trained separately using the image data and fire spot area data provided by the dataset. The performance of the deep learning model was evaluated using metric MAP, while the regression performance of machine learning was assessed with Root Mean Square Error (RMSE) and Mean Absolute Error (MAE). The selected machine learning and deep learning models were organically integrated. The results show that the Mask_RCNN_ResNet50_FPN and XGR models performed best among the deep learning and machine learning models, respectively. Combining the two models achieved good smoke detection results (Precisionsmoke=89.12%). Compared with wildfire smoke detection models that solely use image recognition, the model proposed in this paper demonstrates stronger applicability in improving the precision of smoke detection, thereby providing beneficial support for the timely detection of forest fires and applications of remote sensing.","PeriodicalId":12339,"journal":{"name":"Forests","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140990303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mitogenome Assembly Reveals Gene Migration and RNA Editing Events in Plateau Hongliu (Myricaria elegans Royle.) 有丝分裂基因组组装揭示了高原红柳的基因迁移和 RNA 编辑事件
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-10 DOI: 10.3390/f15050835
Xue Li, Hao Wu, Xingyao Hu, Yunhua Wu, Feng Nie, Tao Su, Mei Han, Fuliang Cao
The Plateau Hongliu (Myricaria elegans Royle.) is a woody shrub halophyte that thrives in arid areas of western Tibet, in the Himalayan Mountains. It is acclaimed as superior in saline stress acclimation and as a critical pharmaceutical resource of the Tibetan traditional herb. Nevertheless, the mitogenome in the genus Myricaria remains unknown. Here, using the Illumina and PacBio sequencing assays, the first complete mitogenome of the M. elegans revealed a multi-branched skeleton with a total length of 416,354 bp and GC content of 44.33%, comprising two circular molecules (M1 and 2). The complete mitogenome annotates 31 unique protein-encoding genes (PEGs), fifteen tRNAs, and three rRNA genes. The UAA exhibits the most prominent codon usage preference as a termination, followed by UUA codons for leucine. The mitogenome contains 99 simple sequence repeats and 353 pairs of dispersed repeats, displaying the most frequent in palindromic repeats. Gene transfer analyses identified 8438 bp of 18 homologous fragments from the plastome, accounting for 2.03% of the total length. Using the PREP suite, 350 C-U RNA editing sites were predicted, of which nad4 and ccmB were on the top frequency. Syntenic and phylogenetic analyses suggested weakly conserved patterns of M. elegans in Caryophyllales owing to the genome rearrangement. In summary, the deciphered unique features and complexities of the mitogenome in M. elegans provide novel insights into understanding the evolution and biological conservation underlying climate resilience in halophytes.
高原红柳(Myricaria elegans Royle.)是一种生长在喜马拉雅山脉西藏西部干旱地区的木本灌木盐生植物。它被誉为适应盐碱压力的上佳植物,也是西藏传统草药中的重要药物资源。然而,丝核菌属的有丝分裂基因组仍然未知。在这里,利用 Illumina 和 PacBio 测序方法,首次完整地揭示了秀丽隐杆线虫的有丝分裂基因组,发现了一个总长度为 416,354 bp、GC 含量为 44.33% 的多分支骨架,由两个环状分子(M1 和 2)组成。完整的有丝分裂基因组注释了 31 个独特的蛋白质编码基因(PEG)、15 个 tRNA 和 3 个 rRNA 基因。UAA 作为终止密码子的使用偏好最为突出,其次是用于亮氨酸的 UUA 密码子。有丝分裂基因组包含 99 个简单序列重复序列和 353 对分散重复序列,其中以回文重复序列最为常见。基因转移分析确定了来自质粒体的 18 个同源片段,共 8438 bp,占总长度的 2.03%。利用 PREP 套件预测了 350 个 C-U RNA 编辑位点,其中 nad4 和 ccmB 的频率最高。合成和系统进化分析表明,由于基因组重排,M. elegans在石竹目中的保守模式较弱。总之,破译有丝分裂基因组的独特特征和复杂性为理解卤叶植物气候适应性的进化和生物保护提供了新的见解。
{"title":"Mitogenome Assembly Reveals Gene Migration and RNA Editing Events in Plateau Hongliu (Myricaria elegans Royle.)","authors":"Xue Li, Hao Wu, Xingyao Hu, Yunhua Wu, Feng Nie, Tao Su, Mei Han, Fuliang Cao","doi":"10.3390/f15050835","DOIUrl":"https://doi.org/10.3390/f15050835","url":null,"abstract":"The Plateau Hongliu (Myricaria elegans Royle.) is a woody shrub halophyte that thrives in arid areas of western Tibet, in the Himalayan Mountains. It is acclaimed as superior in saline stress acclimation and as a critical pharmaceutical resource of the Tibetan traditional herb. Nevertheless, the mitogenome in the genus Myricaria remains unknown. Here, using the Illumina and PacBio sequencing assays, the first complete mitogenome of the M. elegans revealed a multi-branched skeleton with a total length of 416,354 bp and GC content of 44.33%, comprising two circular molecules (M1 and 2). The complete mitogenome annotates 31 unique protein-encoding genes (PEGs), fifteen tRNAs, and three rRNA genes. The UAA exhibits the most prominent codon usage preference as a termination, followed by UUA codons for leucine. The mitogenome contains 99 simple sequence repeats and 353 pairs of dispersed repeats, displaying the most frequent in palindromic repeats. Gene transfer analyses identified 8438 bp of 18 homologous fragments from the plastome, accounting for 2.03% of the total length. Using the PREP suite, 350 C-U RNA editing sites were predicted, of which nad4 and ccmB were on the top frequency. Syntenic and phylogenetic analyses suggested weakly conserved patterns of M. elegans in Caryophyllales owing to the genome rearrangement. In summary, the deciphered unique features and complexities of the mitogenome in M. elegans provide novel insights into understanding the evolution and biological conservation underlying climate resilience in halophytes.","PeriodicalId":12339,"journal":{"name":"Forests","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140992053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Forests
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