一种新型卷积神经网络植物叶片识别方法

为提高植物叶片识别的准确率及减少计算代价,在Pytorch框架下提出一种融合了深度卷积生成式对抗网络(DCGAN)和迁移学习(TL)的新型卷积神经网络叶片识别方法。首先,对植物叶片图像进行预处理,通过DCGAN对样本数据库扩充;其次,利用迁移学习将Inception v3模型应用于图像数据处理上,以提高植物叶片识别的准确率;最后,通过对比实验对该方法的有效性进行验证。结果表明:该方法可以获得96.57%的植物叶片识别精度,同时参数训练的迭代次数由4000次缩短到560次。     

镉胁迫对烟草种子萌发和烟苗生长发育的影响

为探讨不同镉（Cd）胁迫对不同烟草品种种子萌发、幼苗生长的生理生态效应的影响,以吉烟9号、吉烟10号、延晒六号3个烟草品种为材料,研究了不同浓度的Cd溶液对烟草种子萌发以及烟苗生长发育的影响。结果表明,Cd胁迫下烟草种子发芽势、发芽率、发芽指数、活力指数、苗高均受到抑制;烟苗叶绿素含量降低,根冠比变小,生长受到抑制,CAT活性、SOD活性、可溶性糖含量随Cd浓度的增加呈先增后降的趋势,POD活性、MDA含量、Pro含量、Cd含量均随Cd浓度的增加而增加。可见Cd胁迫能不同程度地影响烟草种子萌发和烟苗生长发育,烟苗体内的抗氧化酶系统被破坏,多种酶活性不协调,生理生化过程紊乱,最终导致烟苗受害。     

假眼小绿叶蝉与其天敌的空间关系及最佳样方确定

为了分析在聚块大小不同时天敌对假眼小绿叶蝉Empoasca vitis Gothe空间上跟随关系的密切程度、聚集原因和聚集范围,为评价假眼小绿叶蝉的天敌优势种提供科学依据,用聚块样方方差分析法、灰色关联度法、空间聚集强度指数、种群聚集均数法和ρ指数法对安徽省合肥市‘乌牛早’和‘白毫早’茶园不同大小聚块条件下的假眼小绿叶蝉及其7种蜘蛛类的天敌空间关系进行分析。假眼小绿叶蝉与其7种蜘蛛类天敌均方差峰值时的聚块样方数的关联度分析结果表明:‘乌牛早’茶园中与假眼小绿叶蝉空间上跟随关系密切的前四种天敌依次是茶色新圆蛛Neoscona theisi(0.753 5)、八斑球腹蛛Theridion octomaculatum(0.720 1)、锥腹肖蛸Tetragnatha maxillosa(0.681 3)和草间小黑蛛Erigonidium graminicolum(0.644 2)。‘白毫早’茶园中与假眼小绿叶蝉空间上跟随关系密切的前四种天敌依次是粽管巢蛛Clubiona japonicola(0.823 5)、鳞纹肖蛸Tetragnatha squamata(0.800 9)、锥腹肖蛸(0.794 2)和茶色新圆蛛(0.794 2)。两种茶园前四种天敌中相同的天敌是茶色新圆蛛和锥腹肖蛸。假眼小绿叶蝉在聚块内基本样方数k为1、2、4、8时,随着聚块内基本样方数的增多,聚集分布格局时的扩散系数C不断增大,均匀和随机格局时扩散系数不断减小。聚块内基本样方数k为2、4、8时与k为1时的假眼小绿叶蝉的空间分布聚集程度差异均不显著。假眼小绿叶蝉的种群聚集均数λ多数情况均大于2,其聚集是该虫本身原因引起的,假眼小绿叶蝉在种群聚集均数λ为正值时,随着聚块内基本样方数的增加,则种群聚集均数λ不断增大。用假眼小绿叶蝉不同大小聚块的ρ指数判断个体群聚集时的最小范围是聚块中有1个基本样方,即本文的4 m~2。该研究为该虫抽样时确定样方大小提供了科学依据。     

High potassium to magnesium ratio affected the growth and magnesium uptake of three tomato (Solanum lycopersicum L.) cultivars

Potassium(K) and magnesium(Mg) levels and their balances are two factors affecting the growth of plant. However, the responses of different crop cultivars to K/Mg ratios are less clear. This study was aimed at assessing the different responses of tomato(Solanum Lycopersicum L.) cultivars to the different K/Mg supply ratios. Three tomato cultivars(Zhongza 9(ZZ), Gailiangmaofen(MF), and Jinpengchaoguan(JP)) were grown in pots with three different K~+/Mg~(2+) ratios(4:0, 4:1 and 8:1, represented by K/Mg_(4:0), K/Mg_(4:1), and K/Mg_(8:1), respectively). Compared with K/Mg_(4:1) treatment, the leaf chlorophyll content, net photosynthetic rate, and total biomass of tomato seedlings under K/Mg_(4:0) treatments were decreased by 69.7, 89.1, and 53.1%, respectively. The Mg deficiency symptoms were observed when the Mg content in shoot became lower than 4 mg g~(–1) DW. Compared with K/Mg_(4:1) treatment, total biomass of tomato seedlings of K/Mg_(8:1) treatment was decreased by 21.6%; the shoot and root Mg contents were decreased by 10.4 and 21.8%, respectively; and Mg uptake of tomato was reduced by 34.1%. There were significant differences in biomass and Mg uptake for the three cultivars between the different K~+/Mg~(2+) treatments. The Mg uptake of the three different cultivars ranked as ZZJPMF under Mg deficiency and high K condition. In conclusion, the growth and Mg uptake and allocation of tomato were influenced significantly by imbalance K and Mg supply. JP and ZZ were the cultivars with the highest efficiency in Mg uptake.     

基于USLE模型的长株潭城市群生态绿心区水土流失研究

[目的]研究2018年长株潭(长沙市—株州市—湘潭市)城市群生态绿心区最佳植被覆盖和水土流失状况,为区域综合治理提供理论依据。[方法]运用GIS和RS技术,以长株潭区域降雨、土壤、地形、土地利用等数据为基础,采用归一化植被指数(NDVI)模型和USLE国际通用土壤流失方程为优选模型。[结果]长株潭绿心区总面积为52 287 hm~2,整体植被状况较好,高覆盖度(75%～100%)面积最大,占绿心区总面积一半以上,为26 598.40 hm~2;中低覆盖度(30%～40%)面积最小,占区域总面积的8.61%,为4 501.91 hm~2。长株潭城市群生态绿心区总侵蚀(不含微度)面积为3 654.24 hm~2,占总面积的6.99%。湘潭市侵蚀比重最高,为8.51%,长沙市次之,为6.67%,株洲市侵蚀总比例最小,为5.68%。工程建设用地在禁止开发区、限制开发区和控制建设区的侵蚀面积分别为963.92,310.74,735.11 hm~2。[结论]受人为因素、城市建设、产业分布等影响,长株潭城市群生态绿心区覆盖度空间呈现西部低,中东部高的格局,工程建设是造成绿心区土壤侵蚀的主要原因。     

温度胁迫对幼体大海马基因转录表达的影响

为探究大海马幼体在高温和低温胁迫条件下基因表达水平的变化规律,采用Illumina平台的PE150测序功能对大海马幼体肝脏进行了转录组测序。对照组、高温胁迫组和低温胁迫组测序数据组装后获得22 513个单基因簇(Unigene),N50为2 223 bp,平均长度为1 122.71 bp。与对照组相比,高温胁迫组共获得14 009个差异表达基因,其中5 543个差异表达基因上调,8 466个差异表达基因下调;低温胁迫组共获得20 030个差异基因,14 016个差异表达基因上调,6 014个差异表达基因下调。差异表达基因经KEGG数据库富集发现,高/低温胁迫均导致大海马体内抗氧化途径相关基因表达(HSP70、HSP90、SOD等)发生显著改变;另外,高温胁迫还造成大海马免疫系统相关基因(PIK3R、Akt、IL-10、TLR等)以及细胞凋亡相关基因(CYCS、CASP9、CASP3等)表达显著改变;低温胁迫造成DNA损伤修复(MSH、DDB2、XRCC2、RAD52、Ogg1、PMS2等)、脂肪酸代谢(StARD7、ApoA4、CYP51、Fadsd6等)和细胞凋亡(P21、P53、BAX等)相关基因显著上调。选择HSP70、Fadsd 6与IL-10等13个差异基因验证,RT-qPCR结果与RNA-Seq测序结果基本一致。本研究结果为深入探究大海马温度应激的调控机制奠定了一定的理论基础,而且有助于预防极端温度对大海马造成损伤。     

Effects of fish origin probiotics on growth performance,immune response and intestinal health of shrimp (Litopenaeus vannamei) fed diets with fish meal partially replaced by soybean meal

This study was conducted to evaluate the application of four fish origin probiotics to relieve the side effects induced by SBM in shrimp. Shrimps were fed with high fish meal diet (C0, positive control containing 500 g/kg FM and 0 g/kg SBM), low fish meal diet (C, control containing 250 g/kg FM and 340 g/kg SBM) or the control diet (C) supplemented, respectively, with 1.0 × 10⁸ CFU/g Bacillus pumilus SE5 (T1), Psychrobacter sp. SE6 (T2), Enterococcus faecium MM4 (T3) or Bacillus claussi DE5 (T4). After 6 weeks of feeding, the growth performance, hepatopancreatic digestive enzymes, intestinal histological structure and immune parameters were determined. The results showed that compared with high FM group (C0), significantly lower WGR and SGR as well as higher FCR were observed in the low FM group (C) (p < .05). Compared with the control, significantly lower FCR was observed in treatment T1 (p < .05), but not in treatments T2–T4. Protease, amylase and lipase activities in all the treatments (T1‐T4) were significantly higher than the control (p < .05). GOT and GPT activities in the control were significantly lower than the C0 (p < .05), while higher MDA level was recorded in the control (p < .05). Meanwhile, higher GPT activities were observed in treatments T1‐T4 compared with the control (p < .05). Compared with the C0, lower SOD, ACP and AKP activities were observed in the control. Significantly improved SOD and AKP activities were observed in all probiotic feeding groups compared with the control (p < .05). The control diet led to significant reduction of intestinal wall thickness and villus height compared with the C0 (p < .05), while significantly higher intestinal wall thickness and villus height were exhibited in all the probiotic groups compared with the control (p < .05), except intestinal wall thickness in treatment T3. Thus, these results demonstrated that the four fish origin probiotic strains could relieve the side effects induced by high level of SBM in shrimp, while probiotic B. pumilus SE5 showed the best performance.