基于部首嵌入和注意力机制的病虫害命名实体识别

为了解决农业病虫害命名实体识别过程中存在的内在语义信息缺失、局部上下文特征易被忽略和捕获长距离依赖能力不足等问题,以农业病虫害文本为研究对象,提出一种基于部首嵌入和注意力机制的农业病虫害命名实体识别模型(Chinese agricultural diseases and pests named entity recognition with joint radical embedding and self attention, RS-ADP)。首先,该模型将部首嵌入集成到字符嵌入中作为输入,用以丰富语义信息。其中,针对部首嵌入设计了3种特征提取策略,即卷积神经网络(Convolutional neural network, CNN)、双向长短时记忆网络(Bidirectional long short term memory network, BiLSTM) 和CNN-BiLSTM;其次,采用多层不同窗口尺寸的CNNs层提取不同尺度的局部上下文信息;然后,在BiLSTM提取全局序列特征的基础上,采用自注意力机制进一步增强模型提取更长距离依赖的能力;最后,采用条件随机场(Conditional random field, CRF)联合识别实体边界和划分实体类别。在包含11个类别和24715条标注样本的农业病虫害自制语料上进行了实验。结果表明,本文模型RS-ADP在该数据集上精确率、召回率和F1值分别为94.16%、94.47%和94.32%;在具体实体类别上,RS-ADP在作物、病害、虫害等易识别实体上F1值高达95.81%、97.76%和97.23%。同时,RS-ADP在草害、病原等难以识别实体上F1值仍保持86%以上。实验结果表明,本文所提模型能够有效识别农业病虫害命名实体,其识别精度优于其他模型,且具有一定的泛化性。     

配电网检修计划优化实践

配电网设备检修能够及时发现常规试验或外观检查难以察觉的问题,使电网设备隐患或故障得到及时消除,通过合理有序安排检修工作,可有效提高电网的供电可靠性[1]。常规的检修计划制定过程通常包含分部门收集与汇总的过程,存在着潜在冲突与不合理之处,在实施之前,需要从技术与管理角度进行优化。     

栗属分子生物学研究进展

壳斗科(Fagaceae)栗属(Castanea)植物的7个种分布广泛,不仅可用于木材生产,而且在坚果生产上也占有独特地位。基于形态学、同工酶、子叶储藏蛋白和RAPD数据,通过对分布于亚洲、欧洲和北美的栗属植物的遗传多样性研究表明中国板栗(Castaneamollissima)是世界栗属植物的原始种,长江流域是中国板栗的遗传多样性中心,土耳其是欧洲板栗的起源中心之一。在分子标记辅助育种方面,已发表了基于形态学、同工酶、RAPD和ISSR数据的两张栗属植物的遗传连锁图谱,其中一个是用欧洲板栗种内杂交后代F1全部单株构建的,另一张是用美洲板栗与中国板栗种间杂交后代F2单株构建的,并已经定位了3个假定的栗疫病抗性位点;并且证明在多年生木本果树上同工酶基因可通过连锁关系分析与形态基因整合为1个单一基因图而无需另外的杂交。从栗属植物中已分离纯化了包括可抑制HIV-1反转录酶活性的Mollisin在内的几丁质酶等抗真菌蛋白、胱氨酸蛋白酶抑制剂、热击蛋白、红血球凝集素、脱水素、花粉过敏原等功能蛋白质,并已经克隆了包括伤害应答基因在内的部分功能蛋白质相关基因。因此,作为具有独特性质的栗属植物,有必要开展更多的研究,就此本文对栗属植物遗传多样性、分子标记辅助育种和功能蛋白纯化和有关基因克隆等几方面的研究进展进行了总结,希望能位同行提供参考。     

小叶杨胆碱单氧化物酶(CMO)基因的克隆与转化杂种落叶松及表达

甜菜碱是在生物界广泛存在的一类细胞相容性物质,它不仅能使细胞在干旱等胁迫条件下与环境保持渗透平衡,而且还具有稳定复杂蛋白质高级结构的能力。胆碱单氧化酶(CMO)在植物体中是催化胆碱转变为甜菜碱的关键酶,单独转化CMO基因的转基因植物可以完成甜菜碱的合成,起到抗盐、耐旱的作用。小叶杨是我国特有乡土树种,具有抗旱、耐瘠薄、适应性广、生长优良、寿命长等特性,在荒沙及黄土高原区均能生长。本研究以小叶杨为材料构建了干旱胁迫和正常生长条件下的cDNA文库,以特异性引物从中扩增出一条1269bp大小的DNA片段,经序列分析证实该片段编码胆碱单氧化物酶(CMO);将该片段构建入植物表达载体pBI121中,在落叶松杂交育种中利用花粉管通道法将带有该CMO基因的植物表达质粒转入杂种落叶松,收获球果取出种子,提取转化种子发芽长出幼芽的DNA,特异性PCR扩增和Southern、WesternBlotting检测证实落叶松中CMO基因的插入。因此,我们不仅克隆得到了小叶杨编码胆碱单氧化物酶(CMO)的基因,还将其导入杂种落叶松,得到CMO超重表达的转基因杂种落叶松。     

苜蓿中草酸含量的测定及煮制对其含量影响研究

紫花苜蓿营养丰富,越来越受到大家的青睐,但苜蓿中的草酸会对人体健康产生间接影响.本文通过对比实验研究了煮制对苜蓿中草酸含量的影响情况.结果显示:新鲜苜蓿中含有一定量的草酸,但煮制后能去除约75％的草酸,故水煮苜蓿是有效去除草酸并保留营养成分的首选方法.     

镉在厚皮甜瓜植株中的分布及低积累品种筛选

为了研究镉在厚皮甜瓜植株体内的分布规律,筛选适合中度以下重金属污染区种植的甜瓜品种,通过大田镉污染土壤栽培,对厚皮甜瓜不同部位的镉含量和果实品质进行分析.结果表明,参试的10个不同类型的厚皮甜瓜果实镉质量分数均低于GB 2762—2017(食品安全国家标准食品)中污染物限量规定的镉质量分数0.05 mg·kg-1,其中...     

Evaluation of Caspase-3 and Ki-67 expression in squamous cell hyperplasia of the stomach induced by Platycodi radix water extract in Sprague–Dawley rats

Platycodi radix is widely used in traditional herbal medicine for the treatment of bronchitis, asthma, pulmonary tuberculosis, hypertension, hyperlipidemia, and diabetes. This study aimed to investigate cell proliferation (Ki-67) and apoptosis (Caspase-3) potential in squamous cell hyperplasia of the stomach induced by a Platycodi radix water extract in a subchronic toxicity study. One hundred formalin-fixed, paraffin-embedded stomach tissues of rats treated with Platycodi radix at doses of 0, 500, 1,000, and 3,000 mg/kg body weight/day were used for the analysis. They were conventionally stained using hematoxylin and eosin (H&E) and immunohistochemically (IHC) stained using caspase-3 and Ki-67 antibodies. The incidence of squamous cell hyperplasia was significantly increased in the 3,000 mg/kg b.w./day treatment group in both sexes (p<0.01). However, the hyperplastic change was completely repaired after 4 weeks of recovery period. Ki-67 expression was similar in all groups, with no statistically significant differences among the groups. Caspase-3 expression was significantly increased in both sexes in the 3,000 mg/kg b.w./day treatment group (p<0.01), compared with the vehicle control groups, and then reduced to normal levels in the recovery groups in both sexes. In conclusion, this study showed that squamous cell hyperplasia induced by the Platycodi radix water extract in the limiting ridge of the stomach is not considered to be abnormal proliferative change; as a result, squamous cell hyperplasia is considered to be a non-adverse effect when induced by the oral administration of the Platycodi radix water extract once daily for 13 weeks in rats.     

四川省农村人居环境质量时空演化特征与驱动因素

农村人居环境是乡村地区的短板之一,也是乡村振兴的重要建设内容,探究农村人居环境质量的时空演化特征与驱动因素,可为科学有序推进农村人居环境整治提供理论支撑。本研究以四川省为例,系统梳理了四川省农村人居环境政策,并基于统计年鉴和政府公报数据,运用ArcGIS及地理探测器等工具,探究农村人居环境质量时空演化特征以及驱动因素。结果表明：2005—2019年四川省农村人居环境质量逐渐向好,评价分数由0.260上升到0.917,各市（州）间存在显著的地域差异,呈现东高西低的空间格局;农村人居环境质量变化由社会经济子环境单一驱动转变为社会经济与居住支持环境协同驱动;人均生活消费支出、人均可支配收入、生活污水处理率、乡（镇）拥有卫生院数量、乡（镇）拥有文化站数量是影响农村人居环境质量的主导因素。未来,四川省农村人居环境整治应加强公共资源投入及公共服务建设,尤其应注重偏远地区的农村人居环境提升。     

鄂伦春旗耕地土壤有机质含量的时空变化趋势及其与大豆产量的关系

为全面分析鄂伦春旗土壤有机质含量随着时间推移发生的变化及在空间上的分布情况,比较该区域不同土壤类型有机质含量的差异,探讨土壤有机质和全氮含量之间的关系,对2008-2014年在鄂伦春旗域内均匀采集的7722个耕地土壤样品进行土壤类型判别及有机质、全氮含量测定,并与1986年全国第二次土壤普查数据进行对比,同时通过盆栽试...     

Actinomycin X2, an Antimicrobial Depsipeptide from Marine-Derived Streptomyces cyaneofuscatus Applied as a Good Natural Dye for Silk Fabric

Actinomycins as clinical medicine have been extensively studied, while few investigations were conducted to discover the feasibility of actinomycins as antimicrobial natural dye contributing to the medical value of the functional fabrics. This study was focused on the application of actinomycin X2 (Ac.X2), a peptide pigment cultured from marine-derived Streptomyces cyaneofuscatus, in the dyeing and finishing of silk fabric. The dyeing potential of Ac.X2 with silk vs. cotton fabrics was assessed. As a result, the silk fabric exhibited greater uptake and color fastness with Ac.X2. Through Fourier transform infrared spectroscopy (FT-IR), scanning electron microscopy (SEM), and X-ray diffraction (XRD) analyses, some changes of chemical property for the dyed fabric and Ac.X2 were studied. The silk fabric dyed with Ac.X2 exhibited good UV protection ability. The antibacterial properties of dyed and finished silk were also evaluated, which exhibited over 90% antibacterial activity even after 20 washing cycles. In addition, the brine shrimp assay was conducted to evaluate the general toxicity of the tested fabric, and the results indicated that the dyed silk fabrics had a good biological safety property.