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1.
基于部首嵌入和注意力机制的病虫害命名实体识别 总被引:1,自引:0,他引:1
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24715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F1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F1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F1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。 相似文献
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为解决北方寒地传统搅浆平地耕作模式造成稻田泡田灌溉水量大和肥料利用效率低等问题,于2018—2019年以稻田水整地环节振捣提浆机与侧深施肥机为材料,采用2种耕整地模式和2种施肥模式的正交试验设计:搅浆平地耕整地模式(WPF)、振捣提浆耕整地模式(VEP)、基肥撒施模式(CFA)和侧深施肥模式(SDF),分析振捣提浆+侧深施肥技术模式对泡田期灌水量、干物质积累量、产量指标、肥料利用率及经济效益的影响。结果表明:与常规搅浆平地耕整地+基肥撒施(WPF+CFA)相比,搅浆平地耕整地+侧深施肥(WPF+SDF)、振捣提浆耕整地+基肥撒施(VEP+CFA)和振捣提浆耕整地+侧深施肥(VEP+SDF)3种技术模式对水稻泡田灌溉量、产量性状、肥料利用效率和经济效益均产生显著的影响,以VEP+SDF增幅最大,WPF+SDF次之,VEP+CFA最小。与WPF+CFA相比,VEP+SDF模式能显著提高肥水效率,节约泡田灌溉水11.4%,减少肥料施用量10%,产量和经济效益分别提高7.3%和1628.7元/hm2。本研究表明,VEP+SDF模式显著改善肥水利用效率,提高植株产量和经济效益,是北方寒地水稻较为理想的机械化整地施肥技术模式。 相似文献
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许添元 《安徽农业大学学报》2016,(3):77-81
企业未办理营业执照就进行生产,工人工作时受伤,本应按照《工伤保险条例》进行赔偿,适用无过错原则。然而,一些基层法院认为,双方形成了个人之间的劳务关系,应按《侵权责任法》的规定,适用过错相抵原则,这严重损害了劳动者的合法权益。劳动关系与劳务关系相比较,劳动关系具有产业性、劳动者的从属性、生产的组织性和期限的长期性等特征。通过对劳动关系内涵的分析,有助于我们正确处理案件,就不会错误地将本是劳动关系的案件认定为双方存在劳务关系,也不会将工伤案件按劳务关系处理。 相似文献
5.
Seed yield is a major breeding target in tetraploid red clover. We investigated if marker‐assisted parentage analysis can identify progeny plants with two high seed‐yielding parents in tetraploid red clover and if this technique is more advantageous than traditional half‐sib selection. Parentage analysis was successfully performed on the progeny from the 10% highest seed‐yielding genotypes from a second‐cycle family selection trial: 16.0% of progeny were identified with a high seed‐yielding father. However, progeny plants with two high seed‐yielding parents did not produce more seeds than traditionally selected progeny (27.3 g vs. 30.7 g/plant, respectively). The 10% highest seed‐yielding genotypes displayed on average 2% self‐fertilization. Four genotypes were self‐fertile with individual selfing rates up to 20%. Our results discourage the use of marker‐assisted parentage analysis to improve seed yield in tetraploid red clover when the material has been preselected for seed yield. Breeders should be aware that intensive selection for seed yield in tetraploid red clover may inadvertently lead to selection for increased self‐fertility, which may increase inbreeding in the long term. 相似文献
6.
Ariana M. Cachi Ana Wünsch Antoni Vilanova Merce Guàrdia Marta Ciordia Neus Aletà 《Plant Breeding》2017,136(1):126-131
Prunus avium is primarily cultivated for its fruit, sweet cherries. However, it is also used to produce high‐quality timber. In a P. avium seed orchard, gametophytic self‐incompatibility is a restriction for free pollen flow and should be considered when establishing basic forest materials. In this study, S‐locus diversity and cross‐incompatibility of wild cherry individuals in clonal banks established for breeding for timber production were investigated. Wild cherry trees (140) with outstanding forest growth habit, collected in northern Spain, grafted and planted in two clonal banks, were genotyped at the S‐locus. The self‐incompatibility S‐locus genes, S‐RNase and SFB, were analysed by PCR. Twenty‐two S‐haplotypes, resulting in 72 different S‐genotypes, were identified. The genotypes were grouped into 33 incompatibility groups and 39 unique genotypes. This initial S‐locus analysis revealed large genetic diversity of wild cherry trees from the Spanish northern deciduous forest, and provides useful information for seed orchard design. Wild P. avium displays significantly more genetic diversity than what is detected in local cultivars, revealing a narrowing of genetic diversity during local domestication. 相似文献
7.
美国军事司法禁止强制性自证其罪规则,与"米兰达规则"有着本质区别。尽管二者在法源上相同,但建立的规则不同。美国军事司法禁止强制性自证其罪规则确立了禁止刑讯逼供原则、预先告知原则和非法证据排除规则,但虐囚事件充分暴露了美国军事司法禁止强制性自证其罪规则的本质。 相似文献
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Aimed at soving the problem existing in the knowledge-acquisition directing-operation expert systems, a new method is proposed to acquire knowledge of expert-operation, excluding errors existed in examples and reinforce the accuracy of examples,the goal of knowledge acquisition can be achieved, the method presented in this paper solves the problem of self-enhancement of expert knowledge on line efficiently. 相似文献
10.
In system controlled,Sampling these parameters and with parameters for controller in time, it is an object to adaptive control. The article presents a scheme that the structure parameters on it's model and model parameters is robust identified by on line, while to optimal of algorithm on adaptive control is fulfilled. In control scheme, method of intelligent identifying to the structure parameters(levels of model) and algorithm of robust pole placement are introduced also It is advancer for already mentioned scheme. Whole scheme presents new model on adaptive control. 相似文献