为解决构建知识图谱过程中由于上下文环境复杂、现有模型字向量语义表征相对单一导致领域专业实体识别率低的问题,该研究提出了来自转换器的双向编码器表征量(bi-directional encoder representation from transformer, BERT)和残差结构(residual structure, RS)融合的命名实体识别模型(bert based named entity recognition with residual structure,BBNER-RS)。通过BERT模型将文本映射为字符向量,利用双向长短时记忆网络(bi-directional long-short term memory, BiLSTM)提取局部字符向量特征,并采用RS保留BERT提供的全局字符向量特征,以提高字向量的语义丰富度,最后通过条件随机场(conditional random field, CRF)模型对特征向量解码,获取全局最优序列标注。与其他命名实体识别模型相比,提出的BBNER-MRS模型在葡萄数据集上表现较好,在葡萄人民日报、玻森、简历和微博数据集上F1值分别达到89... 相似文献
1. To identify the origin of table eggs more accurately, a method based on hyperspectral imaging technology was studied.
2. The hyperspectral data of 200 samples of intensive and extensive eggs were collected. Standard normalised variables combined with a Savitzky–Golay were used to eliminate noise, then stepwise regression (SWR) was used for feature selection. Grid search algorithm (GS), genetic search algorithm (GA), particle swarm optimisation algorithm (PSO) and cuckoo search algorithm (CS) were applied by support vector machine (SVM) methods to establish an SVM identification model with the optimal parameters. The full spectrum data and the data after feature selection were the input of the model, while egg category was the output.
3. The SWR–CS–SVM model performed better than the other models, including SWR–GS–SVM, SWR–GA–SVM, SWR–PSO–SVM and others based on full spectral data. The training and test classification accuracy of the SWR–CS–SVM model were respectively 99.3% and 96%.
4. SWR–CS–SVM proved effective for identifying egg varieties and could also be useful for the non-destructive identification of other types of egg. 相似文献
To establish the sublethal concentrations domain, acute and chronic oral tests were conducted on caged honeybee workers (Apis mellifera L) using imidacloprid and a metabolite, 5-OH-imidacloprid, under laboratory conditions. The latter showed a 48-h oral LD50 value (153 ng per bee) five times higher than that of imidacloprid (30 ng per bee). Chronic feeding tests indicated that the lowest observed effect concentrations (LOEC) of imidacloprid and of 5-OH-imidacloprid on mortality of winter bees were 24 and 120 microg kg(-1) respectively. Behavioural effects of imidacloprid and 5-OH-imidacloprid were studied using the olfactory conditioning of proboscis extension response at two periods of the year. Winter bees surviving chronic treatment with imidacloprid and 5-OH-imidacloprid had reduced learning performances. The LOEC of imidacloprid was lower in summer bees (12 microg kg(-1)) than in winter bees (48 microg kg(-1)), which points to a greater sensitivity of honeybees behaviour in summer bees, compared to winter bees. 相似文献