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。     

虎皮黄兔主要肉用性能评定及其估（预）测

以３５只虎皮黄免为材料，对其增重、屠宰率及肉品品质等性状进行评定，利用通径分析法研究主要向用性状间的相关关系及其估（预）测．结果表明，１～３月龄平均日增重为２２．５９ｇ；３月龄宰前活重为１８９５ｇ；屠宰率为５２％；背最长肌水分含量为７５％，ｐＨ２为５．７，脂肪含量为２．０１％，失水率为１５．９％．用体长、胸围估测体重，用体重、体长预测肌间脂肪含量和颜色深浅，用胸围和耳长预测失水率可获得较可靠的结果。     

乐都县森林防火之我见

森林火灾是森林最危险的敌人,也是林业最可怕的灾害,它会给森林带来最有害,具有毁灭性的后果,本文针对提出实质性的意见。     

社会主义核心价值观践行中党员干部责任倦怠及解决路径

随着党的群众路线教育实践活动的深入开展,社会主义核心价值观践行中党员干部的责任倦怠问题较为突出,主要表现在工作态度、工作效率、工作目的等多方面。培育党员干部责任意识应从重言行、知礼仪、讲品德、树信仰等方面下功夫,以艰苦奋斗、求真务实的精神克服责任倦怠,树立党员干部新形象。     

基于特征金字塔注意力与深度卷积网络的多目标生猪检测

在生猪饲养环境中,猪只黏连、杂物遮挡等给生猪个体多目标检测带来很大困难。该研究以猪圈群养生猪为研究对象,以视频帧为数据源,提出一种适用于生猪形体检测的特征金字塔注意力(FeaturePyramidAttention,FPA)与Tiny-YOLO相结合的模型FPA-Tiny-YOLO。该模型将注意力信息融入到特征提取过程,在不大幅增加计算量的前提下即可提升特征提取能力、提高检测精度。对8栏日龄20～105 d的45头生猪视频截取图像进行图像处理,获得标注图片4 102张,构建了4种深度FPA模块分别加入YOLOV3与Tiny-YOLO模型中。试验表明,深度为3的FPA模块(即FPA-3)的Tiny-YOLO模型在测试集上对群养生猪多目标检测的召回率Recall、F1与平均检测精度m AP指标值最佳,分别达到86.09%、91.47%和85.85%,比未引入FPA模块的Tiny-YOLO模型均有不同程度的提高。选用不同的IOU(Intersection Over Union)和score阈值超参数值对模型预测结果均有不同程度影响;将测试集图像按照是否黏连与遮挡划分4种场景来探究该模型的鲁棒性。试验表明,加入FPA-3模块后Tiny-YOLO的Recall、F1与m AP比Tiny-YOLO分别提升6.73、4.34和7.33个百分点,说明特征金字塔注意力信息有利于精确、有效地对不同场景群养生猪进行多目标检测。研究结果可为后续开展生猪身份识别和行为分析移动端应用提供参考。     

基于循环残差注意力的群养生猪实例分割

目的 在群养环境下，实现生猪粘连、杂物遮挡等不同条件下生猪个体的高精度分割。方法 对真实养殖场景下的8栏日龄20~105 d共45头群养生猪进行研究，以移动相机拍摄图像为数据源，并执行改变亮度、加入高斯噪声等数据增强操作获取标注图片3 834张。探究基于2个骨干网络ResNet50、ResNet101与2个任务网络Mask R-CNN、Cascade mask R-CNN交叉结合的多种模型，并将循环残差注意力(RRA)思想引入2个任务网络模型中，在不显著增加计算量的前提下提升模型特征提取能力、提高分割精度。结果 选用Mask R-CNN-ResNet50比Cascade mask R-CNN-ResNet50在AP_0.5、AP_0.75、AP_0.5-0.95和AP_{0.5-0.95-large}指标上分别提升4.3%、3.5%、2.2%和2.2%；加入不同数量的RRA模块以探究其对各个任务模型预测性能影响，试验表明加入2个RRA模块后对各个任务模型的提升效果最为明显。结论 加入2个RRA模块的Mask R-CNN-ResNet50模型可以更精确、有效地对不同场景群养生猪进行分割，为后续生猪身份识别与行为分析提供模型支撑。     

The effect of life history events on carcass merit and price of cull dairy cows

Cull dairy cows contribute almost 10% of national beef production in the United States. However, different factors throughout the life of dairy cows affect their weight and overall body condition as well as carcass traits, and consequently affect their market price. Therefore, the objectives of this study were: (1) to assess relationships between price ratio and carcass merit of cull dairy cows sold through several sites of an auction market and (2) to investigate the effect of animal life history events and live weight on sale barn price (BP) and price ratio (as a measure of relative price), as an indicator of carcass merit. Data from 4 dairy operations included 3,602 cull dairy cow records during the period of 2015 to 2019. Life history events data were collected from each dairy operation through Dairy Comp software; live weight and price were obtained periodically from the auction market, and the carcass data were provided by a local packing plant. Cow price in dollars per unit of live weight ($/cwt) and price ratio were the 2 outcome variables used in the analyses. Price ratio was created aiming to remove seasonality effects from BP (BP divided by the national average price for its respective month and year of sale). The association between price ratio and carcass merit traits was investigated using canonical correlation analysis, and the effect of life history events on both BP and price ratio was inferred using a multiple linear regression technique. More than 70% of the cows were culled in the first 3 lactations, with an average live weight of 701.5 kg, carcass weight of 325 kg, and dressing percentage of 46.3%. On average, cull cows were sold at $57.0/cwt during the period considered. The canonical correlation between price ratio and carcass merit traits was 0.76, indicating that price ratio reflected carcass merit of cull cows. Later lactations led to lower BP compared with cows culled during the first 2 lactations. Injury, and leg and feet problems negatively affected BP. Productive variables demonstrated that the greater milk production might lead to lower cow prices. A large variation between farms was also noted. In conclusion, price ratio was a good indicator of carcass merit of cull cows, and life history events significantly affected sale BP and carcass merit of cull cows sold through auction markets.     

常熟市新农村绿化现状及关注重点

阐述了江苏省常熟市农村绿化总量不足，分布不合理，绿化水平不高，建管机制滞后等现状，指出在新农村绿化建设中需重点关注的5个方面：注重城乡一体、注重树种选择、注重地方特色、注重经济效益、注重长效管理，旨在为新农村绿化建设提供有益参考。     

浅谈提高大学日语听力水平的策略

听力是日语学习的一个重要方面,影响学生听力的因素是多方面的。笔者主要从词汇量的积累、背景知识的掌握、泛读与精读相结合及如何克服不良心理因素,培养综合处理听力等几方面论述了提高大学生日语听力能力的对策。     

生态旅游景区注意力管理的探讨

介绍了国内外对"注意力"、"注意力管理"研究的现状.论述了注意力管理在生态旅游景区中应用的重要意义.生态旅游景区的注意力管理包涵经营者的注意力管理,对环境保护的注意力管理、员工的注意力管理、生态旅游者的注意力管理、当地居民的注意力管理等.