基于SDAE-BP的联合收割机作业故障监测

为了解决联合收割机作业故障的非线性特征信号难以提取的问题,该研究提出了一种基于堆叠去噪自动编码器(Stack Denoising Auto Encoder, SDAE)和BP神经网络(Back Propagation,BP)融合的联合收割机作业故障监测及诊断的方法(SDAE-BP)。以转速传感器采集联合收割机脱粒滚筒转速、籽粒搅龙转速、喂入搅龙转速、杂余搅龙转速、风机转速、输送链耙转速、割刀频率以及逐稿器振动频率,并将采集的数据集作为系统的输入。利用SDAE提取输入信号的深层次特征,并由BP神经网络辨识收割机作业状态,实现联合收割机故障监测。在SDAE-BP模型训练过程中,去噪自动编码器(Denoising Auto Encode, DAE)依次经带有不同分布中心噪声的原始数据进行训练,然后将其堆叠,并通过误差反向传播算法对模型参数进行优化,以提升模型识别故障性能和泛化能力。试验结果表明,对于2018年联合收割机田间试验数据,模型的故障诊断准确率达到99.00%,与SDAE和BP神经网络相比,分别提高了1.5和4.5个百分点。将SDAE-BP故障诊断模型用2019年的试验数据进行更新,并用2018年和2019年试验数据进行测试,结果表明,更新后的模型对2018年试验数据的故障识别准确率为99.25%,对2019年试验数据的故障识别准确率为98.74%,更新后模型在2019试验数据集上的故障识别准确率较未更新模型提高了6.52个百分点。该文所建模型能够准确识别联合收割机的故障类型,且具有较好的鲁棒性,对旋转型机械故障监测及预警具有参考价值。     

基于改进极限学习机的水体溶解氧预测方法

为了有效地指导水产养殖生产，提高溶解氧浓度预测的精度，提出了基于因子筛选和改进极限学习机（Extreme Learning Machine，ELM）的水产养殖溶解氧预测模型。首先，利用皮尔森相关系数法计算各影响因子与溶解氧浓度间的相关系数，提取强关联因子，降低预测模型的输入量维度；采用偏最小二乘算法（Partial Least Square, PLS）优化传统ELM神经网络，避免网络中隐含层共线性问题，保障输出权值的稳定性；然后，结合新型激活函数，构建水体溶解氧浓度预测模型。最后，将SPLS-ELM（Selection Based Partial Least Square Optimized Extreme Learning Machine）预测模型应用到江苏省无锡市南泉基地某试验池塘的水体溶解氧预测中。试验结果表明：该模型的预测均方根误差为0.3232，与最小二乘支持向量机（Least Square Support Vector Machine，LSSVM）、BP神经网络、粒子群（Particle Swarm Optimization，PSO）优化LSSVM和遗传算法（Genetic Algorithm, GA）优化BP神经网络相比分别降低40.98%、44.48%、34.73%和44.18%。且该模型的运行时间仅0.6231s，预测精度和运行效率明显优于其他模型。该模型的溶解氧预测曲线接近真实溶解氧变化曲线，能够满足水产养殖实际生产对水体溶解氧预测的要求。     

一种改进深度卷积神经网络的海岛识别方法

受不规律潮汐的影响,现有的海岛地物类别自动识别方法存在精度低和时效性差等问题,通过改进深度卷积神经网络提出了一种基于遥感影像的海岛快速识别方法:(1)在深度卷积神经网络的卷积层中增设1×1的卷积核作为瓶颈单元,对多波段的遥感影像进行降维;(2)在池化层引入了重采样方法,基于灰度值对海量的遥感影像进行特征压缩。以300景Landsat-8遥感影像为源数据,分别采用CNN、RCNN和本文改进的深度卷积神经网络对遥感影像中的海岛进行识别,实验结果表明:(1)改进的深度卷积神经网络降低了海岛识别的计算耗时,其计算耗时仅为CNN的4.56%和RCNN的5.60%;(2)改进的深度卷积神经网络较CNN和RCNN提高了海岛识别的精度,识别精度分别为96.0%、93.3%和95.0%。结果说明,改进的深度卷积神经网络适用于面向遥感影像的海岛自动识别。     

辽东地区林下人工猪苓繁殖与栽培可行性分析

介绍了猪苓的药理作用以及人工栽培猪苓的方法。     

基于氨基酸分子中侧链基极性性质的DNA序列分类(英文)

从DNA序列片段个案中密码子分布密度角度出发,提取出DNA序列片段的特征,基于氨基酸分子中侧链基极性性质把氨基酸分成5大类,计算5大类出现的频率,这种考虑生物意义的特征提取方法不仅考虑碱基的含量,还在一定程度上考虑碱基的排列顺序,应用层次聚类分析方法和BP神经网络法对DNA序列片段进行分类。结果表明,2类算法分类结果精度较高,且一致性也较高。说明这种特征提取法比传统的单纯考虑碱基的特征提取法效果更优。     

Genotyping,pedigree reconstruction and endocrinological characterization of Acipenser naccarii (Bonaparte, 1836) using microsatellite markers and plasma steroid levels

This study aimed to set up a method for the long‐term management of Adriatic sturgeon, through the analysis of sex steroids and the genetic profiling of individuals in order to maximize the already reduced genetic variability of this species. Ten A. naccarii adults (nine of captive origin, one captured in the Ticino river and then moved into captivity) and eight subadults located in a semi‐natural land‐locked pond in Abbiategrasso (Milan, Italy) were analysed. Plasma testosterone differed significantly in the eight analysed subadults allowing their differentiation into two groups: the first group with an average testosterone concentration of 5.42 ± 1.31 ng/ml (probably female) and the second group with an average of 423.14 ± 75.97 ng/ml (probably male), as subsequently confirmed by artificial stripping. The plasma testosterone level was also significantly different between adult males and females (371.37 ± 43.58 vs. 95.34 ± 51.10 ng/ml), while the E2 levels showed no significant differences. Animals were genotyped on the basis of 10 microsatellite loci and their parental relationships were defined: four adults, two females and two males, generated the eight subadults. On the basis of pedigree analyses and genetic distances, 15 unrelated couples were identified for the future breeding seasons. Finally, the adult female captured in the Ticino River showed an interesting genetic profile, widely different from all of the other 17 specimens analysed, and represents a valuable source of genetic diversity.     

人工饲养条件下喜马拉雅旱獭血脂和血液流变学指标测定

测定人工饲养条件下喜马拉雅旱獭血脂及血液流变学指标,并对雌雄个体间及与野生状态下喜马拉雅旱獭相关指标进行比较。结果表明:人工饲养喜马拉雅旱獭雌、雄性个体全血黏度(ηa)、全血还原黏度(ηn)、红细胞压积(HCT)、红细胞刚性指数(IR)及血沉方程K值(KESR)差异均不显著(P0.05);野生状态与人工饲养条件下的旱獭血液流变学和血脂水平比较显示,野生成体旱獭血浆黏度(ηp)、红细胞沉降率(ESR)、全血还原黏度(ηn)、红细胞电泳指数(ES)、胆固醇水平(CHOL)、甘油三酯(TG)水平均显著高于人工条件下驯养旱獭的指标(p0.01)。以上数据的获得将为喜马拉雅旱獭作为实验动物进行应用开发提供基础资料。     

纵条纹炭角菌的研究进展

纵条纹炭角菌具有镇静、催眠等药用价值,已实现工厂化、规模化栽培。为探究纵条纹炭角菌的研究进展,对其分类学地位、生物学特性、人工培养、化学成分和生理活性等方面的文献进行综述,并提出未来研究的方向和应用前景。     

Timed Artificial Insemination by Combining Estrous Behavior Observation With Deslorelin Treatment in Jennies

The purpose of this study was to determine the optimal time for ovulation induction and artificial insemination (AI) based on the relationship between estrous behavior and ovulation in jennies. Thirty-two jennies were teased by one jackass for 1 hour per day during 46 days and estrous behaviors were recorded, while the follicular development and ovulation was examined by ultrasound. Furthermore, another 31 jennies were teased by one jackass as the teasing group (group T), which were injected with Deslorelin at 2 and 4 days after the onset of estrus, and AI was performed at 8 hours after each injection. Moreover, Ultrasound was performed on the follicle development of 23 jennies as the ultrasonography group (group U). Injection with Deslorelin when the follicle diameter ≥ 30 mm, and AI was performed at 8 hours later. The results showed that mouth clapping was the specific estrous behavior of jennies and indicated the beginning of estrus. The mean time for jennies to develop dominant follicles (≥30 mm) after the onset of estrus was 3.5 ± 1.3 days, and the mean time between the onset of estrus and ovulation was 5.1 ± 1.5 days. Estrous behaviors ended 0.5 ± 1.2 days after ovulation. After AI, there were no significant differences in ovulation (96.8% vs. 91.3%) and conception rates (40.0% vs. 38.1%) between group T and U. The optimal breeding time of jennies can be determined by jackass teasing and hastening ovulation by Deslorelin injection.     

陕北黄土高原植被恢复对土壤理化性状的影响

为了解陕北黄土高原不同植被恢复类型对土壤理化性状的影响及其季节变化,采用完全随机设计,以陕北黄土高原恢复19年的杏树林、沙棘林、油松林和刺槐林为研究对象,以耕作相同年限农田为对照,分析不同植被恢复类型、土层和季节对土壤有机质、碱解氮、速效磷、速效钾、pH以及电导率的影响。结果表明,土壤有机质、速效磷和速效钾在不同人工林地间达到显著差异水平,人工林地土壤养分含量均高于玉米农地,杏树林和沙棘林相对较高,刺槐林相对较低。碱解氮、pH和电导率在不同人工林地间没有达到显著差异水平。随着土层加深,土壤有机质、碱解氮、速效磷和速效钾显著降低,pH和电导率土层间变化规律不一致。土壤有机质、碱解氮、速效钾和电导率在夏季和春季较高,土壤速效磷和pH在冬季和秋季较高。0~20 cm土层,有机质与碱解氮和速效钾均达到显著正相关水平;20~40 cm土层,土壤有机质与电导率呈显著正相关关系,速效磷与速效钾呈显著负相关;速效钾和电导率在各土层间均达到显著正相关水平,pH与电导率在各土层间均呈显著负相关关系。植被恢复显著提高了土壤养分,杏树林和沙棘林富集土壤养分能力优于油松林和刺槐林。