基于迁移学习的GoogLeNet果园病虫害识别与分级

为提高果树病虫害危害程度分级精度进而更好地指导果园病虫害防治，采用迁移学习技术与GoogLeNet模型相结合的方法，对6种果园作物的25类病虫害样本进行识别与危害程度分级研究；同时，探究不同数据集大小以及不同优化算法对模型性能的影响；基于MATLAB平台设计了一款可视化的病虫害识别与分级系统。结果表明:1)基于迁移学习的GoogLeNet模型，对病虫害识别精度可达99.35%，危害程度分级精度可达92.78%；2)在相同训练参数下，本研究模型比AlexNet、VGG-16、ResNet-18、SqueezeNet、原GoogLeNet及MobileNet-v2模型验证精度提高了2.38%~11.44%，并且收敛速度最快；3)本研究模型识别精度随着数据集的增大而提高；在3种优化算法中SGDM算法耗时最短且精度最高，更适合本研究模型。通过拍摄果树叶片病害区域图像，本研究设计的系统能够在0.43 s左右准确识别出果树种类、病害类型以及危害等级等信息。     

不同谷子品种氮素吸收与利用差异的研究

通过盆栽试验和大田栽培试验相结合的方法,对赤峰主栽谷子品种在低氮胁迫下氮素吸收及利用效率的差异进行了系统研究.盆栽试验结果表明:赤谷6号、赤谷8号、赤谷9号低氮胁迫下根长较施氮处理显著增长;赤谷5号、赤谷6号、赤谷9号耐低氮胁迫能力较强;赤谷10号氮利用率最为稳定;赤谷5号、赤谷6号耐低氮指数大.赤谷5号在农艺性状和氮累积量及耐低氮指数均表现出较好的耐低氮胁迫能力.大田栽培试验表明:赤谷6号和赤谷8号耐低氮胁迫能力较强.谷子出苗至抽穗期受低氮胁迫的影响较抽穗至成熟期更为敏感.谷子全生育期中,低氮胁迫对拔节期株高的影响较大;抽穗期、灌浆期、成熟期的干物质累积量对低氮胁迫影响较大.穗部相关农艺性状较其他农艺性状而言较易受到低氮胁迫影响.穗部性状中,穗长相对于其他性状对低氮胁迫影响较为迟钝,其他性状较为敏感;对低氮胁迫敏感的指标可作为谷子耐低氮能力评价指标.综合盆栽试验与大田栽培试验结果表明,赤谷5号、赤谷6号、赤谷8号这3个品种耐低氮能力强,适于在赤峰地区相对贫瘠的土壤种植.     

程序性细胞死亡因子10抑制Ⅰ型干扰素表达并促进FMDV复制

旨在探究宿主蛋白程序性细胞死亡因子10（programmed cell death factor 10，PDCD10）通过抑制Ⅰ型干扰素表达进而促进口蹄疫病毒（foot-and-mouth disease virus，FMDV）的复制。首先，本研究验证了过表达和沉默PDCD10对FMDV复制的影响，接着利用双荧光素酶报告系统探究PDCD10对Ⅰ型干扰素信号通路活化的影响，最后，利用实时荧光定量PCR探究PDCD10对Ⅰ型干扰素通路下游刺激基因（IFN-stimulated genes，ISGs）转录的影响。结果表明，过表达PDCD10显著促进FMDV的复制，沉默PDCD10显著抑制FMDV的复制。与对照相比，过表达PDCD10后感染仙台病毒（Sendai virus，SeV）的细胞培养液上清液显著促进FMDV复制，进一步，PDCD10显著抑制SeV诱导的IFN-β启动子以及NF-κB的激活且呈剂量依赖性，并且PDCD10负调控Ⅰ型干扰素通路信号分子转录，最后还发现PDCD10负调控Ⅰ型干扰素下游ISGs转录。本研究结果为深入探究PDCD10在抗病毒天然免疫中的作用积累了资料。     

不同阶段猪用颗粒饲料物理性能的对比分析

对某饲料厂不同阶段猪用4种颗粒饲料的物理性能包括直径、长度、硬度、容重、含粉率和耐久性指数（Pellet Durability Index, PDI）等进行测定,对结果进行归类总结并采用统计学的方法参照有关标准进行分析。结果表明,4种颗粒饲料直径在2.87~3.94 mm之间,母猪料直径最大,小猪料最小,两两之间差异显著（P<0.05）,而且随着猪只年龄的增加,颗粒饲料的直径呈递增趋势。颗粒长度在8.62~11.94 mm之间,以大猪料最长,小猪料最短,长径比偏高。颗粒硬度在3.86~6.47 kg之间,以大猪料最大,小猪料最小,中小猪料显著低于大猪料和母猪料（P<0.05）,只有小猪料符合有关要求。颗粒容重在576.7~614.6 g/L之间,母猪料最大,小猪料最小,两两之间差异显著（P<0.05）,与直径呈相同的增减趋势。含粉率以小猪料最大,且只有小猪料与大猪料之间差异显著（P<0.05）。颗粒PDI以大猪料最大,小猪料最小,各阶段猪料的含粉率和PDI均符合有关要求。建议饲料厂家注重颗粒饲料物理性能指标的控制,调整饲料配方和工艺参数,不断改进颗粒饲料的质量。     

不同填充颗粒半径水稻种子离散元模型参数标定

气固两相流耦合仿真被广泛运用在气力式排种器工作过程的研究中，因确定性颗粒轨道数值计算模型的需求，种子多采用颗粒聚合的方法建模，该方法采用的填充球颗粒半径越小、数量越多就越能接近种子的真实形态，但会造成仿真计算资源过度消耗、仿真时间增长。为研究不同填充球半径的水稻种子模型对颗粒间的动力学响应特性的影响，寻找种子模型最佳的填充球颗粒数量，本文以水稻种子为研究对象，借助三维扫描与逆向拟合的方法获取种子外形轮廓，分别采用不同半径（0.30、0.21、0.18、0.16、0.15mm）的球颗粒对其进行填充，形成气固耦合的水稻颗粒粘结聚合模型。采用无底圆筒提升、滑落堆积的真实试验与仿真测定，采用曲面响应法，以休止角为指标，标定出不同填充球颗粒半径种子模型的种间静摩擦因数和动摩擦因数；通过圆筒提升和滑落堆积试验对参数进行验证，以仿真试验休止角的变异系数为指标，结果表明随着填充球半径的减小，仿真结果越接近真实值；通过水稻正压式排种器气固两相流耦合仿真进行验证，以充种率为指标，结果表明填充颗粒半径为0.21mm，仿真时长与仿真精度最优。     

新疆机采棉花实现叶片快速脱落需要的温度条件

随着机采棉的快速推进,籽棉含杂率过高导致清理工序过多及纤维不必要的损伤。新疆棉区棉花生长后期的热量资源有限,如何合理喷施脱叶催熟剂是改善原棉品质的关键技术措施。本研究采用分期喷施脱叶催熟剂的方式,探讨了温度变化对棉花叶片脱落率的影响及实现棉花叶片快速脱落需要的温度条件。结果表明,在喷施脱叶催熟剂后(7.0±1.0)d内,棉花叶片脱落率最高,达55%～79%,且与最高温度和每日≥12°C有效积温呈显著的线性关系。若要在喷施脱叶催熟剂后(7.0±1.0)d内实现55%的叶片脱落率,则应满足该时间段最高温度大于27.2°C、每日≥12°C有效积温大于7.0°C·日的要求。因此,喷施脱叶催熟剂后(7.0±1.0) d内是实现良好脱叶效果的关键时间段,期间的最高温度和每日≥12°C有效积温则是影响的关键因素。     

越夏茬春大棚网纹甜瓜品种比较试验

为筛选出适宜在北京种植的越夏茬春大棚优质网纹甜瓜品种,选取6个品种的网纹甜瓜为试验材料,记录其田间长势及果实品质的相关数据并进行比较分析。结果表明:6个参试品种田间长势及果实品质均有显著差异,其中柏格的心糖、边糖最高,分别为15.57%、11.27%,果肉较厚,达到3.73 cm,果实品质最优秀。综合看来,柏格可进一步在北京地区越夏茬春大棚进一步推广栽培。     

Sulodexide protects against hyperglycemia-induced retinal vascular injury via suppressing NOX4/NLRP3 pathway

AIM To investigate the effect of sulodexide (SDX) on high glucose-induced damage in retinal microvascular endothelial cells. METHODS (1) High-fat diet combined with intraperitoneal injection of streptozocin were used to induce type 2 diabetes mellitus (DM) followed by injection of saline or SDX in C57BL/6J male mice. Retinal microvascular leakage and density, and the protein levels of NLRP3 inflammasome-related proteins, zonula occludens-1 (ZO-1) and NADPH oxidase 4 (NOX4) were measured. (2) Human retinal microvascular endothelial cells (HRMECs) were treated with normal glucose or high glucose with or without SDX, and were further transfected with siRNA to knock down NOX4, or infected by adenovirus to over-express NOX4. The protein levels of ZO-1, VE-cadherin (VE-Cad), NOX4 and NLRP3 inflammasome-related proteins as well as the level of reactive oxygen species (ROS) were detected. RESULTS Treatment with SDX increased the protein level of ZO-1, attenuated retinal leakage and NLRP3 inflammasome activation, and enhanced the density of microvasculature and the number of ganglion cells in diabetic retinas. The protein levels of ZO-1 and VE-Cad were decreased, while the levels of NOX4, NLRP3 inflammasome-related proteins and ROS generation were increased in high glucose-treated HRMECs. Silencing of NOX4 inhibited high glucose-induced increases in NLRP3 inflammasome and ROS generation, and decreases in the protein levels of ZO-1 and VE-Cad. Over-expression of NOX4 significantly increased the levels of NLRP3 inflammasome-related proteins and ROS generation in HRMECs, and reduced the protein levels of ZO-1 and VE-Cad. Treatment with SDX partly reversed NOX4 over-expression-induced changes. CONCLUSION SDX alleviates hyperglycemia-induced retinal microvascular endothelial injury via inhibiting NOX4/ROS/NLRP3 pathways.     

Effects of cardiac contractility modulation on ventricular electrical remodeling in rabbits with chronic heart failure

AIM: To investigate the effects of cardiac contractility modulation (CCM) on ventricular electrical remodeling in a rabbit model of chronic heart failure. METHODS: The rabbits were divided into sham group, heart failure(HF) group and HF+ CCM group. The rabbit model of chronic heart failure was established by ligating the ascending aortic root. Then electrical stimulations during the absolute refractory period were delivered lasting 6 h everyday for 4 weeks in rabbits of HF+ CCM group. The QTc and ventricular effective refrective period (VERP) were recorded. The protein and mRNA levels of Kv1.4, Kv4.3 and connexin 43 (Cx43) were determined by Western blot and RT-qPCR. RESULTS: Compared with sham group, QTc were significantly prolonged in HF rabbits at week 12 (P<0.05). CCM therapy shortened QTc of rabbits with heart failure at week 16 (P<0.05). Compared with sham group, VERP significantly increased in HF group and HF+ CCM group, while CCM therapy shortened VERP of rabbits with heart failure at week 16 (P<0.05). Compared with sham group, the mRNA and protein levels of Kv1.4, Kv4.3 and Cx43 were decreased in HF group and HF+ CCM group (P<0.05). However, CCM therapy restored the mRNA and protein levels of Kv1.4, Kv4.3 and Cx43 of rabbits with heart failure (P<0.05). CONCLUSION: CCM suppresses ventricular electrical remodeling in heart failure and the underlying mechanism may be associated with increasing Kv1.4, Kv4.3 and Cx43 expression.