A Review of Hybrid Cyber Threats Modelling and Detection Using Artificial Intelligence in IIoT

The Industrial Internet of Things(IIoT)has brought numerous benefits,such as improved efficiency,smart analytics,and increased automation.However,it also exposes connected devices,users,applications,and data generated to cyber security threats that need to be addressed.This work investigates hybrid cyber threats(HCTs),which are now working on an entirely new level with the increasingly adopted IIoT.This work focuses on emerging methods to model,detect,and defend against hybrid cyber attacks using machine learning(ML)techniques.Specifically,a novel ML-based HCT modelling and analysis framework was proposed,in which L1 regularisation and Random Forest were used to cluster features and analyse the importance and impact of each feature in both individual threats and HCTs.A grey relation analysis-based model was employed to construct the correlation between IIoT components and different threats.

Aquaporin-4-IgG-seropositive neuromyelitis optica spectrum disorders:progress of experimental models based on disease pathogenesis

Neuromyelitis optica spectrum disorders are neuroinflammatory demyelinating disorders that lead to permanent visual loss and motor dysfunction.To date,no effective treatment exists as the exact causative mechanism remains unknown.Therefore,experimental models of neuromyelitis optica spectrum disorders are essential for exploring its pathogenesis and in screening for therapeutic targets.Since most patients with neuromyelitis optica spectrum disorders are seropositive for IgG autoantibodies against aquaporin-4,which is highly expressed on the membrane of astrocyte endfeet,most current experimental models are based on aquaporin-4-IgG that initially targets astrocytes.These experimental models have successfully simulated many pathological features of neuromyelitis optica spectrum disorders,such as aquaporin-4 loss,astrocytopathy,granulocyte and macrophage infiltration,complement activation,demyelination,and neuronal loss;however,they do not fully capture the pathological process of human neuromyelitis optica spectrum disorders.In this review,we summarize the currently known pathogenic mechanisms and the development of associated experimental models in vitro,ex vivo,and in vivo for neuromyelitis optica spectrum disorders,suggest potential pathogenic mechanisms for further investigation,and provide guidance on experimental model choices.In addition,this review summarizes the latest information on pathologies and therapies for neuromyelitis optica spectrum disorders based on experimental models of aquaporin-4-IgG-seropositive neuromyelitis optica spectrum disorders,offering further therapeutic targets and a theoretical basis for clinical trials.

Unraveling the relationship between histone methylation and nonalcoholic fatty liver disease

Non-alcoholic fatty liver disease(NAFLD)poses a significant health challenge in modern societies due to shifts in lifestyle and dietary habits.Its complexity stems from genetic predisposition,environmental influences,and metabolic factors.Epigenetic processes govern various cellular functions such as transcription,chromatin structure,and cell division.In NAFLD,these epigenetic tendencies,especially the process of histone methylation,are intricately intertwined with fat accumulation in the liver.Histone methylation is regulated by different enzymes like methyltransferases and demethylases and influences the expression of genes related to adipogenesis.While early-stage NAFLD is reversible,its progression to severe stages becomes almost irreversible.Therefore,early detection and intervention in NAFLD are crucial,and understanding the precise role of histone methylation in the early stages of NAFLD could be vital in halting or potentially reversing the progression of this disease.

Application and Satisfaction Analysis of Humanized Quality Nursing Intervention in the Care of Patients with Critical Respiratory Failure

Objective:To implement humanized quality care in critical respiratory failure nursing,observe the effect,and analyze the satisfaction.Methods:80 patients with severe respiratory failure were divided into 40 cases per group(admitted from February 2022 to December 2023)by double-blind method,the control group performed routine care,and the observation group was given humanized quality care.Results:After the nursing care,two respiratory function indexes of the observation group were lower than those of the control group,and two pulmonary function indexes were higher than those of the control group(P<0.05);regarding the complication situation,the incidence rate of the observation group was lower(P<0.05);regarding the nursing care satisfaction situation,the observation group had a higher level of total satisfaction(P<0.05).Conclusion:The application of a humanized quality nursing intervention model in the care of critical respiratory failure can actively improve patients’respiratory status and lung function,reduce complications,and satisfy patients.

Effect of Liangxuehuayu Recipe on hemorheology in rats with blood stasis syndrome

Objective:To investigate the effects of Uangxuehuayu Recipe on hemorheology in rats with blood stasis syndrome induced by mutifactor stimuli.Methods:SD rats were divided into control, model,Uangxuehuayu Recipe(high,middle and low dose,18,9,4.S g/kg accordingly).Except the control group,blood stasis model was established in the rest groups.The hemorheological parameters were measured and compared.Results:Blood viscosity at high,moderate and low level in rats with blood stasis significantly increased(P【0.05),but blood viscosity at high level and plasma viscosity was significantly decreased in rats induced by some stimuli after Uangxuehuayu Recipe were intra-gastrically administered for I weeks(P【0.01,P【0.05). Conclusions:Uangxuehuayu Recipe is effective in improving hemorheology,and has important application value in the prevention of occurrence and development of ischemic stroke.

Novel evidence from Taxus fuana forests for niche-neutral process assembling community

Background:Understanding the mechanisms underlying community assembly is helpful for conservation and restoration of communities, particularly those that contain rare and endangered species like Taxus fuana, which are endemic to the Western Himalayas. The niche (limiting similarity) vs. neutral (randomness) assembly of the T.fuana forest community in Gyirong County, Tibet, China, was investigated. The net relatedness index (NRI) was calculated using a phylogenetic tree. The phylogenetic characteristics of the community and its relationships with environment were analyzed.Results:The value of the mean NRI at the community level was less than-1.96, indicating that the phylogenetic structure was overdispersed;whereas majority of the NRIs at the tree, shrub, and herb layers were within-1.96 to1.96, indicating random dispersion. Environmental factors accounted for 44.38%, 46.52%, 24.04%, and 14.07%of the variation at the community level, tree, shrub, and herb layer, respectively. The phylogenetic structure at the community level and tree layer were significantly influenced by both topographic and soil factors, while shrub and herb layers tended to be affected by a single environmental factor.Conclusions:Community assembly of the T. fuana forest was simultaneously affected by niche and neutral processes, and their variations were closely related to the environment. Neutral process dominated community assembly in the shrub and herb layers. However, the interaction of limiting similarity and randomness played a dominant role at the community level and tree layer;and contributed to maintenance of biodiversity stability. The synergy of multiple environmental factors had a more obvious influence on community assembly than individual environmental factors, especially at the community level. These findings would help to understand the conservation of rare and endangered tree species, such as T. fuana, in the native community;and highlight the importance of random and non-random processes in assembly and biodiversity maintenance of alpine plant communities.

苏筋通络方结合“行气活血”针刺法治疗急性踝关节扭伤临床观察

目的观察苏筋通络方结合“行气活血”针刺法治疗急性踝关节扭伤临床效果。方法将医院创伤骨科门急诊就诊的102例急性踝关节扭伤患者(2020年5月—2022年7月)纳入研究,以随机数字表法将患者分为两组,每组51例,对照组采取西医常规治疗,观察组采取西医常规治疗同时结合苏筋通络方及“行气活血”针刺法治疗。数据比较:临床治疗效果、中医症状(踝关节疼痛肿胀、皮下瘀斑、关节活动受限等)积分变化、踝关节跖屈活动度与背伸活动度变化、视觉模拟评分(Visual Analogue Scale,VAS)变化、美国足踝外科协会(American Orthopaedic Foot and Ankle Society,AOFAS)踝-后足评分变化、血清疼痛物质(神经生长因子、神经肽、P物质)水平变化、白细胞介素-6(Interleukin-6,IL-6)、白细胞介素-1β(Interleukin-1β,IL-1β)、超敏C反应蛋白(Hypersensitive C-reactive protein,hs-CRP)变化。结果观察组患者与对照组患者治疗总有效率相比[98.04%(50/51)vs86.27%(44/51)],P<0.05;治疗后各组患者中医症状(踝关节疼痛肿胀、皮下瘀斑、关节活动受限等)积分、踝关节跖屈活动度与背伸活动度、VAS评分、AOFAS踝-后足评分、神经生长因子、神经肽、P物质、IL-6、IL-1β、hs-CRP等指标均改善,观察组患者治疗后中医症状(踝关节疼痛肿胀、皮下瘀斑、关节活动受限等)积分、踝关节跖屈活动度与背伸活动度、VAS评分、AOFAS踝-后足评分、神经生长因子、神经肽、P物质、IL-6、IL-1β、hs-CRP等指标均明显优于对照组患者,P均<0.05。结论苏筋通络方结合“行气活血”针刺法治疗急性踝关节扭伤临床效果显著,患者经治疗后临床症状显著改善,疼痛缓解,踝关节功能改善,值得应用。

Effects of Xuebijing Combined with Ulinastatin on Coagulation Function of Sepsis Patients

[Objectives] To study the effects of Xuebijing combined with ulinastatin on coagulation function of sepsis patients. [Methods]Fifty six patients conforming to the diagnosis criteria for sepsis and receiving the treatment from May 2015 to January 2019 were selected. They were randomly divided into treatment group and control group according to the order of treatment. The two groups were treated according to the International Guidelines for Management of Severe Sepsis and Septic Shock( 2012),in which ulinastatin and Xuebijing were added to the treatment group. Before the treatment and on the seventh day after the treatment,both groups of patients were measured for the activated partial thromboplastin time( APTT),fibrinogen( Fi B),platelet( PLT),and prothrombin time( PT) were measured;the treatment status of the both groups was continuously observed for 7 d,and the mechanical ventilation time,ICU hospitalization time,and 30-day survival rate were recorded. [Results] Both FIB and PLT of the treatment group were significantly increased,and both APTT and PT were significantly shortened.Compared with the control group,the difference was statistically significant( P < 0. 05). The mechanical ventilation time and ICU hospitalization time of the treatment group were significantly shorter than that of the control group,and the 30-day survival rate of the treatment group was significantly higher than that of the control group,and the difference was statistically significant( P < 0. 05). [Conclusions]Xuebijing combined with ulinastatin can improve coagulation disorders of sepsis patients.

基于云模型的水光互补清洁能源基地容量配置方案优选

为优选水光互补清洁能源基地容量配置方案,从安全性、环保性、经济性、技术性4个方面选取14个指标构建了综合评价指标体系,采用改进云模型方法对容量配置方案进行评价。改进云模型方法以基于层次分析法改进的云模型求解主观权重,以熵权法求解客观权重,组合赋权得到指标权重,再利用条件云发生器计算各指标的隶属度,最后根据级别特征值法计算容量方案等级评分,确定最优方案。将该方法应用于我国西南某清洁能源基地水光互补系统容量配置方案的优选,优选结果与集对分析法优选结果和实际选择方案均相符,证明了该方法的有效性与适用性。

红芪搓条前后主要次级代谢产物变化规律研究

目的 考察红芪搓条前后主要次级代谢产物的变化规律。方法 UPLC-MS/MS法测定芒柄花素、芒柄花苷、毛蕊异黄酮、毛蕊异黄酮苷、美迪紫檀素、染料木素、木犀草素、甘草素、异甘草素、香草酸、阿魏酸、γ-氨基丁酸、腺苷、甜菜碱的含量,聚类分析、主成分分析、正交偏最小二乘判别分析进行化学模式识别以寻找差异性成分。结果 搓条后,芒柄花素、毛蕊异黄酮、甘草素、γ-氨基丁酸含量升高,芒柄花苷、毛蕊异黄酮苷、香草酸含量降低。搓条、未搓条药材聚为2类,毛蕊异黄酮苷、芒柄花素、γ-氨基丁酸、香草酸、毛蕊异黄酮、芒柄花苷为差异性成分。结论 本实验阐明红芪搓条前后化学成分差异,可为其他药材搓条机制研究提供参考。

麻醉科住院医师职业倦怠现状调查与研究

目的采用调查问卷收集国内麻醉科住院医师的职业倦怠现状,分析影响职业倦怠的相关因素。方法选择全国218家医院的麻醉专科共2651名在职在岗的麻醉科住院医师为研究对象。通过问卷星设计和发放电子问卷,收集人口统计学特征、职业相关特征、心理弹性评分(康纳-戴维森复原力量表)。采用职业倦怠量表(MBI-HSS)对医师职业倦怠情况进行评估。对发生职业倦怠和非职业倦怠的医师进行组间比较,并采用多因素Logistic回归分析医师职业倦怠的危险因素。结果本次问卷有效回收1990份,回收率77.7%。住院医师职业倦怠发生率为53.4%(1063/1990)。与未发生职业倦怠的住院医师比较,职业倦怠的医师女性比例、三级医院比例、未婚比例、遇到有挑战的病例频率、参与值班和有科研任务比例明显升高,每周工作时间明显延长(P<0.05)。多元Logistic回归分析结果显示,女性(OR=1.58,95%CI 1.28~1.97,P<0.01)、工作时间延长(OR=1.62,95%CI 1.45~1.81,P<0.01)、遇到有挑战的病例频率延长(OR=1.11,95%CI 1.11~1.40,P<0.01)是职业倦怠的危险因素,心理弹性评分升高是职业倦怠的保护因素(OR=0.86,95%CI 0.84~0.88,P<0.01)。结论麻醉科住院医师职业倦怠发生率偏高,应重点关注并针对提升心理弹性且设计切实可行的预防规范措施,保证住院医师群体的身心健康。

基于图像识别的叶丝形态表征及其数值模拟

【背景和目的】研究一种叶丝颗粒的粒度和粒形表征方法,表征结果可用于其数值模拟的建模。【方法】采用图像分析技术,确定分散放置在二维平面上的每根叶丝的等面积圆当量径、最大弗雷特(Feret)径、圆形度和纵横比。【结果】(1)利用提出的叶丝颗粒图像采集和处理方法,通过对叶丝样品数据的统计分析,确定叶丝物料粒度和粒形的概率密度分布曲线,实现了长丝、中丝、短丝和碎丝4种长度叶丝物料的颗粒粒度和粒形表征,表征参数可定量的反映不同样品的颗粒尺寸和形状的差异。(2)离散单元法数值模拟结果表明叶丝的粒度和粒形性质对物料堆积高度有重要影响。本文基于实验测量得到的粒度和粒形概率分布曲线,生成了与实际形态分布一致的叶丝颗粒的数值模型,数值模拟结果与实验结果的偏差在1.3%以内。【结论】提出的方法从粒度和粒形对叶丝颗粒进行定量表征,表征结果一方面能反映不同物料的性质差异,另一方面可直接用于建立与实际情况接近的数值模型,从而准确预测不同长度叶丝颗粒的堆积高度。

基于UPLC-MS/MS和网络药理学、分子动力学探讨红芪免疫调节机制

目的基于UPLC-MS/MS、网络药理学方法预测红芪免疫调节的核心靶点及作用通路,通过分子对接、分子动力学技术对网络药理学结果进行验证,探讨红芪入血成分免疫调节的作用机制。方法基于UPLC-MS/MS技术定性定量红芪入血成分;通过TCMSP、本草组鉴数据库筛选红芪入血成分对应靶点;以DisGeNET、OMIM、TTD、MalaCards数据库获取免疫相关疾病靶点;构建“红芪入血成分-免疫相关疾病”网络;进行GO、KEGG富集分析,绘制PPI网络;应用分子对接、分子动力学技术进行验证。结果UPLC-MS/MS法共鉴定8个原型入血成分,协同作用于101个靶点,参与免疫反应、基因表达的正调控、受体结合、细胞因子活性等538个生物学过程,涉及HIF-1、Toll样受体、JAK-STAT、T细胞受体、PI3K-Akt、FoxO等116条信号通路。核心靶点为MAPK14、PTGS2、MMP9、PPARG、CCND1等。分子对接结果显示,芒柄花素、毛蕊异黄酮与MAPK14的对接结合活性较高,分子动力学模拟进一步验证了芒柄花素、毛蕊异黄酮与MAPK14的结合具有较好的结构稳定性及结合亲和力。结论通过血清药物化学、网络药理学及分子动力学相互印证,揭示了红芪调节免疫的物质基础及机制,可为其作用机制研究提供科学依据。

湖南植烟水稻土碱解氮分布特征及其影响因素

为明确湖南植烟水稻土碱解氮含量、空间分布和影响因素,检测了2698个耕层土壤样本的碱解氮含量,分析了其空间分布特征及丰缺状况,探讨了其与种植制度、耕层厚度、海拔和土壤pH、有机质、颗粒组成之间的关系。土壤碱解氮变幅为57.10~447.40 mg/kg,平均为183.78 mg/kg,碱解氮适宜(110~180 mg/kg)的样本占比为46.55%;安仁县、桂阳县和临武县等10个县(区)土壤碱解氮平均值较高,其他16县(区)都在适宜范围;土壤碱解氮空间分布有从东南向西北递减的分布趋势;烟-玉米轮作的土壤碱解氮相对较低;土壤碱解氮随耕层深度、土壤pH、有机质增加而增加,与海拔呈抛物线关系(峰值在海拔150~250 m区间),随土壤粉砂占比增加而升高,随粗砂占比增加而降低。湖南植烟水稻土碱解氮含量空间分布不均匀,且受多种因素影响,要因地制宜分区制定氮肥施用策略。

负载花色苷的抗酸性羧甲基壳聚糖凝胶微球的缓释研究

为拓宽壳聚糖基水凝胶的应用范围,构筑可食用的花色苷(ACNs)递送体系,采用反相乳液法,以玉米油为连续相,水杨醛(SA)为交联剂,制备了具有抗酸性能的载ACNs羧甲基壳聚糖(CMCS)凝胶微球(ACNs/CMCS-SA),表征了其结构和形貌,研究了其稳定性、溶胀性能和缓释性能。结果表明,ACNs/CMCSSA具有微米级粒径,表面光滑呈圆形;ACNs/CMCS-SA在酸性条件下稳定性良好,溶胀和缓释过程展现pH响应性;ACNs的释放行为符合Weibull模型,pH7和9时为扩散和骨架溶蚀复合释放机制控制,pH3和5时为菲克扩散和Case Ⅱ transport(0级-溶胀依赖性释放)联合释放机制控制。ACNs/CMCS-SA制备方法简单,过程绿色;对ACNs展现良好的胃酸保护和肠道释放性能,为环境友好型药物包封材料的开发和ACNs的应用提供了理论和实践参考。

基于多层融合振动数据分析的GIS设备机械缺陷诊断方法研究

气体绝缘金属封闭开关设备(gas insulated metal enclosed switchgear,GIS)机械缺陷是导致设备故障的重要因素,针对单测点、单证据机械缺陷诊断模型信息缺失和精度不足问题,该文提出一种多层融合振动数据分析的GIS设备机械缺陷诊断方法。首先,基于真型GIS设备振动模拟平台试验研究测点位置与缺陷类型对振动行为的影响特性;然后,联合统计分析、模态分解、尺度变换方法提出机械振动信号整体与局部信息关注的复合参数分析方法,引入主成分分析开展多测点振动信息的特征层融合降维;最后,提出改进放缩权重的Dempster-Shafer(DS)证据理论和Bagging投票机制的强/弱基学习器决策层融合机制,联合构建多层融合振动数据分析的GIS设备机械缺陷诊断模型。结果表明:不同类型机械缺陷信号的响应幅值、特征频点和畸变程度存在显著差异,复合特征参量大小及分散程度各不相同;同时,测点位置对缺陷信号的复合振动特征参量的表现形式及分布区间也具有一定影响;基于多层融合数据分析的诊断模型实现缺陷有效识别,辨识准确率为98.66%,相比单一分类器诊断效果提升5.83%。该文可为GIS设备机械缺陷诊断方法提供有价值的参考。

蔬菜泡沫育苗盘多适应性自动叠盘装置设计与试验

为了提高蔬菜育苗流水线育苗盘转运效率,针对人工取盘叠放存在的劳动强度大和整齐度偏低的问题,设计了一款针对蔬菜漂浮育苗的多适应性自动叠盘装置。该装置由机架、育苗盘输送机构、育苗盘叠盘机构和控制系统组成,装置以200Smart PLC为控制核心,利用主副传送带实现育苗盘的输送,并结合光电传感器实现育苗盘的定位,可以完成不同尺寸泡沫育苗盘的自动叠盘,设计的水平调节单元和减振单元可实现育苗盘在叠盘机构上的水平位置调节并降低叠盘过程的振动冲击。试验结果表明,育苗流水线播种环节在生产率450盘/h下,自动叠盘装置在减振弹簧线径为1.5 mm、主副传送带速度差为0.1 m/s以及电缸升降速度为0.13 m/s时,200孔穴育苗盘叠盘效果最佳,叠盘成功率为100%,叠盘错位差方差为2.32 mm^(2),同时振动检测试验中育苗盘X轴、Y轴、Z轴方向的振幅均未超过0.8 mm,更换135、160孔穴的泡沫育苗盘进行试验,叠盘成功率均为100%,叠盘错位差方差分别为3.94 mm^(2)和5.98 mm^(2),说明该装置满足多适应性的要求。在此最优作业参数下,将育苗流水线播种环节生产率提升至900盘/h时,育苗盘最大振幅为0.709 mm,振幅无明显变化,说明该装置作业稳定性较好。该研究结果可为播种流水线叠盘装置提高叠盘效果和降低叠盘振动等研究提供参考。

基于Q学习的高超声速飞行器自抗扰控制研究

为实现高超声速飞行器姿态自抗扰控制的参数整定,提出一种模糊Q学习算法。首先,采用强化学习中的Q学习算法来实现姿态自抗扰控制参数的离线闭环快速自适应整定;然后,根据模糊控制的思路,将控制参数划分为不同区域,通过设定奖励,不断更新Q表;最后,将训练好的Q表用于飞行器的控制。仿真结果表明,相对于传统的线性自抗扰控制(linear active disturbance rejection control,LADRC)和滑模控制,基于Q学习的LADRC省去了人工调试参数的繁琐过程,且仍具有良好的跟踪效果。蒙特卡罗仿真测试结果验证了基于Q学习的LADRC的鲁棒性。

辣椒机械式自动精量排种器设计与试验

辣椒漂浮育苗具有占地面积小、育苗周期短和椒苗品质好的优点,播种环节要求一穴一粒精量播种,通常采用人工点播,存在劳动强度大和播种效率低的问题。针对以上问题,该研究以磁力回位型排种器为基础,设计了一种适于辣椒漂浮育苗的机械式自动精量排种器,并对关键机构进行设计,通过单因素试验获得曲柄直径、曲柄电机工作转速和种量的较优区间,以单粒合格指数、重播指数和漏播指数为指标进行三因素三水平正交试验,建立回归模型,并进行参数优化。试验结果表明,在排种器旋转倾角30°、旋转电机角速度0.07 rad/s(即生产率240盘/h),曲柄直径为30 mm、曲柄电机转速为230 r/min、种量为4千粒时,排种器的播种效果较好,单粒合格指数为91.04%,重播指数为5.21%,漏播指数为3.75%,相比于人工操作磁力回位型排种器,单粒合格指数提升了5.81个百分点,重播指数降低了6.45个百分点,满足辣椒漂浮育苗的播种要求,可为辣椒育苗轻简化生产和小籽粒种子的机械式精量排种器研究提供参考。

单针振动气力式辣椒精量排种器设计与试验

【目的】育苗移栽是辣椒种植普遍采用的方式,针对辣椒穴盘育苗播种环节存在的漏播现象,设计了一种用于漏播补种的单针振动气力式辣椒精量排种器,用于对穴盘中的空穴进行补种,从而提高生产效率。【方法】以“兴蔬皱辣2号”辣椒种子为研究对象,结合种子物理特性测定,对排种器振动供种机构、直线携种机构和控制系统进行分析和设计,并搭建了试验台。以种箱振动频率、气吸针真空度和气吸针直径为试验因素,以排种单粒率为试验评价指标,进行排种器单因素试验,确定种箱振动频率、气吸针真空度和气吸针直径具体取值范围分别为77~89 Hz、15~35 kPa和0.6~0.8 mm。在此基础上进行响应面试验,运用Design-Expert软件对试验数据进行方差分析、响应曲面分析和试验因素优化求解。【结果】确定了排种单粒率影响因素由大到小为气吸针真空度、气吸针直径和种箱振动频率,得出排种器最优作业参数为气吸针真空度27 kPa、气吸嘴直径0.7 mm、种箱振动频率85 Hz,样机试验排种单粒率为98.25%。【结论】该单针振动气力式辣椒精量排种器工作稳定,排种单粒率高,满足辣椒精量播种作业要求。