针对无线传感器网络中存在的安全问题,提出了基于Q-Learning的分簇无线传感网信任管理机制(Q-learning based trust management mechanism for clustered wireless sensor networks,QLTMM-CWSN).该机制主要考虑通信信任、数据信任和能...针对无线传感器网络中存在的安全问题,提出了基于Q-Learning的分簇无线传感网信任管理机制(Q-learning based trust management mechanism for clustered wireless sensor networks,QLTMM-CWSN).该机制主要考虑通信信任、数据信任和能量信任3个方面.在网络运行过程中,基于节点的通信行为、数据分布和能量消耗,使用Q-Learning算法更新节点信任值,并选择簇内信任值最高的节点作为可信簇头节点.当簇中主簇头节点的信任值低于阈值时,可信簇头节点代替主簇头节点管理簇内成员节点,维护正常的数据传输.研究结果表明,QLTMM-CWSN机制能有效抵御通信攻击、伪造本地数据攻击、能量攻击和混合攻击.展开更多
OBJECTIVE To investigate the effects of imperatorin on the spatial learning memory impairment and neuroinflammation in model mice of Alzheimer disease(AD)induced by intracerebroventricular injection of Aβ1-42.METHODS...OBJECTIVE To investigate the effects of imperatorin on the spatial learning memory impairment and neuroinflammation in model mice of Alzheimer disease(AD)induced by intracerebroventricular injection of Aβ1-42.METHODS Mouse model of AD was established by injection of Aβ1-42 into the lateral ventricles.Im⁃peratorin(2.5 and 5.0 mg·kg-1,daily)was inject⁃ed by intraperitoneally 1 h after intracerebroven⁃tricular injection for 13 d.The effect of imperato⁃rin on the spatial learning and memory impair⁃ment was assessed by eight arm maze tests.The levels of cytokines TNF-α,IL-1β,IL-6,IL-18 and chemokines MCP-1 in mouse cortex and hip⁃pocampus were detected by ELISA.The protein expression of NF-κB P65,TLR4,MyD88,p-P38,p-ERK,and p-JNK were detected by Western blotting.RESULTS As compared with the AD model group,imperatorin treatment significantly attenuated Aβ1-42-induced spatial learning and memory impairment assessed by eight arm maze tests.In addition,imperatorin significantly reduced the levels of cytokines TNF-α,IL-1β,IL-6,IL-18 and chemokines MCP-1 in the cerebral cortex and hippocampus.Meanwhile,Western blotting results showed that imperatorin treat⁃ment significantly down-regulated the protein expression of NF-κB P65,TLR4,MyD88,p-P38,p-ERK,and p-JNK.CONCLUSION Imperatorin has neuroprotective effects in the Aβ1-42 induced AD model mice and its mechanism may be partially associated with the inhibition of inflam⁃matory response in the cortex and hippocampus.展开更多
随着电力配变网络基础设施规模的不断扩大,各类安全二次设备、边缘终端节点和业务系统产生的信息通信流量数据在格式、协议、语义特征层面存在显著差异。主要存在现有缓解框架缺乏多源异构网络异常流量检测数据归一化处理算法,网络攻击...随着电力配变网络基础设施规模的不断扩大,各类安全二次设备、边缘终端节点和业务系统产生的信息通信流量数据在格式、协议、语义特征层面存在显著差异。主要存在现有缓解框架缺乏多源异构网络异常流量检测数据归一化处理算法,网络攻击行为分析依赖人工特征提取的规则引擎,以及难以确定有效的网络攻击缓解措施等痛点。针对以上痛点,提出了一种基于归一化处理和TrafficLLM的网络攻击缓解框架(Network Attack Mitigation Framework Based on Normalized Processing and TrafficLLM,NAMF-NPTLLM)。该框架涵盖数据解析、归一化处理、模型微调和生成攻击缓解方案4个核心阶段。首先,在特征选择阶段,通过构建集成学习模型,融合多类基学习器的特征评估结果,精准提取对分类结果影响较大的关键特征。其次,将选取的关键特征通过归一化处理,生成统一的自然语言token序列形式表达,为该网络攻击缓解框架的流量异常分析TrafficLLM模型提供标准化输入。然后,对TrafficLLM模型进行微调,使该模型能够理解提示词模板指令并学习攻击行为的流量模式。最后,通过微调后的大模型进行推理,生成攻击缓解指令,使得该框架能够根据攻击行为特征动态调整网络攻击缓解策略。通过在CIC-DDoS2019数据集上进行实验验证,与传统方法相比,该框架将网络攻击行为分类的准确率达到99.80%,提高了1.3%。实验结果表明,该框架对于缓解海量多源异构电力网络终端流量攻击,具有更好的准确性和有效性。展开更多
OBJECTIVE To investigate the effects of osthole on learning and memory impairment of AD mice induced by injection of Aβ25-35 and the content of Ca2+, GLU and Aβ1-42 in the brain tissue and peripheral blood. METHODS ...OBJECTIVE To investigate the effects of osthole on learning and memory impairment of AD mice induced by injection of Aβ25-35 and the content of Ca2+, GLU and Aβ1-42 in the brain tissue and peripheral blood. METHODS Mice were randomly assigned to sham operation, Aβ25-35, Aβ25-35+Ost-L,Aβ25-35+Ost-M, and Aβ25-35+Ost-H group. Water maze test was performed to assessing spatial learning ability of mice. It is determined that the MDA level and the activity of SOD in the brain tissue of mice in each group by colorimetry. The GLU kit and Ca2 +kit were used to detect the GLU, Ca2 +in tissue and serum. ELISA was used to detect the expression of Aβ1-42 in the hippocampus and serum of mice. HE staining and silver staining were used to detect neuron apoptosis and pathological changes in brain slices and so on. RESULTS(1) Effects of osthole on learning and memory: With the increase of training day,the escape latencies continuously reduced in each experimental group, the escape latencies of the model group was longer on the 1 st, 2 nd, 3 rd, and 5 thdays than the normal group, the difference was statistically significant(day 3 and 4: P<0.05, day 5: P<0.01);compared with the model group, the escaping latency on the 5 thday of the OST low-medium high-dose group was significantly shortened, which was statistically significant(P<0.05).(2) Effects on oxidative stresspathway: the SOD activity of AD mice in the hippocampus model group was lower than that in the normal group, which was statistically significant(P<0.05);The SOD activity in the OST group was higher than that in the model group, which was statistically significant(P<0.05). The MDA content in the model group was significantly higher than that in the normal group(P<0.05). The MDA content in the OST high-dose group was lower than that in the model group, which was statistically significant(P<0.05).(3) Effects of GLU levels on neurotransmitters:the results of the detection of GLU in cortical area and GLU in serum of AD mice in OST dose groups showed that serum GLU levels in the model group were significantly lower than those in the sham group, which was statistically significant(P<0.05). GLU levels in the cortical area were also significantly higher than those in the sham group, which was statistically significant(P<0.05). Compared with the model group, GLU levels in the OST administration group were significantly down-regulated. Among the serum, the effect of medium dose group was obvious. Although there was a trend of down-regulation in the cortical administration group, there was no statistical significance.(4) Changes in Ca2+concentration in the brain. Detection of intracellular Ca2 +concentration in AD mice by OST doses showed that,compared with the sham group, the model group was significantly upregulated in cortical Ca2 +levels.There was no statistical difference in the administration group. Compared with the model group, the concentration of Ca2+in the OST-H group significantly decreased.(5) Effect on levels of Aβ1-42 in hippocampus and serum: model group had significantly higher Aβ1-42 levels in hippocampus than in sham operation group, which was statistically significant(P<0.05). Aβ1-42 in serum was also significantly upregulated compared to the sham group, which was statistically significant(P<0.05). Compared with the model group, the levels of Aβ1-42 in the OST administration group were significantly down-regulated,with the lower and middle doses in the hippocampus being more significant, while the serum was more pronounced at lower doses.(6) Silver staining to detect the tangles of hippocampal neurons: Neuron tangles in the hippocampal CA1 region showed a dark brown-yellow granule distribution in the nuclei of the model group(positive expression). Nerve cell body and dendrites, axons are black or black red,background light yellow. Compared with the model group, the administration group has improved significantly. CONCLUSION OST improves spatial learning and memory of dementia model mice injected with Aβ25-35 in both hippocampus. Experimental studies have shown that OST has different degrees of regulation on neuronal apoptosis, Ca2 +/GLU/oxidative stress and other pathways, and it plays a role in improving multiple AD pathological changes and delaying the pathogenesis of neurodegenerative diseases.展开更多
文摘针对无线传感器网络中存在的安全问题,提出了基于Q-Learning的分簇无线传感网信任管理机制(Q-learning based trust management mechanism for clustered wireless sensor networks,QLTMM-CWSN).该机制主要考虑通信信任、数据信任和能量信任3个方面.在网络运行过程中,基于节点的通信行为、数据分布和能量消耗,使用Q-Learning算法更新节点信任值,并选择簇内信任值最高的节点作为可信簇头节点.当簇中主簇头节点的信任值低于阈值时,可信簇头节点代替主簇头节点管理簇内成员节点,维护正常的数据传输.研究结果表明,QLTMM-CWSN机制能有效抵御通信攻击、伪造本地数据攻击、能量攻击和混合攻击.
文摘OBJECTIVE To investigate the effects of imperatorin on the spatial learning memory impairment and neuroinflammation in model mice of Alzheimer disease(AD)induced by intracerebroventricular injection of Aβ1-42.METHODS Mouse model of AD was established by injection of Aβ1-42 into the lateral ventricles.Im⁃peratorin(2.5 and 5.0 mg·kg-1,daily)was inject⁃ed by intraperitoneally 1 h after intracerebroven⁃tricular injection for 13 d.The effect of imperato⁃rin on the spatial learning and memory impair⁃ment was assessed by eight arm maze tests.The levels of cytokines TNF-α,IL-1β,IL-6,IL-18 and chemokines MCP-1 in mouse cortex and hip⁃pocampus were detected by ELISA.The protein expression of NF-κB P65,TLR4,MyD88,p-P38,p-ERK,and p-JNK were detected by Western blotting.RESULTS As compared with the AD model group,imperatorin treatment significantly attenuated Aβ1-42-induced spatial learning and memory impairment assessed by eight arm maze tests.In addition,imperatorin significantly reduced the levels of cytokines TNF-α,IL-1β,IL-6,IL-18 and chemokines MCP-1 in the cerebral cortex and hippocampus.Meanwhile,Western blotting results showed that imperatorin treat⁃ment significantly down-regulated the protein expression of NF-κB P65,TLR4,MyD88,p-P38,p-ERK,and p-JNK.CONCLUSION Imperatorin has neuroprotective effects in the Aβ1-42 induced AD model mice and its mechanism may be partially associated with the inhibition of inflam⁃matory response in the cortex and hippocampus.
文摘随着电力配变网络基础设施规模的不断扩大,各类安全二次设备、边缘终端节点和业务系统产生的信息通信流量数据在格式、协议、语义特征层面存在显著差异。主要存在现有缓解框架缺乏多源异构网络异常流量检测数据归一化处理算法,网络攻击行为分析依赖人工特征提取的规则引擎,以及难以确定有效的网络攻击缓解措施等痛点。针对以上痛点,提出了一种基于归一化处理和TrafficLLM的网络攻击缓解框架(Network Attack Mitigation Framework Based on Normalized Processing and TrafficLLM,NAMF-NPTLLM)。该框架涵盖数据解析、归一化处理、模型微调和生成攻击缓解方案4个核心阶段。首先,在特征选择阶段,通过构建集成学习模型,融合多类基学习器的特征评估结果,精准提取对分类结果影响较大的关键特征。其次,将选取的关键特征通过归一化处理,生成统一的自然语言token序列形式表达,为该网络攻击缓解框架的流量异常分析TrafficLLM模型提供标准化输入。然后,对TrafficLLM模型进行微调,使该模型能够理解提示词模板指令并学习攻击行为的流量模式。最后,通过微调后的大模型进行推理,生成攻击缓解指令,使得该框架能够根据攻击行为特征动态调整网络攻击缓解策略。通过在CIC-DDoS2019数据集上进行实验验证,与传统方法相比,该框架将网络攻击行为分类的准确率达到99.80%,提高了1.3%。实验结果表明,该框架对于缓解海量多源异构电力网络终端流量攻击,具有更好的准确性和有效性。
基金National Natural Science Foundation of China(81703901)Shandong Province Natural Science Foundation of China(ZR2016HB56)
文摘OBJECTIVE To investigate the effects of osthole on learning and memory impairment of AD mice induced by injection of Aβ25-35 and the content of Ca2+, GLU and Aβ1-42 in the brain tissue and peripheral blood. METHODS Mice were randomly assigned to sham operation, Aβ25-35, Aβ25-35+Ost-L,Aβ25-35+Ost-M, and Aβ25-35+Ost-H group. Water maze test was performed to assessing spatial learning ability of mice. It is determined that the MDA level and the activity of SOD in the brain tissue of mice in each group by colorimetry. The GLU kit and Ca2 +kit were used to detect the GLU, Ca2 +in tissue and serum. ELISA was used to detect the expression of Aβ1-42 in the hippocampus and serum of mice. HE staining and silver staining were used to detect neuron apoptosis and pathological changes in brain slices and so on. RESULTS(1) Effects of osthole on learning and memory: With the increase of training day,the escape latencies continuously reduced in each experimental group, the escape latencies of the model group was longer on the 1 st, 2 nd, 3 rd, and 5 thdays than the normal group, the difference was statistically significant(day 3 and 4: P<0.05, day 5: P<0.01);compared with the model group, the escaping latency on the 5 thday of the OST low-medium high-dose group was significantly shortened, which was statistically significant(P<0.05).(2) Effects on oxidative stresspathway: the SOD activity of AD mice in the hippocampus model group was lower than that in the normal group, which was statistically significant(P<0.05);The SOD activity in the OST group was higher than that in the model group, which was statistically significant(P<0.05). The MDA content in the model group was significantly higher than that in the normal group(P<0.05). The MDA content in the OST high-dose group was lower than that in the model group, which was statistically significant(P<0.05).(3) Effects of GLU levels on neurotransmitters:the results of the detection of GLU in cortical area and GLU in serum of AD mice in OST dose groups showed that serum GLU levels in the model group were significantly lower than those in the sham group, which was statistically significant(P<0.05). GLU levels in the cortical area were also significantly higher than those in the sham group, which was statistically significant(P<0.05). Compared with the model group, GLU levels in the OST administration group were significantly down-regulated. Among the serum, the effect of medium dose group was obvious. Although there was a trend of down-regulation in the cortical administration group, there was no statistical significance.(4) Changes in Ca2+concentration in the brain. Detection of intracellular Ca2 +concentration in AD mice by OST doses showed that,compared with the sham group, the model group was significantly upregulated in cortical Ca2 +levels.There was no statistical difference in the administration group. Compared with the model group, the concentration of Ca2+in the OST-H group significantly decreased.(5) Effect on levels of Aβ1-42 in hippocampus and serum: model group had significantly higher Aβ1-42 levels in hippocampus than in sham operation group, which was statistically significant(P<0.05). Aβ1-42 in serum was also significantly upregulated compared to the sham group, which was statistically significant(P<0.05). Compared with the model group, the levels of Aβ1-42 in the OST administration group were significantly down-regulated,with the lower and middle doses in the hippocampus being more significant, while the serum was more pronounced at lower doses.(6) Silver staining to detect the tangles of hippocampal neurons: Neuron tangles in the hippocampal CA1 region showed a dark brown-yellow granule distribution in the nuclei of the model group(positive expression). Nerve cell body and dendrites, axons are black or black red,background light yellow. Compared with the model group, the administration group has improved significantly. CONCLUSION OST improves spatial learning and memory of dementia model mice injected with Aβ25-35 in both hippocampus. Experimental studies have shown that OST has different degrees of regulation on neuronal apoptosis, Ca2 +/GLU/oxidative stress and other pathways, and it plays a role in improving multiple AD pathological changes and delaying the pathogenesis of neurodegenerative diseases.
