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基于N-K模型的铁路隧道施工安全风险耦合分析
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作者 黄巡 陈随海 《工业安全与环保》 2026年第1期45-50,共6页
为有效合理管控风险,以降低铁路隧道施工事故发生的概率与危害后果,筛选了2004年至2025年4月102起铁路隧道施工事故案例,根据4M理论分析确定出施工安全的人为、设备、管理及环境风险因素,采用N-K模型对4大风险因素展开耦合分析,总结风... 为有效合理管控风险,以降低铁路隧道施工事故发生的概率与危害后果,筛选了2004年至2025年4月102起铁路隧道施工事故案例,根据4M理论分析确定出施工安全的人为、设备、管理及环境风险因素,采用N-K模型对4大风险因素展开耦合分析,总结风险耦合演变规律。结果表明,多因素风险耦合易增加事故发生的概率;涉及环境因素的风险耦合对铁路隧道施工事故发生具有关键性影响;人为因素对环境风险具有显著放大效应。基于此,从风险耦合的预控阶段、过程干预阶段及后期处置阶段3个维度提出管控建议,可为施工人员提供参考依据和决策措施。 展开更多
关键词 铁路隧道 施工安全 n-k模型 风险耦合
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基于K230芯片和YOLOv11n的蓝莓果实成熟度识别系统设计
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作者 刘芹 罗启键 +2 位作者 曾涛 欧阳婧玟 周智彬 《农业工程》 2026年第1期14-20,共7页
蓝莓成熟度检测目的是在自然环境下根据输入的蓝莓图像实现对蓝莓成熟度的自动判定,从而为蓝莓智能采摘提供技术支持。在实地采集蓝莓图像构建专用数据集基础上,基于YOLOv11n训练多成熟度检测模型,并将优化后的模型部署至K230芯片嵌入... 蓝莓成熟度检测目的是在自然环境下根据输入的蓝莓图像实现对蓝莓成熟度的自动判定,从而为蓝莓智能采摘提供技术支持。在实地采集蓝莓图像构建专用数据集基础上,基于YOLOv11n训练多成熟度检测模型,并将优化后的模型部署至K230芯片嵌入式设备。试验结果表明,该模型准确率较高,精确率、召回率、mAP_(0.5)和mAP_(0.50~0.95)指标分别达到90.1%、81.0%、88.1%和64.9%,而参数量仅需2582737个,可达到单帧图像推理速度9.5 ms,部署在嵌入式设备的推理速度仅需240 ms。该系统兼具高精度与实时性,其轻量化特性和嵌入式兼容性为蓝莓智能采摘机器人的实际应用提供了一种新的方法。 展开更多
关键词 蓝莓 目标检测 成熟度 YOLOv11n k230芯片 采摘机器人
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Effect of Long-Term Application of K Fertilizer and Wheat Straw to Soil on Crop Yield and Soil K Under Different Planting Systems 被引量:26
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作者 TAN De-shui JIN Ji-yun +2 位作者 HUANG Shao-wen LI Shu-tian HE Ping 《Agricultural Sciences in China》 CAS CSCD 2007年第2期200-207,共8页
Effect of application of K fertilizer and wheat straw to soil on crop yield and status of soil K in the plough layer under different planting systems was studied.The experiments on long-term application of K fertilize... Effect of application of K fertilizer and wheat straw to soil on crop yield and status of soil K in the plough layer under different planting systems was studied.The experiments on long-term application of K fertilizer and wheat straw to soil in Hebei fluvo aquic soil and Shanxi brown soil in northern China were begun in 1992.The results showed that K fertilizer and straw could improve the yields of wheat and maize with the order of NPK+St〉NPK〉NP+St〉NP,and treatment of K fertilizer made a significant difference to NP,and the efficiency of K fertilizer in maize was higher than in wheat under rotation system of Hebei.In contrast with Shanxi,the wastage of soil potassium was a more serious issue in the rotation system in Hebei,only treatment of NPK+St showed a surplus of potassium and the others showed a wane.K fertilizer and straw could improve the content of water-soluble K,nonspecifically adsorbed K,non-exchangeable K,mineral K,and total K in contrast to NP;however,K fertilizer and straw reduce the proportion of mineral K and improve proportion of other forms of potassium in the two locating sites.Compared with the beginning of orientation,temporal variability character of soil K content and proportion showed a difference between the two soil types;furthermore,there was a decrease in the content of mineral K and total K simultaneously in the two locating sites.As a whole,the effect of K fertilizer applied to soil directly excelled to wheat straw to soil.Wheat straw to soil was an effective measure to complement potassium to increase crop yield and retard the decrease of soil K. 展开更多
关键词 different planting systems long-term application of k fertilizer wheat straw to soil crop yield soil k
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Existence of Al2F-7^- in molten MF–AlF3(M = K, Cs) systems as determined by Raman spectroscopy and structural simulation 被引量:5
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作者 Ming Lin Xianwei Hu +3 位作者 Zhongning Shi Bingliang Gao Jiangyu Yu Zhaowen Wang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2020年第5期19-23,共5页
The molten mixtures of alkali metal fluorides and aluminum fluoride are applied as aluminum electrolytes or brazing fluxes.However,the presence of Al2F-7^-in such molten systems is disputed.In the present study,MF-AlF... The molten mixtures of alkali metal fluorides and aluminum fluoride are applied as aluminum electrolytes or brazing fluxes.However,the presence of Al2F-7^-in such molten systems is disputed.In the present study,MF-AlF3(M=K,Cs)systems with molar ratios<1 were studied by in-situ Raman spectroscopy and molecular simulation.The results show that,in addition to AlF6^(3-),AlF5^(2-),and AlF4^-,the systems also contained Al2F-7^-.The characteristic bands in the Raman spectra belonging to Al2F-7^-were located at about 225 cm^-1,315 cm^-1,479 cm^-1,and 720 cm^-1.There are two possible structures of Al2F-7^-,which belong to the D3d and D3hpoint groups.Both of these structures are linear,and their single-point energies were found to differ by only 0.31 kcal/mol. 展开更多
关键词 MF-AlF3(M=k Cs)systems Raman spectroscopy STRUCTURAL SIMULATIOn Al2F7^- Ionic structure
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Reliability Analysis for the Competing Failure with Probabilistic Failure Threshold Value and Its Application to the k-out-of-n Systems 被引量:4
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作者 袁容 李海庆 +1 位作者 何俐萍 高会英 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第4期500-507,共8页
A method for reliability analysis of the competing failure with the probabilistic failure threshold value not the fixed threshold value is presented, which involves the random shocks and the degradation is independent... A method for reliability analysis of the competing failure with the probabilistic failure threshold value not the fixed threshold value is presented, which involves the random shocks and the degradation is independent and dependent respectively. Specifically, for the dependent condition, the effect due to the random shocks on the degradation is considered with a damage factor. In addition, the dependent competing failure model is applied to the reliability analysis of the k-out-of-n systems. Finally, two studied cases are presented to illustrate the proposed method, and the results show the proposed method is reasonable. 展开更多
关键词 competing failure random shocks DEGRADATIOn probabilistic failure threshold k-out-of-n systems
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Output-feedback Control for a Class of Uncertain Nonlinear Systems with Linearly Unmeasured States Dependent Growth 被引量:10
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作者 SHANG Fang LIU Yun-Gang 《自动化学报》 EI CSCD 北大核心 2009年第3期272-280,共9页
关键词 非线性系统 稳定性 不可测量 计算机控制
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Exact Failure Probability Formula for Strict Consecutive-k-out-of-n : F Systems with Homogeneous Markov Dependence
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作者 Ge Guangping(Shanghai University) Wang Wenyi(Shijiazhuang Railway Institute) 《Advances in Manufacturing》 SCIE CAS 1998年第1期25-26,29,共3页
An exact formula is presented for calculating the failure probability of strict consecutive k out of n:F systems with homogeneous Markov dependence
关键词 strict consecutive k out of n:F systems homogeneous markov dependence
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Adaptive Output-feedback Stabilization for a Class of Uncertain Nonlinear Systems 被引量:5
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作者 SHANG Fang LIU Yun-Gang 《自动化学报》 EI CSCD 北大核心 2010年第1期92-100,共9页
关键词 控制器 非线性 控制系数 增长速度
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Projected Runge-Kutta methods for constrained Hamiltonian systems 被引量:4
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作者 Yi WEI Zichen DENG +1 位作者 Qingjun LI Bo WANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2016年第8期1077-1094,共18页
Projected Runge-Kutta (R-K) methods for constrained Hamiltonian systems are proposed. Dynamic equations of the systems, which are index-3 differential-algebraic equations (DAEs) in the Heisenberg form, are establi... Projected Runge-Kutta (R-K) methods for constrained Hamiltonian systems are proposed. Dynamic equations of the systems, which are index-3 differential-algebraic equations (DAEs) in the Heisenberg form, are established under the framework of Lagrangian multipliers. R-K methods combined with the technique of projections are then used to solve the DAEs. The basic idea of projections is to eliminate the constraint violations at the position, velocity, and acceleration levels, and to preserve the total energy of constrained Hamiltonian systems by correcting variables of the position, velocity, acceleration, and energy. Numerical results confirm the validity and show the high precision of the proposed method in preserving three levels of constraints and total energy compared with results reported in the literature. 展开更多
关键词 projected Runge-kutta (R-k method differential-algebraic equation(DAE) constrained Hamiltonian system energy and constraint preservation constraint violation
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Adaptive Fuzzy Backstepping Output Feedback Control of Nonlinear Time-delay Systems with Unknown High-frequency Gain Sign 被引量:1
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作者 Chang-Liang Liu Shao-Cheng Tong +1 位作者 Yong-Ming Li Yuan-Qing Xia 《International Journal of Automation and computing》 EI 2011年第1期14-22,共9页
In this paper, an adaptive fuzzy robust feedback control approach is proposed for a class of single-input and singleoutput (SISO) strict-feedback nonlinear systems with unknown nonlinear functions, time delays, unkn... In this paper, an adaptive fuzzy robust feedback control approach is proposed for a class of single-input and singleoutput (SISO) strict-feedback nonlinear systems with unknown nonlinear functions, time delays, unknown high-frequency gain sign, and without the measurements of the states. In the backstepping recursive design, fuzzy logic systems are employed to approximate the unknown smooth nonlinear functions, K-filters is designed to estimate the unmeasured states, and Nussbaum gain functions are introduced to solve the problem of unknown sign of high-frequency gain. By combining adaptive fuzzy control theory and adaptive backstepping design, a stable adaptive fuzzy output feedback control scheme is developed. It has been proven that the proposed adaptive fuzzy robust control approach can guarantee that all the signals of the closed-loop system are uniformly ultimately bounded and the tracking error can converge to a small neighborhood of the origin by appropriately choosing design parameters. Simulation results have shown the effectiveness of the proposed method. 展开更多
关键词 nonlinear systems adaptive fuzzy control time-delay high-frequency gain sign BACkSTEPPInG k-filters stability.
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Optimization of Linear Consecutive-k-Out-of-n Systems with Birnbaum Importance Based Ant Colony Optimization Algorithm
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作者 WANG Wei CAI Zhiqiang +1 位作者 ZHAO Jiangbin SI Shubin 《Journal of Shanghai Jiaotong university(Science)》 EI 2020年第2期253-260,共8页
The linear consecutive-k-out-of-n:failure(good)(Lin/Con/k/n:F(G))system consists of n interchangeable components that have different reliabilities.These components are arranged in a line path and different component a... The linear consecutive-k-out-of-n:failure(good)(Lin/Con/k/n:F(G))system consists of n interchangeable components that have different reliabilities.These components are arranged in a line path and different component assignments change the system reliability.The optimization of Lin/Con/k/n:F(G)system is to find an optimal component assignment to maximize the system reliability.As the number of components increases,the computation time for this problem increases considerably.In this paper,we propose a Birnbaum importance-based ant colony optimization(BIACO)algorithm to obtain quasi optimal assignments for such problems.We compare its performance using the Birnbaum importance based two-stage approach(BITA)and Birnbaum importancebased genetic local search(BIGLS)algorithm from previous researches.The experimental results show that the BIACO algorithm has a good performance in the optimization of Lin/Con/k/n:F(G)system. 展开更多
关键词 LInEAR consecutive-k-out-of-n:failure(good)(Lin/Con/k/n:F(G))system ant COLOnY optimization(ACO)algorithm OPTIMIZATIOn Birnbaum importance(BI)
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改进N-K模型在装配式建筑施工安全风险耦合分析中的应用 被引量:4
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作者 杨文安 徐碧琴 言雨欣 《安全与环境学报》 北大核心 2025年第6期2092-2103,共12页
为了识别装配式建筑施工的关键安全风险因素,并探究安全风险因素间的耦合机制,构建改进N-K模型对装配式建筑施工安全风险进行耦合分析。首先,在现场访谈、专家咨询、政策整理及文献分析的基础上,利用扎根理论建立安全风险指标体系;其次... 为了识别装配式建筑施工的关键安全风险因素,并探究安全风险因素间的耦合机制,构建改进N-K模型对装配式建筑施工安全风险进行耦合分析。首先,在现场访谈、专家咨询、政策整理及文献分析的基础上,利用扎根理论建立安全风险指标体系;其次,运用决策试验与评估实验法(Decision-Making Trial and Evaluation Laboratory, DEMATEL)与熵权法计算主客观权重,基于博弈论组合赋权计算指标综合权重,并以权重替代传统耦合模型中的概率;最后,运用工程实例论证改进N-K模型在装配式建筑施工安全风险因素耦合分析中的适用性及可靠性。结果表明,人员安全意识、现场施工安全管理水平及人员不规范行为是关键安全风险因素,人员因素与管理因素对风险耦合影响较大且五重风险因素的耦合值最大,应重点管控关键安全风险因素,避免多因素风险耦合。 展开更多
关键词 安全工程 装配式建筑 改进n-k模型 博弈论 风险耦合
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基于N-K和SNA的高层住宅火灾事故风险因素分析及控制 被引量:2
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作者 武乾 杨建宏 徐树文 《防灾减灾工程学报》 北大核心 2025年第1期128-136,178,共10页
高层住宅火灾安全防控是一个复杂系统问题,从系统层面确定其风险耦合形式及关键风险因素对提升我国高层住宅消防安全水平具有重要意义。为分析高层住宅火灾事故风险因素并提出防控策略,通过收集2015~2023年我国发生的162起高层住宅火灾... 高层住宅火灾安全防控是一个复杂系统问题,从系统层面确定其风险耦合形式及关键风险因素对提升我国高层住宅消防安全水平具有重要意义。为分析高层住宅火灾事故风险因素并提出防控策略,通过收集2015~2023年我国发生的162起高层住宅火灾较大事故案例,结合专家访谈和已有的事故致因分类模型,将高层住宅火灾事故风险因素分为5类一级风险因素和26个二级风险因素;基于N-K模型求解出风险因素耦合值,将风险耦合形式量化并进行耦合致险性评价;利用社会网络分析(Social Network Analysis,SNA)可视化风险因素间的作用关系,分析其中心度和可达性,挖掘出风险因素的发展态势和诱发其他风险因素出现的可能性;结合N-K和SNA对各风险节点的出度进行修正,确定高层住宅火灾事故的关键风险因素。结果表明:多风险因素耦合导致事故发生的概率较大;火灾事故的起因在较大程度上是居民方的原因,开发商、物业、社区、监管单位四方的风险易使灾情扩大、程度升级;防控开发商-监管单位两风险因素耦合可有效避免事故发生;开发商、社区、监管单位风险因素的出现易连通各风险节点,引发耦合效应;从开发商、物业、社区及监管单位角度出发进行防控是重点。 展开更多
关键词 安全工程 高层住宅 火灾事故 n-k模型 社会网络分析 风险耦合
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A Generalized Symbolic Thomas Algorithm for Solving Doubly Bordered <i>k</i>-Tridiagonal Linear Systems
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作者 Nermeen Shehab Moawwad El-Mikkawy Mohammed El-Shehawy 《Journal of Applied Mathematics and Physics》 2015年第9期1199-1206,共8页
In the current paper, the authors present a symbolic algorithm for solving doubly bordered k-tridiagonal linear system having n equations and n unknowns. The proposed algorithm is derived by using partition together w... In the current paper, the authors present a symbolic algorithm for solving doubly bordered k-tridiagonal linear system having n equations and n unknowns. The proposed algorithm is derived by using partition together with UL factorization. The cost of the algorithm is O(n). The algorithm is implemented using the computer algebra system, MAPLE. Some illustrative examples are given. 展开更多
关键词 DOUBLY Bordered k-Tridiagonal Matrix UL FACTORIZATIOn DETGDBTRI ALGORITHM Thomas ALGORITHM Computer Algebra systems (CAS)
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Effects of N,P and K Amounts on Yield Traits of Wheat in Wheat-cotton Intercropping System
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作者 王树林 祁虹 +4 位作者 王燕 张谦 冯国艺 林永增 梁青龙 《Agricultural Science & Technology》 CAS 2016年第7期1645-1647,1670,共4页
[Objective] This study was conducted to investigate the demands for N, P and K by wheat in wheat cotton intercropping system in high-fertility field of Hebei Province. [Method] The experiment adopted randomized block ... [Objective] This study was conducted to investigate the demands for N, P and K by wheat in wheat cotton intercropping system in high-fertility field of Hebei Province. [Method] The experiment adopted randomized block arrangement. Five treatments (0, 75, 150, 225 and 300 kg/hm2) were designed for N, P and K. Wheat tillering, ear number, yield and yield components were investigated. [Result] Wheat yield increased significantly with the application of N fertilizer. The number of ears per unit area, number of grains per ear, 1 000-grain weight and yield were im- proved with N increasing. P fertilizer improved wheat yield at a certain degree, but K had no effect on wheat yield. ]Conclusion] The optimum fertilization for wheat-cot- ton intercropping system was N at 225-300 kg/hm2 and P2Os at 150 kg/hm2; and there is no need to apply K. 展开更多
关键词 Wheat-cotton Intercropping system n P and k WHEAT YIELD
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装配式建筑施工安全风险因素耦合分析:N-K修正复杂网络
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作者 窦玉丹 闫学涯 《安全与环境学报》 北大核心 2025年第9期3425-3435,共11页
为定量揭示装配式建筑施工安全风险特性,识别关键风险因素并实现对事故的主动干预,基于N-K模型修正的复杂网络进行风险耦合分析。首先,收集国内外407起事故案例,结合事故致因理论识别出4个子系统与23个风险因素。然后,在宏观角度上通过... 为定量揭示装配式建筑施工安全风险特性,识别关键风险因素并实现对事故的主动干预,基于N-K模型修正的复杂网络进行风险耦合分析。首先,收集国内外407起事故案例,结合事故致因理论识别出4个子系统与23个风险因素。然后,在宏观角度上通过N-K模型分析不同系统间的风险耦合情况,计算风险耦合信息值;在微观角度通过Apriori算法定量挖掘频繁项集,揭示因素间的潜在关联关系,并构建风险因素的复杂网络。最后,基于节点中心度分析与可达性分析,探究风险因素的作用机制,将N-K模型计算值作为权重值,对节点接近中心度值进行耦合修正,识别关键风险因素,并提出针对性的干预建议。结果表明:环-管系统间存在较强的耦合作用,显著增加装配式建筑施工安全事故风险发生的可能性。干预“管理失效”与“人的不安全行为”维度中相关因素有助于减少风险事故发生。同时,现场信息沟通、交叉作业安全和施工自然环境等是导致事故发生的关键因素,需重点防范。 展开更多
关键词 安全工程 装配式建筑 风险因素 n-k模型 复杂网络 耦合分析
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融合N-K-DBN模型的船舶自沉事故风险因素动态耦合分析
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作者 崔秀芳 曾杰熙 +1 位作者 邵志鹏 安楠楠 《安全与环境学报》 北大核心 2025年第6期2080-2091,共12页
我国海上事故频发,当多个风险因素动态耦合时易超系统阈值导致船舶自沉事故,造成人员伤亡、经济损失和环境危害。因此,有必要定量分析影响船舶自沉风险演化特征之间的动态耦合关系,以识别造成事故的关键因素。采用N-K模型和动态贝叶斯网... 我国海上事故频发,当多个风险因素动态耦合时易超系统阈值导致船舶自沉事故,造成人员伤亡、经济损失和环境危害。因此,有必要定量分析影响船舶自沉风险演化特征之间的动态耦合关系,以识别造成事故的关键因素。采用N-K模型和动态贝叶斯网络(Dynamic Bayesian Network, DBN)研究船舶自沉风险因素的动态耦合特性,通过文本挖掘技术分析中国海事局(CMSA)公布的146起船舶自沉事故报告,对风险因素进行分类并探究其耦合机制。首先,利用N-K模型量化各风险因素间的耦合度和关系;然后,利用贝叶斯网络(BN)模型在N-K模型基础上进一步量化和优化了耦合风险,减少其主观性;最后,在BN结构上加入时间序列建立N-K-DBN风险动态耦合模型,通过风险概率分析、敏感性分析、正向推理、反向诊断和不确定性分析等,确定影响动态风险关联性的关键因素及催化因素,实现对航行中耦合风险的动态控制,并提出风险管理策略和防范措施,以提升海上安全。结果表明:船舶自沉事故的发生与耦合值呈正相关,耦合因素越多风险值越高,耦合相互作用越强。事故初期,人为因素和管理因素是船舶自沉事件的关键致因,其交叉耦合时风险更为显著。随着时间推移,船舶因素对事故的影响逐渐提高,更易与人为因素发生交叉耦合导致动态风险增强,而恶劣气象是触发船舶与其他因素耦合的催化因素,易诱发多因素的交叉耦合风险,导致事故发生概率增大。通过研究识别出安全意识淡薄、公司管理不到位、船舶故障、船舶不适航、船舶管理不当和公司未履责等是引发自沉事故的关键动态风险耦合因素,以及恶劣气象这一重要的动态风险耦合催化因素,这些因素须受到高度重视并对它们采取相应防范措施。 展开更多
关键词 安全工程 船舶自沉事故 n-k模型 动态贝叶斯网络 风险动态耦合分析
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基于K-means算法的通信系统安全防御方法
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作者 闫卫刚 《兵工自动化》 北大核心 2025年第5期47-51,共5页
为提升通信系统入侵检测性能,在K-means算法基础上进行算法优化。针对网络数据特征聚类数量无法提前估计问题,提出K值有效性指标来确定聚类数量和评测聚类质量,同时考虑各类簇特征对聚类的影响,利用特征加权距离考虑类内紧密型和类间的... 为提升通信系统入侵检测性能,在K-means算法基础上进行算法优化。针对网络数据特征聚类数量无法提前估计问题,提出K值有效性指标来确定聚类数量和评测聚类质量,同时考虑各类簇特征对聚类的影响,利用特征加权距离考虑类内紧密型和类间的分离性,依此作为聚类中心点。实验结果表明:改进K-means入侵检测算法具有更优的检测率和误报率,能有效提升系统安全防御质量。 展开更多
关键词 k-MEAnS算法 通信系统 网络攻击 检测率
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具有共享部件的加权n中取k:G系统可靠性建模与计算
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作者 董庆来 侯乐 《延安大学学报(自然科学版)》 2025年第2期16-22,共7页
以加权n中取k系统为基础,构建了具有共享部件的线形和圈形加权n中取k:G系统可靠性模型,给出了系统可靠度计算公式。在该模型中,首先考虑系统包括多个子系统且相邻子系统之间共享多个部件,共享部件影响与它相邻的两个子系统,通过对共享... 以加权n中取k系统为基础,构建了具有共享部件的线形和圈形加权n中取k:G系统可靠性模型,给出了系统可靠度计算公式。在该模型中,首先考虑系统包括多个子系统且相邻子系统之间共享多个部件,共享部件影响与它相邻的两个子系统,通过对共享区域进行分割,利用通用生成函数法和不交化和法,进而确定了每个不相交事件下系统的可靠度计算公式,将所有不相交事件下的系统可靠度进行求和,得到线形系统的可靠度计算公式;再基于将圈形系统“切割”为线形系统的思想,得到圈形系统的可靠度计算公式;最后,利用数值算例验证了该模型的有效性。研究结果扩展了加权k系统的研究。 展开更多
关键词 加权k系统 系统可靠性 共享部件
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基于PE-KNN算法驱动的DCCS仿真系统评估模型及应用研究
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作者 邱生敏 李慧勇 +2 位作者 吴亮 张晓声 孙焜 《国外电子测量技术》 2025年第10期121-126,共6页
针对任务需求复杂、外界干扰性强等问题导致的电网调度指挥控制系统在运行过程中控制精度低、稳定性弱的问题,提出一种基于排列熵和K最近邻(Permutation Entropy-K-Nearest Neighbor,PE-KNN)算法的评估模型,通过评估结果不断调整仿真系... 针对任务需求复杂、外界干扰性强等问题导致的电网调度指挥控制系统在运行过程中控制精度低、稳定性弱的问题,提出一种基于排列熵和K最近邻(Permutation Entropy-K-Nearest Neighbor,PE-KNN)算法的评估模型,通过评估结果不断调整仿真系统的控制精度和稳定性,以对其进行优化。先对评估模型的性能进行分析,再对优化后仿真系统的性能进行分析。研究结果表明,评估模型准确率能够达到98.6%,评估耗时仅需2.1 s;根据评估结果调整后,仿真系统的控制精度提高了21.25%,系统在不同场景的控制精度均能够达到94.5%,具有较强的稳定性。因此,方法能够提升调度指挥系统的稳定性和控制精度,为系统的优化与改进提供技术支持。 展开更多
关键词 调度指挥控制系统 排列熵 k最近邻 评估模型
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