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Quality-guaranteed Dubins Path Planning for USV Based on Mixed-integer Piecewise linear Programming for Addressing the Extended Minimum-time Intercept Problem
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作者 Xing Zhou Kelin Zhu +3 位作者 Shuang Liu Zhaoqing Li Wenxin Zhang Kang Du 《哈尔滨工程大学学报(英文版)》 2026年第1期216-227,共12页
During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive... During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive distance)to a moving target as quickly as possible,resulting in the extended minimum-time intercept problem(EMTIP).Existing research has primarily focused on the zero-distance intercept problem,MTIP,establishing the necessary or sufficient conditions for MTIP optimality,and utilizing analytic algorithms,such as root-finding algorithms,to calculate the optimal solutions.However,these approaches depend heavily on the properties of the analytic algorithm,making them inapplicable when problem settings change,such as in the case of a positive effective range or complicated target motions outside uniform rectilinear motion.In this study,an approach employing a high-accuracy and quality-guaranteed mixed-integer piecewise-linear program(QG-PWL)is proposed for the EMTIP.This program can accommodate different effective interception ranges and complicated target motions(variable velocity or complicated trajectories).The high accuracy and quality guarantees of QG-PWL originate from elegant strategies such as piecewise linearization and other developed operation strategies.The approximate error in the intercept path length is proved to be bounded to h^(2)/(4√2),where h is the piecewise length. 展开更多
关键词 Minimum-time intercept problem Dubins vehicle mixed-integer piecewise-linear program linearIZATION Approximate error trigonometric function USV
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Linear-in-Parameter Models Based on Parsimonious Genetic Programming Algorithm and Its Application to Aero-Engine Start Modeling 被引量:3
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作者 李应红 尉询楷 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2006年第4期295-303,共9页
A novel Parsimonious Genetic Programming (PGP) algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditio... A novel Parsimonious Genetic Programming (PGP) algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditional Genetic Programming(GP) is used to generate the nonlinear input-output models that are represented in a binary tree structure; then, the Orthogonal Least Squares algorithm (OLS) is used to estimate the contribution of the branches of the tree (refer to basic function term that cannot be decomposed anymore according to special rule) to the accuracy of the model, which contributes to eliminate complex redundant subtrees and enhance GP's convergence speed; and finally, a simple, reliable and exact linear-in-parameter nonlinear model via GP evolution is obtained. The real aero-engine start process test data simulation and the comparisons with Support Vector Machines (SVM) validate that the proposed method can generate more applicable, interpretable models and achieve comparable, even superior results to SVM. 展开更多
关键词 aerospace propulsion system linear-in-parameter nonlinear model Parsimonious Genetic programming (PGP) aero-engine dynamic start model
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Max-plus-linear model-based predictive control for constrained hybrid systems: linear programming solution
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作者 Yuanyuan ZOU Shaoyuan LI 《控制理论与应用(英文版)》 EI 2007年第1期71-76,共6页
In this paper, a linear programming method is proposed to solve model predictive control for a class of hybrid systems. Firstly, using the (max, +) algebra, a typical subclass of hybrid systems called max-plus-line... In this paper, a linear programming method is proposed to solve model predictive control for a class of hybrid systems. Firstly, using the (max, +) algebra, a typical subclass of hybrid systems called max-plus-linear (MPL) systems is obtained. And then, model predictive control (MPC) framework is extended to MPL systems. In general, the nonlinear optimization approach or extended linear complementarity problem (ELCP) were applied to solve the MPL-MPC optimization problem. A new optimization method based on canonical forms for max-min-plus-scaling (MMPS) functions (using the operations maximization, minimization, addition and scalar multiplication) with linear constraints on the inputs is presented. The proposed approach consists in solving several linear programming problems and is more efficient than nonlinear optimization. The validity of the algorithm is illustrated by an example. 展开更多
关键词 Hybrid systems Max-plus-linear systems model predictive control Canonical form Max-min-plus- scaling function linear programming
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A Weighted Goal Programming Model for the DASH Diet Problem: Comparison with the Linear Programming DASH Diet Model
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作者 Anayo Charles Iwuji Emeka Uchendu Agwu 《American Journal of Operations Research》 2017年第5期307-322,共16页
A Linear Programming DASH diet model for persons with hypertension has previously been formulated and daily minimum cost diet plans that satisfy the DASH diets’ tolerable intake level of the nutrients for 1500 mg a d... A Linear Programming DASH diet model for persons with hypertension has previously been formulated and daily minimum cost diet plans that satisfy the DASH diets’ tolerable intake level of the nutrients for 1500 mg a day Sodium level and different daily calorie levels were obtained using sample foods from the DASH diet eating plan chart. But the limitation in the use of linear programming model in selecting diet plans to meet specific nutritional requirements which normally results in the oversupply of certain nutrients was evident in the linear programming DASH diet plan obtained as the nutrient level of the diet plans obtained had wide deviations of from the DASH diets’ tolerable upper and lower intake level for the given calorie and sodium levels. Hence the need for a model that gives diet plans with minimized nutrients’ level deviations from the DASH diets’ tolerable intake level for different daily calorie and sodium level at desired cost. A weighted Goal Programming DASH diet model that minimizes the daily cost of the DASH eating plan as well as deviations of the diets’ nutrients content from the DASH diet’s tolerable intake levels is hereby presented in this work. The formulated weighted goal programming DASH diet model is further illustrated using chosen sample foods from the DASH food chart as used in the work on the linear programming DASH diet model for a 1500 mg sodium level and 2000 calories a day diet plan as well as for 1800, 2200, 2400, 2600, 2800 and 3000 daily calorie levels. A comparison of the DASH nutrients’ composition of the weighted Goal Programming DASH diet plans and those of the linear programming DASH diet plans were carried out at this sodium level and the different daily calorie levels. It was evident from the results of the comparison that the weighted goal programming DASH diet plans has minimized deviations from the DASH diet’s tolerable intake levels than those of the linear programming DASH diet plans. 展开更多
关键词 DASH (Dietary Approaches to Stop Hypertension) DIET model HYPERTENSION DIET model Minimum Nutrient Deviation DIET Plan WEIGHTED GOAL programMING DIET model linear and GOAL programMING Comparison
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Linear Programs in Cost Accounting: A Linear Cost Model
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作者 Gurhan Uysal 《Journal of Modern Accounting and Auditing》 2014年第1期55-58,共4页
This paper aims to find unit cost of a product for firms. It establishes a linear cost model to find unit cost. Linear goal programs assume a direct relationship between independent variable and dependent variable. De... This paper aims to find unit cost of a product for firms. It establishes a linear cost model to find unit cost. Linear goal programs assume a direct relationship between independent variable and dependent variable. Dependent variable of linear model is unit cost. Independent variables are cost accounting variables. They are supply cost, labor cost, and administration cost. This study assumes a direct relationship between supply-labor-administration costs and unit cost. Therefore, it establishes a linear cost model. The major research question of this study is to apply linear goal programming to cost accounting. The goal of this linear program is to find unit cost of product. This study uses quantitative method and human capital method. The main research result is linear costing model itself. 展开更多
关键词 linear programs cost accounting unit cost linear cost model
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Application of Linear Programming Model to Refugee Migrating Problem
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作者 Chongyu Jiang Xiaorong Li Yandong Li 《Journal of Applied Mathematics and Physics》 2016年第5期967-977,共11页
The refugee immigration problem can be considered as a special “transportation problem”. Linear Programming Model is built, where two objectives with weight in the objective function, for the shortest routes that th... The refugee immigration problem can be considered as a special “transportation problem”. Linear Programming Model is built, where two objectives with weight in the objective function, for the shortest routes that the refugees go along and the minimum number of refugees stayed in each country. An example of EU is introduced and calculated on Lingo software. The results show that the model is available to solve the refugee immigration problem in different scale. 展开更多
关键词 REFUGEE linear programming model Optimal Solution
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Approximate Solutions for a Class of Fractional-Order Model of HIV Infection via Linear Programming Problem
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作者 Samaneh Soradi Zeid Mostafa Yousefi Ali Vahidian Kamyad 《American Journal of Computational Mathematics》 2016年第2期141-152,共12页
In this paper, we provide a new approach to solve approximately a system of fractional differential equations (FDEs). We extend this approach for approximately solving a fractional-order differential equation model of... In this paper, we provide a new approach to solve approximately a system of fractional differential equations (FDEs). We extend this approach for approximately solving a fractional-order differential equation model of HIV infection of CD4<sup>+</sup>T cells with therapy effect. The fractional derivative in our approach is in the sense of Riemann-Liouville. To solve the problem, we reduce the system of FDE to a discrete optimization problem. By obtaining the optimal solutions of new problem by minimization the total errors, we obtain the approximate solution of the original problem. The numerical solutions obtained from the proposed approach indicate that our approximation is easy to implement and accurate when it is applied to a systems of FDEs. 展开更多
关键词 Riemann-Liouville Derivative Fractional HIV model Optimization linear programming Discritezation
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Managing Tourism Development in the Dutch City of Utrecht using a Linear Programming Model of the Tourist Carrying Capacity
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作者 让·范·德·博格 《全球城市研究(中英文)》 2021年第3期13-26,F0002,186,187,共17页
As one part of the Landstad International Metropolitan Area,Utrecht has become known as one of the best tourist destinations in recent years,with the rapid growth of worldwide travel trends.In this paper,through the a... As one part of the Landstad International Metropolitan Area,Utrecht has become known as one of the best tourist destinations in recent years,with the rapid growth of worldwide travel trends.In this paper,through the adaption of the linear programming model,the paper intends to not only quantify the optimum number of visitors to Utrecht but also formulate a number of policy recommendations based on the reconstruction of this optimum.The paper draws the following conclusions:(1) tourist carrying capacity of Utrecht is not yet exceeded;(2) restrictive accommodation policy does not currently seem necessary;(3) the cultural-historical attractions are not yet optimally used;(4) investing in strategic provisions is currently not necessary.And from the conclusion,the paper further puts forward the following suggestions on the city’s tourism development strategy:(1) to identify "tourist flood plains";(2) to encourage the tourist disclosure of these alternatives;(3) to invest even more explicitly in residential tourism and,where possible,curb day tourism;(4) to introduce a new business model. 展开更多
关键词 Utrecht Tourism Carrying Capacity linear programming model Sustainable Development of Tourism
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Mixed-integer Linear Programming Based Distribution Network Reconfiguration Model Considering Reliability Enhancement
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作者 Junpeng Zhu Yi Zhou +3 位作者 Xiaofeng Dong Li Zhou Qiong Zhu Yue Yuan 《CSEE Journal of Power and Energy Systems》 2025年第3期1336-1346,共11页
With the reform of the power system further deepening,the reliance on electricity and importance attached to the reliable power supply are increasing year by year,and the establishment of a high resilient power system... With the reform of the power system further deepening,the reliance on electricity and importance attached to the reliable power supply are increasing year by year,and the establishment of a high resilient power system has considerable economic,environmental and social benefits.Reconfiguring the network is one of the well-known tactics to enhance reliability.Accordingly,this paper proposes a reconfiguration method of distribution network considering the enhancement of reliability,which reconfigures the network structure both under normal operation conditions and outage scenarios,and considers factors such as power loss,load distribution and voltage quality considered in conventional reconfiguration methods.In this paper,the reliability assessment is integrated into the process of distribution network reconfiguration by using binary variables to represent the operating state of switchable devices.Based on the concept of fictitious fault flows,the reliability indices of distribution network are linearized expressed,and the network loss is reduced by minimizing the voltage deviation.A mixed integer linear programming(MILP)model is established for distribution network reconfiguration problem,which can guarantee the global optimal solution with high solution efficiency.Finally,the applicability and effectiveness of the proposed method are verified by numerical tests on a 54-node test system. 展开更多
关键词 Distribution network reconfiguration fictitious fault flows and mixed-integer linear programming reliability enhancement
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Application of Linear Programming Algorithm in the Optimization of Financial Portfolio of Golden Guinea Breweries Plc, Nigeria
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作者 Emmanuel Nwabueze Ekwonwune Dominic Chukwuemeka Edebatu 《Open Journal of Modelling and Simulation》 2016年第3期93-101,共9页
In this study, Simplex Method, a Linear Programming technique was used to create a mathematical model that optimized the financial portfolio of Golden Guinea Breweries Plc, Nigeria. This work was motivated by the obse... In this study, Simplex Method, a Linear Programming technique was used to create a mathematical model that optimized the financial portfolio of Golden Guinea Breweries Plc, Nigeria. This work was motivated by the observed and anticipated miscalculations which Golden Guinea Breweries was bound to face if appropriate linear programming techniques were not applied in determining the profit level. This study therefore aims at using Simplex Method to create a Mathematical Model that will optimize the production of brewed drinks for Golden Guinea Breweries Plc. The first methodology involved the collection of sample data from the company, analyzed and the relevant coefficients were deployed for the coding of the model. Secondly, the indices collected from the first method were deployed in the software model called PHP simplex, an online software for solving Linear Programming Problem to access the profitability of the organization. The study showed that Linear Programming Model would give a high profit coefficient of N9,190,862,833 when compared with the result obtained from the manual computation which gave a profit coefficient of N7,172,093,375. Also, Bergedoff Lager, Eagle Stout and Bergedoff Malta were found not to contribute to overall profitability of the company and it was therefore recommended that their productions should be discontinued. It also recommends that various quantities of Golden Guinea Lager (1 × 12) and Golden Guinea Lager (1 × 24) should be produced. 展开更多
关键词 OPTIMIZATION linear programming model Products Software linear programming model
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本科人才培养方案的评价模型构建——以国家一流专业自动化为例
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作者 黄绿娥 范洪海 +2 位作者 黄志繁 鄢化彪 吴健 《高教学刊》 2026年第5期38-41,共4页
新时代我国高等教育迈向高质量发展阶段,针对《普通高等学校本科专业类教学质量国家标准》下如何评估高校人才培养方案制定的合理性问题,建立模糊层次分析综合评价模型。首先将人才培养方案对标《国标》细化为三个层次、九项指标,通过... 新时代我国高等教育迈向高质量发展阶段,针对《普通高等学校本科专业类教学质量国家标准》下如何评估高校人才培养方案制定的合理性问题,建立模糊层次分析综合评价模型。首先将人才培养方案对标《国标》细化为三个层次、九项指标,通过抽样统计分析得到各项指标的重要性程度,采用正互反矩阵求取指标权重。通过问卷调查得到不同维度的匹配关系,对匹配关系进行模糊评价得出每项指标与国标的量化匹配度,最后采用线性综合评价法得到对标国标的人才培养方案合理性评价得分。构建的模型对多所高校的国家级一流专业自动化人才培养方案进行验证,其评价得分符合学校教育评估结果,该模型可作为教育教学审核评估中各高校人才培养方案合理性的评价手段,为科学评价人才培养方案质量提供有效方法。 展开更多
关键词 人才培养方案 国家质量标准 本科教育教学审核评估 模糊层次分析模型 线性综合评价 一致性检验
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多源不确定环境下物流中心选址与流量分配问题的区间模糊优化
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作者 葛岩 孙岩 李雪飞 《物流科技》 2026年第3期11-15,41,共6页
以物流网络建设运营总成本最低为目标,研究了三级物流网络中物流中心选址与流量分配问题。考虑到物流优化的提前性,为了提高优化的可靠性,从能力、需求、成本出发,系统规划了物流中心选址与流量分配问题面临的多源不确定性。在采用区间... 以物流网络建设运营总成本最低为目标,研究了三级物流网络中物流中心选址与流量分配问题。考虑到物流优化的提前性,为了提高优化的可靠性,从能力、需求、成本出发,系统规划了物流中心选址与流量分配问题面临的多源不确定性。在采用区间模糊数刻画不确定参数的基础上,构建了问题的区间模糊混合整数线性规划模型,进而对模型进行清晰化处理,使得问题优化可解。同时,清晰化模型引入的满意水平能够衡量物流中心选址与流量分配优化方案的可靠性。文章采用算例验证了优化模型的可行性,分析指出物流中心选址与流量分配优化方案的经济性和可靠性是互相矛盾的,提高优化方案的可靠性必然会导致其总成本的提高。算例进一步定义了区间模糊参数的不确定水平,揭示了降低区间模糊参数的不确定水平能够在保证高可靠性的条件下降低物流中心选址与流量分配优化方案的总成本。 展开更多
关键词 物流中心选址 流量分配 多源不确定性 区间模糊数 线性规划模型 不确定水平
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基于分段线性化建模的城市综合能源系统优化方法
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作者 赵业博 靳森嘉 +4 位作者 李培元 杨力群 唐亮 徐加陵 刘祖明 《西北大学学报(自然科学版)》 北大核心 2026年第1期83-95,共13页
提出了一个针对城市综合能源系统的灵活优化框架,以满足城市的能源需求,降低城市能源系统的碳排放并提升系统的经济效益。①基于能量梯级利用原理构建了包含可再生能源的城市综合能源系统,并考虑设备性能及经济参数受设备容量影响提出... 提出了一个针对城市综合能源系统的灵活优化框架,以满足城市的能源需求,降低城市能源系统的碳排放并提升系统的经济效益。①基于能量梯级利用原理构建了包含可再生能源的城市综合能源系统,并考虑设备性能及经济参数受设备容量影响提出了一种新颖的更具实际意义的分区间高精度建模方法。②从系统建设可行性的角度提出了面向用户端的建设面积因子灵活约束条件,并探讨了面积约束对系统性能的影响。③以最小化系统年度总成本和碳排放为目标,建立集成系统设备选型、容量配置和调度方案的新型混合整数线性规划模型框架,解决城市能源系统优化设计及调度问题。结果显示,与设备不分段建模的基准场景相比,系统的年度总成本降低了59%,温室气体排放量降低了29%,而采用多目标优化平衡系统的综合性能,发现年度总成本节省49%,温室气体排放量减少74%。通过引入分区间高精度建模方法和面向用户端的灵活约束条件,优化了城市综合能源系统的设计调度策略,为实现可持续城市能源管理提供了有效的解决方案。 展开更多
关键词 可再生能源 城市综合能源系统 分段线性化模型 混合整数线性规划 多目标优化
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基于数据驱动的机组组合高效建模方式自适应选择方法
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作者 江贤睿 高倩 杨知方 《电网技术》 北大核心 2026年第2期722-732,I0097-I0101,共16页
机组组合问题的计算效率及其精准性影响电力系统的安全经济运行。高效的建模方式由于在保障最优性的同时提升了求解效率而受到广泛关注。然而,当前研究大多局限于特定边界条件,缺乏对不同建模方式在多变边界条件中求解性能差异的系统性... 机组组合问题的计算效率及其精准性影响电力系统的安全经济运行。高效的建模方式由于在保障最优性的同时提升了求解效率而受到广泛关注。然而,当前研究大多局限于特定边界条件,缺乏对不同建模方式在多变边界条件中求解性能差异的系统性分析,限制了加速算法的实用性。针对上述问题,该文提出一种基于数据驱动的高效建模方式自适应选择框架,系统评估不同建模策略与边界条件之间的匹配关系。首先,构建了4种高效的机组组合建模方式,统计分析了各建模方式在不同系统规模与负荷条件下的求解时间、模型紧凑性与紧密性等性能差异。其次,提出了一种基于决策树的关键特征向量提取方法,辨识影响建模方式选择的案例边界特征。最后,以案例特征为输入,以不同建模方式的求解时间为输出,构建基于多头-残差神经网络的高效建模方式自适应选择方法。算例分析表明,在大型规模系统中,所提方法平均可以提高41.20%的计算效率,对最优建模公式的预测准确率达82.61%,验证了所提方法的有效性。该研究为不同系统下机组组合模型的智能优化策略的选择提供了参考。 展开更多
关键词 机组组合 混合整数线性规划 建模方式 数据驱动 自适应优选
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Mathematical Model and Simulation of Harmful Invasive Plant Control
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作者 马庆功 杨波 《Agricultural Science & Technology》 CAS 2014年第12期2057-2063,共7页
Plant invasion refers to the phenomenon that some plants grow too fast due to they are far away from the original living environment or predators, affecting the local environment. With the development of tourism and t... Plant invasion refers to the phenomenon that some plants grow too fast due to they are far away from the original living environment or predators, affecting the local environment. With the development of tourism and trade, the harm caused by invasive plants will be more and more serious. Therefore, it is necessary to ex- plore an effective method for controlling plant invasion through qualitative and quan- titative research. In this paper, the models were established for the early and late harmful plant invasion control. The huge computation was completed by the com- puter programming to obtain the optimal solutions of the models. The real meaning of the optimal solution was further discussed. Through numerical simulations and discussion, it could be concluded that the quantitative research on the invasive plant control had a certain application value. 展开更多
关键词 Invasive plant linear programming model Logistic model Pontryagin minimum principle Numerical simulation
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预储模式下备件供应保障链路建模及仿真
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作者 汤念 易谋 +1 位作者 周辉峰 任青山 《计算机时代》 2026年第1期1-5,共5页
备件供应保障是装备作战的前提和基础,本文针对战时备件供应保障中前方保障点如何选择、后方仓库如何对前方保障点进行备件预储以及如何实施快速保障等全链路设计问题,通过建立保障方案矩阵和预储方案矩阵,充分考虑备件需求数量、备件... 备件供应保障是装备作战的前提和基础,本文针对战时备件供应保障中前方保障点如何选择、后方仓库如何对前方保障点进行备件预储以及如何实施快速保障等全链路设计问题,通过建立保障方案矩阵和预储方案矩阵,充分考虑备件需求数量、备件收发链路、保障点仓库容量、预储保障点个数等约束条件,以供应保障任务完成时间最短为目标函数构建线性规划数学模型,并结合实例开展仿真验证分析。实验结果表明,该算法能得到合理的结果,验证了模型的有效性,为现代装备备件的供应保障提供了一定参考。 展开更多
关键词 备件供应 备件预储 供应保障 保障链路 线性规划 建模仿真
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基于改进线性回归与动态交换流分析的输电线损预测
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作者 李安 吕道鑫 +2 位作者 李吉侗 王建英 赵志文 《科技风》 2026年第6期81-83,共3页
不准确的线损预测会导致输电系统产生额外调节成本,以弥补此类损耗。本文提出一种线损预测模型设计,可有效降低因预测偏差导致的额外成本。该模型基于电力需求、供应、可再生能源发电及区域交换流的预测数据,逐区域预测次日线损。通过... 不准确的线损预测会导致输电系统产生额外调节成本,以弥补此类损耗。本文提出一种线损预测模型设计,可有效降低因预测偏差导致的额外成本。该模型基于电力需求、供应、可再生能源发电及区域交换流的预测数据,逐区域预测次日线损。通过线性回归分析提取线损关联因子(线损率),可以显著提升预测的准确性与精确度,模型输入数据除未来区域交换流外均可直接从电力交易市场获取,其中未来交换流通过构建优化问题并采用线性规划方法进行预测。本文通过以某地区某年数据为样本的仿真验证了模型的性能,旨在为相关研究提供参考。 展开更多
关键词 交换流建模 线损预测 线性规划 线损率 回归分析
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基于既有铁路运行图的市域列车加线方法研究
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作者 张宇 汤杰 《现代城市轨道交通》 2026年第1期106-111,共6页
为合理利用既有铁路资源开行市域列车,在保障市域列车服务频率的同时减少加线列车对既有运行图的影响,以既有铁路运行图为基础,通过事件活动图构建运行图的抽象化拓扑结构,分析总结市域列车加线要点。研究构建多目标线性规划模型,以最... 为合理利用既有铁路资源开行市域列车,在保障市域列车服务频率的同时减少加线列车对既有运行图的影响,以既有铁路运行图为基础,通过事件活动图构建运行图的抽象化拓扑结构,分析总结市域列车加线要点。研究构建多目标线性规划模型,以最大化市域列车开行数量、最小化既有列车调整时间为目标,以列车区间运行时间、停站时间及安全间隔等为约束,实现基于既有铁路运行图的市域列车加线优化。以杭甬铁路宁波至绍兴段为研究对象,开展不同场景下的算例分析,结果表明,该模型可在有效控制既有列车调整幅度的基础上,实现市域列车加线问题的求解,对相关部门利用既有铁路开行市域列车的运营决策具有重要指导意义。 展开更多
关键词 市域列车 运行图 多目标线性规划 加线模型 事件活动图
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考虑AI大模型的多维网络安全度量及主动防御策略
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作者 徐胜超 蒋大锐 吕峻闽 《计算机技术与发展》 2026年第3期215-220,F0003,共7页
利用单一维度表征网络安全状态的参量进行度量时,参量的畸变会引起度量误差,导致生成的防御策略难以保障攻击场景下网络的安全。为此,论文引入AI大模型对多维网络安全进行度量,并生成主动防御策略。从主机状态和网络状态两个角度出发,在... 利用单一维度表征网络安全状态的参量进行度量时,参量的畸变会引起度量误差,导致生成的防御策略难以保障攻击场景下网络的安全。为此,论文引入AI大模型对多维网络安全进行度量,并生成主动防御策略。从主机状态和网络状态两个角度出发,在7个维度上对表征网络安全状态的参量进行量化,并拟合权重输出网络安全度量结果,避免了单一维度参量畸变引起的度量误差。利用整数线性规划的方式对网络切片进行部署时,将安全度量值最大值化作为目标函数,在AI大模型下更新网络切片迁移结果,直至目标函数达到收敛,输出主动防御策略。仿真结果中,设计技术在实现对网络安全状态准确度量的基础上,生成的主动防御策略能够有效降低攻击的成功率,攻击类型为数据泄露时,该方法的主动防御策略生成耗时仅为21 ms,节点数量为30个时,该方法的攻击成功率为2.3%,表明该方法防御策略效果好。 展开更多
关键词 AI大模型 多维网络安全度量 主动防御策略 整数线性规划 目标函数 网络切片迁移
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A Novel MILP Model Based on the Topology of a Network Graph for Process Planning in an Intelligent Manufacturing System 被引量:7
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作者 Qihao Liu Xinyu Li Liang Gao 《Engineering》 SCIE EI 2021年第6期807-817,共11页
Intelligent process planning(PP)is one of the most important components in an intelligent manufacturing system and acts as a bridge between product designing and practical manufacturing.PP is a nondeterministic polyno... Intelligent process planning(PP)is one of the most important components in an intelligent manufacturing system and acts as a bridge between product designing and practical manufacturing.PP is a nondeterministic polynomial-time(NP)-hard problem and,as existing mathematical models are not formulated in linear forms,they cannot be solved well to achieve exact solutions for PP problems.This paper proposes a novel mixed-integer linear programming(MILP)mathematical model by considering the network topology structure and the OR nodes that represent a type of OR logic inside the network.Precedence relationships between operations are discussed by raising three types of precedence relationship matrices.Furthermore,the proposed model can be programmed in commonly-used mathematical programming solvers,such as CPLEX,Gurobi,and so forth,to search for optimal solutions for most open problems.To verify the effectiveness and generality of the proposed model,five groups of numerical experiments are conducted on well-known benchmarks.The results show that the proposed model can solve PP problems effectively and can obtain better solutions than those obtained by the state-ofthe-art algorithms. 展开更多
关键词 Process planning NETWORK mixed-integer linear programming CPLEX
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