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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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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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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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An Integer Programming Approach for Scheduling a Professional Sports League
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作者 Vardges Melkonian 《American Journal of Computational Mathematics》 2024年第4期401-423,共23页
This paper gives integer linear programming (ILP) models for scheduling the League Phase of one of the most popular professional club competitions in the world, UEFA Champion’s League. There are 36 teams in the compe... This paper gives integer linear programming (ILP) models for scheduling the League Phase of one of the most popular professional club competitions in the world, UEFA Champion’s League. There are 36 teams in the competition, but each team plays only 8 other teams in the League Phase. Thus, the difficulty or ease of a team’s opponents, known as strength of schedule (SOS), compared to other teams will be different. Our main ILP model aims to minimize the maximum difference between SOS of any two teams, thus making the schedule as fair as possible. We also give a model for creating a timetable of all the matchups obtained by the first model. The models were implemented and tested using optimization software AMPL. Our main model obtained a schedule with a difference 0.4 between the highest and the lowest SOS, while that difference is 19 for the actual 2024-2025 competition. Thus, our model returns a schedule that is significantly fairer compared to the actual competition. 展开更多
关键词 Sport Scheduling Optimization modeling Integer linear programming
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抽水蓄能电站与下游水电站协同调峰调度优化 被引量:1
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作者 王辉 王政伟 +3 位作者 陈衡 范蓝心 董长青 雷兢 《湖南电力》 2025年第3期27-34,共8页
水电站运行过程中枯水季水位低、水量不足,难以完成发电任务,丰水季水位高、水量过度、弃水量过多,导致发电不稳定。针对此问题,建立水电站和抽水蓄能电站联合运行的水电互补发电系统模型,采用阶段线性拟合技术将原模型转化为混合整数... 水电站运行过程中枯水季水位低、水量不足,难以完成发电任务,丰水季水位高、水量过度、弃水量过多,导致发电不稳定。针对此问题,建立水电站和抽水蓄能电站联合运行的水电互补发电系统模型,采用阶段线性拟合技术将原模型转化为混合整数线性规划模型。利用粒子群优化算法,计算上游具有独立水库、可蓄水的抽水蓄能电站与下游水电站联合运行的调峰填谷机制,得到运行周期内的优化调度方案;该方案可显著提升水电站发电稳定性,解决水电站弃水量过多、发电不稳定、发电品质较低的问题。 展开更多
关键词 抽水蓄能电站 水电互补发电系统 混合整数线性规划模型 粒子群算法 优化调度
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绿色与数智化运营下机场地勤车辆调度优化
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作者 田琼 陈晓静 郭蕊 《工程管理科技前沿》 北大核心 2025年第2期25-32,共8页
机场电动无人驾驶车辆应用有助于减少碳排放,促进机场数智化建设。本文研究了与航班准点率及旅客行程体验密切相关的采用无人驾驶的摆渡车及行李车的机场电动地勤车辆调度问题。在满足航班服务时间窗,并允许车辆在航班服务过程中进行全... 机场电动无人驾驶车辆应用有助于减少碳排放,促进机场数智化建设。本文研究了与航班准点率及旅客行程体验密切相关的采用无人驾驶的摆渡车及行李车的机场电动地勤车辆调度问题。在满足航班服务时间窗,并允许车辆在航班服务过程中进行全额或部分充电的条件下,建立了以最小化机场车辆运营成本及航班服务时间为目标的混合整数线性规划模型,结合航班服务等待时间最小化机制,设计了以Gurobi航班服务时序轮转法为基础的TR_SWT贪心算法。在数值实验中,采用北京首都国际机场的实际运营数据,通过灵敏度分析,指出了合理地控制行李车速度,有利于兼顾安全及运营收益,并基于小规模算例及实际算例测试了模型的合理性及方法的有效性,证明了所提出的方法在减少航班延迟服务方面具有优越性,可为机场地勤车辆调度的绿色与数智化运营提供理论借鉴。 展开更多
关键词 机场电动无人驾驶车辆 航班服务 车辆调度 混合整数线性规划模型 TR_SWT贪心算法
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高铁快运专列运行图加线方法研究
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作者 帅斌 刘一江 +3 位作者 许旻昊 谢安昊 孙宗胜 法慧妍 《交通运输系统工程与信息》 北大核心 2025年第3期276-287,共12页
为安全高效地组织开行新增高铁快运专列,满足快捷货物运输市场日益增长的需求,本文对快运专列运行图加线方法展开研究。新增快运专列不得影响原有旅客列车时刻表,并且与旅客列车相比,快运专列的运行径路选择更灵活。针对这些特点,本文... 为安全高效地组织开行新增高铁快运专列,满足快捷货物运输市场日益增长的需求,本文对快运专列运行图加线方法展开研究。新增快运专列不得影响原有旅客列车时刻表,并且与旅客列车相比,快运专列的运行径路选择更灵活。针对这些特点,本文在不调整旅客列车的前提下,通过K短路算法求解各专列运行径路备选集,并在此基础上于路网层面构建快运专列加线模型。模型以所有专列运行总耗时最短为目标,综合考虑列车运行径路规划与列车运行图两方面的约束,并将模型转化为整数线性规划模型,利用Gurobi进行求解。本文通过成都、重庆和贵阳地区的局部路网进行实例验证。结果显示:相较于固定运行区段加线模型,本文所构建的模型不仅能实现更多专列的成功加线,而且使运行总耗时压缩35.50%,有效提升了快运专列的运输效率;特别是随着运行径路备选集规模扩大,成功加线的专列数量进一步增加,运输效率的提升效果也更加显著。此外,本文在求解过程中采用“热启动”加速策略,能有效加快上下界收敛速度,进而提升求解效率。 展开更多
关键词 铁路运输 列车运行图加线方法 整数线性规划模型 列车运行图 高铁快运专列
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基于强化学习与遗传算法的机器人并行拆解序列规划方法 被引量:2
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作者 汪开普 马晓艺 +2 位作者 卢超 殷旅江 李新宇 《国防科技大学学报》 北大核心 2025年第2期24-34,共11页
在拆解序列规划问题中,为了提高拆解效率、降低拆解能耗,引入了机器人并行拆解模式,构建了机器人并行拆解序列规划模型,并设计了基于强化学习的遗传算法。为了验证模型的正确性,构造了混合整数线性规划模型。算法构造了基于目标导向的... 在拆解序列规划问题中,为了提高拆解效率、降低拆解能耗,引入了机器人并行拆解模式,构建了机器人并行拆解序列规划模型,并设计了基于强化学习的遗传算法。为了验证模型的正确性,构造了混合整数线性规划模型。算法构造了基于目标导向的编解码策略,以提高初始解的质量;采用Q学习来选择算法迭代过程中的最佳交叉策略和变异策略,以增强算法的自适应能力。在一个34项任务的发动机拆解案例中,通过与四种经典多目标算法对比,验证了所提算法的优越性;分析所得拆解方案,结果表明机器人并行拆解模式可以有效缩短完工时间,并降低拆解能耗。 展开更多
关键词 拆解序列规划 机器人并行拆解 混合整数线性规划模型 遗传算法 强化学习
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新型电力系统中边缘计算节点优化部署与实时数据处理性能提升路径探索
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作者 李倩 《红水河》 2025年第3期125-129,135,共6页
新型电力系统对实时性、可靠性与安全性要求不断提高,边缘计算虽具优势,但节点部署与实时数据处理性能优化仍是难题。笔者提出多维优化的边缘计算节点部署框架,构建混合整数线性规划-分支切割模型,结合分支切割算法与启发式规则提升求... 新型电力系统对实时性、可靠性与安全性要求不断提高,边缘计算虽具优势,但节点部署与实时数据处理性能优化仍是难题。笔者提出多维优化的边缘计算节点部署框架,构建混合整数线性规划-分支切割模型,结合分支切割算法与启发式规则提升求解效率,同时设计动态自适应流处理引擎实现高性能实时数据处理。通过边缘-雾-云三层实验床验证,结果表明:优化方案在极端负载下延迟降低58.5%,吞吐量提升75%;在电网巡检机器人系统中,巡检效率提升60%,误报率降低至3.5%;在极端天气下检测率保持在95%以上,运维成本大幅降低。该研究成果为新型电力系统智能化转型提供有效理论与技术支撑。 展开更多
关键词 新型电力系统 边缘计算 节点部署优化 实时数据处理 混合整数线性规划-分支切割模型 动态自适应流处理引擎
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严重干扰下考虑空车调拨的动车组运用计划实时调整方法 被引量:1
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作者 钟庆伟 庾映雪 +3 位作者 田金玉 张永祥 闫旭 彭其渊 《铁道运输与经济》 北大核心 2025年第1期82-91,101,共11页
研究严重干扰场景下高速铁路网络动车组运用计划实时调整问题,根据调整后列车运行图,以偏离原动车组运用计划程度最小、取消车次数量最少、动车段(所)日常库存偏离最少及空车调拨次数最少为目标,在考虑车组改编及日常检修限制等安全约... 研究严重干扰场景下高速铁路网络动车组运用计划实时调整问题,根据调整后列车运行图,以偏离原动车组运用计划程度最小、取消车次数量最少、动车段(所)日常库存偏离最少及空车调拨次数最少为目标,在考虑车组改编及日常检修限制等安全约束条件下,基于车次接续建立两阶段整数线性规划模型。第一阶段模型旨在生成多种与原动车组运用计划方案相似的可行路径集合;第二阶段模型则保证具体执行各路径动车组的一致性,以及各备选动车组与其可能执行路径之间的检修可行性。最后以郑州局集团公司所辖部分高速铁路网络为例,对提出模型及算法的有效性进行验证,计算结果表明该方法能够快速实现多个场景问题的求解,为严重干扰下考虑空车调拨的动车组运用计划调整提供参考。 展开更多
关键词 高速铁路 动车组运用计划实时调整 整数线性规划模型 改编 空车调拨
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基于线性优化模型的口门引水流量优化研究 被引量:1
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作者 屈磊飞 代小平 +4 位作者 刘闯 马建强 沈超 金倩 陈胜丽 《华北水利水电大学学报(自然科学版)》 北大核心 2025年第3期61-68,共8页
引入清水是改善河道水质的重要措施,在多引水口门与流量限制条件下,科学确定各口门的引水流量是提高引水效率的关键。在分析引水对河道水质改善方式的基础上,建立了河道引水水质方程,进而以水质改善率最大为目标,以引水流量、引水量、... 引入清水是改善河道水质的重要措施,在多引水口门与流量限制条件下,科学确定各口门的引水流量是提高引水效率的关键。在分析引水对河道水质改善方式的基础上,建立了河道引水水质方程,进而以水质改善率最大为目标,以引水流量、引水量、河道引水后水质为约束条件,构建了河道引水流量线性优化模型,并以望虞河常熟段东岸口门为例,基于典型区域的调水试验,验证了引水水质方程的有效性,同时对口门的引水流量进行了优化模拟。结果表明:引水水质方程的预测水质与实测水质的平均相关系数为0.40,最高相关系数为0.66,该方程能够较好地预测离引水口门较近河道的水质;优化模型能够在满足约束条件下实现优化目标,模拟得到的河道平均水质改善率为55%。鉴于引水口门基本不具备停水条件,建议各口门采取持续小流量引水方式。该研究内容为一般精度下的河道引水水质分析和引水流量优化提供了一种简便方法,所得结论可为引清调度实践提供参考。 展开更多
关键词 引清调度 调水方案 望虞河 线性规划模型
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基于RISC-V VLIW架构的混合指令调度算法
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作者 李奕瑾 杜绍敏 +3 位作者 赵家程 王雪莹 查永权 崔慧敏 《软件学报》 北大核心 2025年第9期3937-3953,共17页
指令级并行是处理器体系结构研究的经典难题.VLIW架构是数字信号处理器领域中提升指令级并行的一种常用架构.VLIW架构的指令发射顺序是由编译器决定的,因此其指令级并行的性能强依赖于编译器的指令调度.为了探索RISC-V VLIW架构的扩展潜... 指令级并行是处理器体系结构研究的经典难题.VLIW架构是数字信号处理器领域中提升指令级并行的一种常用架构.VLIW架构的指令发射顺序是由编译器决定的,因此其指令级并行的性能强依赖于编译器的指令调度.为了探索RISC-V VLIW架构的扩展潜力,丰富RISC-V生态,研究RISC-V VLIW架构的指令调度算法优化.针对单个调度区域,整数线性规划调度算法能够得到调度最优解但复杂度较高,表调度算法复杂度较低但无法得到调度最优解.为了结合两种调度算法的优点,提出了一种IPC理论模型指导的混合指令调度算法,即通过IPC理论模型定位到表调度未达最优解的调度区域,再对该调度区域进一步实施整数线性规划调度算法.该理论模型基于数据流分析技术协同考虑指令依赖和硬件资源,能够以线性复杂度给出IPC的理论上界.混合调度的核心在于IPC理论模型的准确性,理论模型准确率为95.74%.在给定的测评基准上,提出的理论模型应用于混合指令调度时,能够平均认定94.62%的调度区域在表调度下已达最优解,因此仅有5.38%的调度区域需再进行整数线性规划调度.该混合调度算法能够以接近表调度的复杂度达到整数线性规划调度的调度效果. 展开更多
关键词 RISC-V 超长指令字(VLIW) 整数线性规划(ILP) 表调度 理论模型
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异构非线性多智能体系统无模型输出一致性控制
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作者 孙一仆 陈鑫 +2 位作者 贺文朋 佘锦华 吴敏 《自动化学报》 北大核心 2025年第3期604-616,共13页
针对异构非线性多智能体系统(Multi-agent system,MAS)的输出一致性控制难题,设计了一种基于同胚分布式控制协议的无模型方法.通过将输出反馈线性化理论与自适应动态规划相结合,可以在不需要精确系统模型的情况下实现非线性智能体的线性... 针对异构非线性多智能体系统(Multi-agent system,MAS)的输出一致性控制难题,设计了一种基于同胚分布式控制协议的无模型方法.通过将输出反馈线性化理论与自适应动态规划相结合,可以在不需要精确系统模型的情况下实现非线性智能体的线性化,简化分布式控制器的设计复杂性.具体而言,设计一种双层分布式控制结构,在物理空间层通过无模型反馈线性化方法实现未知系统线性化,在微分同构空间层利用线性控制技术进行分布式共识控制.通过两个实验验证了所提方法在处理未知异构非线性多智能体系统中的有效性,将传统的线性分布式控制方法扩展到未知非线性多智能体系统的控制器设计. 展开更多
关键词 非线性多智能体系统 无模型输出共识控制 微分同胚 输入输出反馈线性化 自适应动态规划
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炼钢过程合金精准控制模型的设计与应用
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作者 高志滨 杨希杰 +2 位作者 包燕平 刘文凭 李四军 《炼钢》 北大核心 2025年第4期28-35,共8页
为实现炼钢过程合金精准控制,首先对所有合金的理化特性进行了分析,包括合金的物理形态、强度、耐磨性及成分,基于分析结果建立了合金数据库以指导合金的加入;其次对典型钢种的合金收得率进行了分析,利用Pearson相关系数对合金收得率与... 为实现炼钢过程合金精准控制,首先对所有合金的理化特性进行了分析,包括合金的物理形态、强度、耐磨性及成分,基于分析结果建立了合金数据库以指导合金的加入;其次对典型钢种的合金收得率进行了分析,利用Pearson相关系数对合金收得率与工艺参数进行了相关性分析,得出Mn元素收得率随转炉终点氧含量的降低及终点温度的上升呈上升的趋势,并采用T-LSTM神经网络和K-means聚类算法分析进行转炉出钢合金收得率的预测,提高出钢温度、降低终点氧含量有利于提升合金收得率;最后采用基于matlab的intlinprog函数对合金总加入成本最低的配料方案进行线性规划求解,开发了炼钢合金智能优化控制系统,实现了合金成本最低。合金智能优化控制系统在某炼钢厂120 t转炉进行了实际应用,模型进行在线运行8个月,验证数据2.6万炉,钢种平均合金消耗降低0.46 kg/t,降低钢种合金成本1.21~6.58元/t,平均降低合金成本3.71元/t。 展开更多
关键词 转炉 合金收得率 合金数据库 线性规划 合金模型
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