期刊文献+
共找到18篇文章
< 1 >
每页显示 20 50 100
A Planning Method for Operational Test of UAV Swarm Based on Mission Reliability
1
作者 Jingyu Wang Ping Jiang Jianjun Qi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第8期1889-1918,共30页
The unmanned aerial vehicle(UAV)swarm plays an increasingly important role in the modern battlefield,and the UAV swarm operational test is a vital means to validate the combat effectiveness of the UAV swarm.Due to the... The unmanned aerial vehicle(UAV)swarm plays an increasingly important role in the modern battlefield,and the UAV swarm operational test is a vital means to validate the combat effectiveness of the UAV swarm.Due to the high cost and long duration of operational tests,it is essential to plan the test in advance.To solve the problem of planning UAV swarm operational test,this study considers the multi-stage feature of a UAV swarm mission,composed of launch,flight and combat stages,and proposes a method to find test plans that can maximize mission reliability.Therefore,a multi-stage mission reliability model for a UAV swarm is proposed to ensure successful implementation of the mission.A multi-objective integer optimization method that considers both mission reliability and cost is then formulated to obtain the optimal test plans.This study first constructs a mission reliability model for the UAV swarm in the combat stage.Then,the launch stage and flight stage are integrated to develop a complete PMS(Phased Mission Systems)reliability model.Finally,the Binary Decision Diagrams(BDD)and Multi Objective Quantum Particle Swarm Optimization(MOQPSO)methods are proposed to solve the model.The optimal plans considering both reliability and cost are obtained.The proposed model supports the planning of UAV swarm operational tests and represents a meaningful exploration of UAV swarm test planning. 展开更多
关键词 UAV swarm PMS MOQPSO BDD mission reliability operational test planning
下载PDF
Proposal for a Project of Integration of IT Tools With Focus on Planning and Control of Operations on the Shop Floor
2
作者 Walther Azzolini Junior Jose Luis Garcia Hermosila +1 位作者 Antonio Marcos Vitoreli Rubens Parada Neto 《Management Studies》 2016年第3期111-130,共20页
Manufacturing system, with high level of complexity and with a mix of semi-repetitive and repetitive products, to become productive, should seek the standardization of products and processes to obtain the optimization... Manufacturing system, with high level of complexity and with a mix of semi-repetitive and repetitive products, to become productive, should seek the standardization of products and processes to obtain the optimization of use of production resources. However, it is necessary to measure the productivity, so that the system of measurement and control of manufacturing processes are an element critical as to ensure greater visibility of the flow's restrictions, minimized when detected properly. In this case, the automation of factory's measurement process can effectively contribute to ensuring the effectiveness of the function control of a manufacturing system. It is important to consider that the automation of the system of measurement and control of manufacturing processes, of complex environment, is heavily dependent of IT tools applied directly in the interface computational between the operation systems and the corporate systems. This heavy reliance, if exploited technically properly, allows that automation of the system of measurement and control of production makes the access to time real of availability of manufacturing process's data, such as processing time and setup time that it can export to a specialist software in programming production, for example, feasible. In this paper, the automation of the system of measurement and control of production is approached, in order to identify the main possibilities of the design of an information system capable to integrate the flow of information in an environment internal on manufacturing organizations, with emphasis in the digital manufacturing paradigm. 展开更多
关键词 advanced planning system operations management sales and operations planning shop floor control supply chain planning
下载PDF
User-oriented data acquisition chain task planningalgorithm for operationally responsive space satellite 被引量:4
3
作者 Hao Chen Jun Li +1 位作者 Ning Jing Jun Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期1028-1039,共12页
With the development of operationally responsive space(ORS) and on-board processing techniques, the end users canreceive the observation data from the ORS satellite directly. Tosatisfy the demand for reducing the re... With the development of operationally responsive space(ORS) and on-board processing techniques, the end users canreceive the observation data from the ORS satellite directly. Tosatisfy the demand for reducing the requirements-tasking-effectscycle from one day to hours, the various resources of the wholedata acquisition chain (including satellites, ground stations, dataprocessing centers, users, etc.) should be taken into an overallconsideration, and the traditional batch task planning mode shouldbe transformed into the user-oriented task planning mode. Consideringthere are many approaches for data acquisition due tothe new techniques of ORS satellite, the data acquisition chaintask planning problem for ORS satellite can be seen as the multimodalroute planning problem. Thereby, a framework is presentedusing label-constrained shortest path technique with the conflictresolution. To apply this framework to solve the ORS satellite taskplanning problem, the preprocessing and the conflict resolutionstrategies are discussed in detail. Based on the above work, theuser-oriented data acquisition chain task planning algorithm forORS satellite is proposed. The exact solution can be obtainedin polynomial time using the proposed algorithm. The simulationexperiments validate the feasibility and the adaptability of the proposedapproach. 展开更多
关键词 operationally responsive space (ORS) remote sensing scheduling multi-modal route planning shortest path computationalcomplexity.
下载PDF
Optimization method of urban rail train operational plan based on O-D time-varying demand
4
作者 Feng Shi Xian Tu Shuo Zhao 《Railway Sciences》 2022年第1期148-166,共19页
Purpose–Under the constraints of given passenger service level and coupling travel demand with train departure time,this study optimizes the train operational plan in an urban rail corridor to minimize the numbers of... Purpose–Under the constraints of given passenger service level and coupling travel demand with train departure time,this study optimizes the train operational plan in an urban rail corridor to minimize the numbers of train trips and rolling stocks considering the time-varying demand of urban rail passenger flow.Design/methodology/approach–The authors optimize the train operational plan in a special network layout,i.e.an urban rail corridor with dead-end terminal yard,by decomposing it into two sub-problems:train timetable optimization and rolling stock circulation optimization.As for train timetable optimization,the authors propose a schedule-based passenger flow assignment method,construct the corresponding timetabling optimization model and design the bi-directional coordinated sequential optimization algorithm.For the optimization of rolling stock circulation,the authors construct the corresponding optimization assignment model and adopt the Hungary algorithm for solving the model.Findings–The case study shows that the train operational plan developed by the study’s approach meets requirements on the passenger service quality and reduces the operational cost to the maximum by minimizing the numbers of train trips and rolling stocks.Originality/value–The example verifies the efficiency of the model and algorithm. 展开更多
关键词 Urban rail transit Train operational plan Time-varying passenger demand Passenger assignment Passenger service quality
下载PDF
A multi-user decision support system for online city bus tour planning 被引量:1
5
作者 Saeed Asadi Bagloee Madjid Tavana +2 位作者 Debora Di Caprio Mohsen Asadi Mitra Heshmati 《Journal of Modern Transportation》 2017年第2期59-73,共15页
Tourism is rapidly becoming a sustainable pathway toward economic prosperity for host countries and communities. Recent advances in information and communications technology, the smartphone, the Internet and Wi-Fi hav... Tourism is rapidly becoming a sustainable pathway toward economic prosperity for host countries and communities. Recent advances in information and communications technology, the smartphone, the Internet and Wi-Fi have given a boost to the tourism industry. The city bus tour (CBT) service is one of the most successful businesses in the tourism industry. However, there exists no smart decision support system determining the most efficient way to plan the itinerary of a CBT. In this research, we report on the ongoing development of a mobile application (app) and a website for tourists, hoteliers and travel agents to connect with city bus operators and book/purchase the best CBT both in terms of cost and time. Firstly, the CBT problem is formulated as an asymmetric sequential three-stage arc routing problem. All places of interest (PoI) and pickup/dropout points are identified with arcs of the network (instead of nodes), each of which can be visited at least once (instead of exactly once). Secondly, the resulting pure integer programming (IP) problem is solved using a leading optimization soft- ware known as General Algebraic Modeling System (GAMS). The GAMS code developed for this project returns: (1) the exact optimal solution identifying the footprints of the city bus relative to all the arcs forming the minimal cost network; (2) the augmenting paths corre- sponding to the pickup stage, the PoI visiting stage and the drop-off stage. Finally, we demonstrate the applicability of the mobile app/website via a pilot study in the city of Melbourne (Australia). All the computations relative to the initial tests show that the ability of the app to answer users' inquiries in a fraction of a minute. 展开更多
关键词 Decision support system TOURISM operations planning Information and communications technology
下载PDF
分离模块集群航天器发展概况 被引量:11
6
作者 胡敏 曾国强 《装备指挥技术学院学报》 2011年第4期61-66,共6页
分离模块集群航天器是分布式空间系统的一种创新应用。从拓扑结构、自组织网络、无线通信、集群飞行导航与控制、分布式计算,以及无线能量传输6个方面概述了分离模块集群航天器的发展状况,介绍了分离模块集群航天器的任务——昴宿星计划... 分离模块集群航天器是分布式空间系统的一种创新应用。从拓扑结构、自组织网络、无线通信、集群飞行导航与控制、分布式计算,以及无线能量传输6个方面概述了分离模块集群航天器的发展状况,介绍了分离模块集群航天器的任务——昴宿星计划,分析了分离模块集群航天器的性能特点以及应用前景,以期为发展我国的分离模块集群航天器提供参考。 展开更多
关键词 分离模块集群航天器 自组织网络 电磁编队 无线能量传输 昴宿星计划 快速响应空间
下载PDF
基于快响空间的地面控制系统设计 被引量:3
7
作者 陈韬亦 《计算机测量与控制》 2020年第7期132-137,166,共7页
结合虚拟任务操作中心思想,提出了构建快响空间地面控制系统的初步设计方案;其方法是融合快响空间任务控制流程和业务应用流程,以"快"为核,以"服务化"云架构为基,构建面向服务的快响空间地面控制系统;最后指出,通... 结合虚拟任务操作中心思想,提出了构建快响空间地面控制系统的初步设计方案;其方法是融合快响空间任务控制流程和业务应用流程,以"快"为核,以"服务化"云架构为基,构建面向服务的快响空间地面控制系统;最后指出,通过采用虚拟任务操作中心技术,探索了天基信息快速支援地面技术体制创新;通过采用云服务架构及天地安全互联技术,实现用户终端以调用服务的方式远程快速使用资源;通过重构快响空间地面控制流程,实现快响力量的统一控制,协同快速反应;通过采用微服务+容器架构实现任务规划、调度和控制功能的快速构建。 展开更多
关键词 快响空间(ORS) 控制系统 任务规划 服务架构
下载PDF
Integrated operational planning of hydrothermal power and natural gas systems with large scale storages 被引量:12
8
作者 Diego Mauricio OJEDA-ESTEYBAR Ricardo German RUBIO-BARROS Alberto VARGAS 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2017年第3期299-313,共15页
The growing installation of natural gas fired power plants has increased the integration of natural gas and electricity sectors. This has driven the need investigate the interactions among them and to optimize energy ... The growing installation of natural gas fired power plants has increased the integration of natural gas and electricity sectors. This has driven the need investigate the interactions among them and to optimize energy resources management from a centralized planning perspective. Thus, a combined modeling of the reservoirs involved in electric power and gas systems and their locations on both networks are essential features to be considered in the operational planning of energy resources.This paper presents a modeling and optimization approach to the operational planning of electric power and natural gas systems, taking into account different energy storage facilities, such as water reservoirs, natural gas storages and line packs of pipelines. The proposed model takes advantage of captures both energy systems synergy and their associated networks. This approach identifies the interactions between the energy storage facilities and their economic impact over their optimal scheduling. The results show the benefits of an integrated operational planning of electric power and natural gas systems, the close interdependency between the energy resources stored in both systems, and the effects of a combined scheduling. 展开更多
关键词 Energy storage Hydrothermal scheduling Integrated operational planning Integrated energy systems Natural gas
原文传递
Mathematical modeling of electrochemical storage for incorporation in methods to optimize the operational planning of an interconnected micro grid 被引量:3
9
作者 Elaheh MASHHOUR S.M.MOGHADDAS-TAFRESHI 《Journal of Zhejiang University-Science C(Computers and Electronics)》 SCIE EI 2010年第9期737-750,共14页
We extract a mathematical model to simulate the steady-state charging and discharging behaviors of an electrochemical storage over a 24-hour time interval.Moreover,we develop a model for optimizing the daily operation... We extract a mathematical model to simulate the steady-state charging and discharging behaviors of an electrochemical storage over a 24-hour time interval.Moreover,we develop a model for optimizing the daily operational planning of an interconnected micro grid considering electrochemical storage.The optimization model is formulated to maximize the total benefit of the micro grid via selling power to its end consumers and also exchanging power with the wholesale energy market so that the constraints of distributed energy resources(DERs) and low-voltage grid are met.The optimization problem is solved by a genetic algorithm,and applied on two micro grids operating under different scenarios containing the absence or presence of electrochemical storages.Comparison of the results of the optimization model for this micro grid,with and without electrochemical storage,shows that the electrochemical storage can improve the economical efficiency of the interconnected micro grids by up to 10.16%. 展开更多
关键词 Electrochemical storage Micro grid operational planning Distributed energy resources
原文传递
Levy-flight moth-flame optimisation algorithm-based micro-grid equipment sizing:An integrated investment and operational planning approach 被引量:1
10
作者 Soheil Mohseni Alan C.Brent +1 位作者 Daniel Burmester Will N.Browne 《Energy and AI》 2021年第1期126-150,共25页
Bridging the gap between simulation and reality for successful micro-grid(MG)implementation requires accu-rate mathematical modelling of the underlying energy infrastructure and extensive optimisation of the design sp... Bridging the gap between simulation and reality for successful micro-grid(MG)implementation requires accu-rate mathematical modelling of the underlying energy infrastructure and extensive optimisation of the design space defined by all possible combinations of the size of the equipment.While exact mathematical optimisa-tion approaches to the MG capacity planning are highly computationally efficient,they often fail to preserve the associated problem nonlinearities and non-convexities.This translates into the fact that the available MG sizing tools potentially return a sub-optimal(inferior)MG design.This brings to light the importance of nature-inspired,swarm-based meta-heuristic optimisation algorithms that are able to effectively handle the nonlinear and non-convex nature of the MG design optimisation problem–and better approximate the globally optimum solution–though at the expense of increased computational complexity.Accordingly,this paper introduces a robust MG capacity planning optimisation framework based on a state-of-the-art meta-heuristic,namely the Lévy-flight moth-flame optimisation algorithm(MFOA).An intelligent linear programming-based day-ahead en-ergy scheduling design is,additionally,integrated into the proposed model.A case study is presented for a real grid-tied community MG in rural New Zealand.A comparison of the modelling results with those of the most popular tool in the literature and industry,HOMER Pro,verifies the superiority of the proposed meta-heuristic-based MG sizing model.Additionally,the efficiency of the Lévy-flight MFOA is compared to nine well-established meta-heuristics in the MG capacity planning literature.The comparative analyses have revealed the statistically significant outperformance of the Lévy-flight MFOA to the examined meta-heuristics.Notably,its superiority to the original MFOA,the hybrid genetic algorithm-particle swarm optimisation,and the ant colony optimiser,by at least~6.5%,~8.4%,and~12.8%,is demonstrated.Moreover,comprehensive capital budgeting analyses have confirmed the financial viability of the test-case system optimised by the proposed model. 展开更多
关键词 MICRO-GRID TECHNO-ECONOMIC META-HEURISTIC Optimal sizing operational planning Smart grid Optimization
原文传递
固体火箭空间快速响应任务规划研究 被引量:5
11
作者 蔡应洲 贺绍飞 +1 位作者 谷振丰 闫郭伟 《现代防御技术》 北大核心 2021年第1期107-115,共9页
针对空间快速响应任务中固体火箭弹道设计、微小卫星轨道规划相互独立,无法快速生成任务方案的问题,提出一种固体火箭空间快速响应任务规划方法。总结概述了空间快速响应任务规划的定义,在此基础上设计了固体火箭空间快速响应任务规划... 针对空间快速响应任务中固体火箭弹道设计、微小卫星轨道规划相互独立,无法快速生成任务方案的问题,提出一种固体火箭空间快速响应任务规划方法。总结概述了空间快速响应任务规划的定义,在此基础上设计了固体火箭空间快速响应任务规划的总体架构,将其划分为任务要素分析、轨道规划、弹道规划、机动路径规划、方案评估和仿真演示共6个模块,阐述了各模块的功能,厘清了各模块之间的信息交互和制约关系,给出了各模块的实现方法和流程。研究结果可为固体火箭空间快速响应任务规划系统的实现奠定基础。 展开更多
关键词 固体火箭 微小卫星 空间快速响应 任务规划 总体架构 模块划分
下载PDF
Short-Term Financing of Economic Order Quantity (EOQ) Inventory Model With Probabilistic Quality
12
作者 Mahmoud Arayssi Noura Yassine 《Journal of Modern Accounting and Auditing》 2014年第7期793-802,共10页
In this paper, the classical economic order quantity (EOQ) inventory model assumption that all items of a certain product received from a supplier are of perfect quality is relaxed. Another basic assumption that the... In this paper, the classical economic order quantity (EOQ) inventory model assumption that all items of a certain product received from a supplier are of perfect quality is relaxed. Another basic assumption that the payment for the items is made at the beginning of the inventory cycle when they are received is also eased. We consider an inventory situation where items received from the supplier are of two types of quality, perfect and imperfect, and a short deferral in payment is allowed. The split between perfect and imperfect quality items is assumed to follow a known probability distribution. Both qualities of items have continuous demands, and items of imperfect quality are sold at a discount. A mathematical model is developed using the net present value of all cash flows involved in the inventory cycle. A numerical method for obtaining the optimal order quantity is presented, and the impact of the short-term financing is analyzed. An example is presented to validate the equations and illustrate the results. 展开更多
关键词 economic order quantity (EOQ) imperfect quality items continuous demand allowed deferred payment net present value financing policies operations planning
下载PDF
快响火箭机动发射点位/发射窗口一体规划 被引量:5
13
作者 贺绍飞 谷振丰 +1 位作者 李科哲 陈爱华 《航天控制》 CSCD 北大核心 2020年第5期61-66,共6页
针对空间快速响应任务常用的近地圆轨道,根据确定的轨道参数和目标点位置信息,结合固定的发射段飞行地心角和飞行时间,基于轨道动力学模型和路段几何模型,通过球面几何知识,得到了固体火箭公路机动发射点位和发射窗口的解析规划方法。... 针对空间快速响应任务常用的近地圆轨道,根据确定的轨道参数和目标点位置信息,结合固定的发射段飞行地心角和飞行时间,基于轨道动力学模型和路段几何模型,通过球面几何知识,得到了固体火箭公路机动发射点位和发射窗口的解析规划方法。针对国内目标区域的具体算例,给出了规划结果。同时采用STK进行了仿真,验证了方法的可行性和实用性。研究结果可为固体火箭陆基机动发射点位快速规划提供理论支撑。 展开更多
关键词 空间快速响应 固体火箭 机动发射 点位规划
下载PDF
Two-stage Correction Strategy-based Real-time Dispatch for Economic Operation of Microgrids
14
作者 Jingliao Sun Changhong Hu +3 位作者 Lei Liu Bei Zhao Jinyuan Liu Jianquan Shi 《Chinese Journal of Electrical Engineering》 CSCD 2022年第2期42-51,共10页
Given the different energy rates of multiple types of power generation units,different operation plans affect the economy of microgrids.Limited by load and power generation forecasting technologies,the economic superi... Given the different energy rates of multiple types of power generation units,different operation plans affect the economy of microgrids.Limited by load and power generation forecasting technologies,the economic superiority of day-ahead plans is unable to be fully utilized because of the fluctuation of loads and power sources.In this regard,a two-stage correction strategy-based real-time dispatch method for the economic operation of microgrids is proposed.Based on the optimal day-ahead economic operation plan,unbalanced power is validly allocated in two stages in terms of power increment and current power,which maintains the economy of the day-ahead plan.Further,for operating point offset during real-time correction,a rolling dispatch method is introduced to dynamically update the system operation plan.Finally,the results verify the effectiveness of the proposed method. 展开更多
关键词 Real-time dispatch day-ahead operation plan economic operation MICROGRID
原文传递
Voice-driven fleet management system for agricultural operations
15
作者 Ch.Achillas D.Bochtis +2 位作者 D.Aidonis V.Marinoudi D.Folinas 《Information Processing in Agriculture》 EI 2019年第4期471-478,共8页
Food consumption is constantly increasing at global scale.In this light,agricultural production also needs to increase in order to satisfy the relevant demand for agricultural products.However,due to by environmental ... Food consumption is constantly increasing at global scale.In this light,agricultural production also needs to increase in order to satisfy the relevant demand for agricultural products.However,due to by environmental and biological factors(e.g.soil compaction)the weight and size of the machinery cannot be further physically optimized.Thus,only marginal improvements are possible to increase equipment effectiveness.On the contrary,late technological advances in ICT provide the ground for significant improvements in agriproduction efficiency.In this work,the V-Agrifleet tool is presented and demonstrated.VAgrifleet is developed to provide a “hands-free”interface for information exchange and an “Olympic view”to all coordinated users,giving them the ability for decentralized decision-making.The proposed tool can be used by the end-users(e.g.farmers,contractors,farm associations,agri-products storage and processing facilities,etc.)order to optimize task and time management.The visualized documentation of the fleet performance provides valuable information for the evaluation management level giving the opportunity for improvements in the planning of next operations.Its vendorindependent architecture,voice-driven interaction,context awareness functionalities and operation planning support constitute V-Agrifleet application a highly innovative agricultural machinery operational aiding system. 展开更多
关键词 Fleet management Voice-driven Context awareness operation planning Cross-vendor
原文传递
COMPARISON OF TWO METHODS OF OPERATING THEATRE PLANNING:APPLICATION IN BELGIAN HOSPITAL
16
作者 Sondes CHAABANE Nadine MESKENS +1 位作者 Alain GUINET Marius LAURENT 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2008年第2期171-186,共16页
Operating Theatre is the centre of the hospital management's efforts. It constitutes the most expensive sector with more than 10% of the intended operating budget of the hospital. To reduce the costs while maintainin... Operating Theatre is the centre of the hospital management's efforts. It constitutes the most expensive sector with more than 10% of the intended operating budget of the hospital. To reduce the costs while maintaining a good quality of care, one of the solutions is to improve the existent planning and scheduling methods by improving the services and surgical specialty coordination or finding the best estimation of surgical case durations. The other solution is to construct an effective surgical case plan and schedule. The operating theatre planning and scheduling is the two important steps, which aim to make a surgical case programming with an objective of obtaining a realizable and efficient surgical case schedule. This paper focuses on the first step, the operating theatre planning problem. Two planning methods are introduced and compared. Real data of a Belgian university hospital "Tivoli" are used for the experiments. 展开更多
关键词 Open scheduling block scheduling operating theatre planning master surgical schedule
原文传递
Coordinated optimization for controlling short circuit current and multi-infeed DC interaction 被引量:6
17
作者 Dong YANG Kang ZHAO Yutian LIU 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2014年第4期374-384,共11页
Due to increased penetration of renewable energies,DC links and other emerging technologies,power system operation and planning have to cope with various uncertainties and risks.In order to solve the problems of excee... Due to increased penetration of renewable energies,DC links and other emerging technologies,power system operation and planning have to cope with various uncertainties and risks.In order to solve the problems of exceeding short circuit current and multi-infeed DC interaction,a coordinated optimization method is presented in this paper.Firstly,a branch selection strategy is proposed by analyzing the sensitivity relationship between current limiting measures and the impedance matrix.Secondly,the impact of network structure changes on the multi-infeed DC system is derived.Then the coordinated optimization model is established,which considers the cost and effect of current limiting measures,the tightness of network structure and the voltage support capability of AC system to multiple DCs.Finally,the non-dominated sorting genetic algorithm II combining with the branch selection strategy,is used to find the Pareto optimal schemes.Case studies on a planning power system demonstrated the feasibility and speediness of this method. 展开更多
关键词 operation and planning Multiple DC infeed Short circuit current Sensitivity analysis Multi-objective optimization
原文传递
Approximating multi-purpose AC Optimal Power Flow with reinforcement trained Artificial Neural Network 被引量:1
18
作者 Zhenqi Wang Jan-Hendrik Menke +2 位作者 Florian Schäfer Martin Braun Alexander Scheidler 《Energy and AI》 2022年第1期131-141,共11页
Solving AC-Optimal Power Flow(OPF)problems is an essential task for grid operators to keep the power system safe for the use cases such as minimization of total generation cost or minimization of infeed curtailment fr... Solving AC-Optimal Power Flow(OPF)problems is an essential task for grid operators to keep the power system safe for the use cases such as minimization of total generation cost or minimization of infeed curtailment from renewable DERs(Distributed Energy Resource).Mathematical solvers are often able to solve the AC-OPF problem but need significant computation time.Artificial neural networks(ANN)have a good application in function approximation with outstanding computational performance.In this paper,we employ ANN to approximate the solution of AC-OPF for multiple purposes.The novelty of our work is a new training method based on the reinforcement learning concept.A high-performance batched power flow solver is used as the physical environment for training,which evaluates an augmented loss function and the numerical action gradient.The augmented loss function consists of the objective term for each use case and the penalty term for constraints violation.This training method enables training without a reference OPF and the integration of discrete decision variable such as discrete transformer tap changer position in the constrained optimization.To improve the optimality of the approximation,we further combine the reinforcement training approach with supervised training labeled by reference OPF.Various benchmark results show the high approximation quality of our proposed approach while achieving high computational efficiency on multiple use cases. 展开更多
关键词 OPF Artificial neural network Reinforcement learning Grid planning and operation Grid congestion management
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部