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Economic Power Dispatching from Distributed Generations: Review of Optimization Techniques
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作者 Paramjeet Kaur Krishna Teerth Chaturvedi Mohan Lal Kolhe 《Energy Engineering》 EI 2024年第3期557-579,共23页
In the increasingly decentralized energy environment,economical power dispatching from distributed generations(DGs)is crucial to minimizing operating costs,optimizing resource utilization,and guaranteeing a consistent... In the increasingly decentralized energy environment,economical power dispatching from distributed generations(DGs)is crucial to minimizing operating costs,optimizing resource utilization,and guaranteeing a consistent and sustainable supply of electricity.A comprehensive review of optimization techniques for economic power dispatching from distributed generations is imperative to identify the most effective strategies for minimizing operational costs while maintaining grid stability and sustainability.The choice of optimization technique for economic power dispatching from DGs depends on a number of factors,such as the size and complexity of the power system,the availability of computational resources,and the specific requirements of the application.Optimization techniques for economic power dispatching from distributed generations(DGs)can be classified into two main categories:(i)Classical optimization techniques,(ii)Heuristic optimization techniques.In classical optimization techniques,the linear programming(LP)model is one of the most popular optimization methods.Utilizing the LP model,power demand and network constraints are met while minimizing the overall cost of generating electricity from DGs.This approach is efficient in determining the best DGs dispatch and is capable of handling challenging optimization issues in the large-scale system including renewables.The quadratic programming(QP)model,a classical optimization technique,is a further popular optimization method,to consider non-linearity.The QP model can take into account the quadratic cost of energy production,with consideration constraints like network capacity,voltage,and frequency.The metaheuristic optimization techniques are also used for economic power dispatching from DGs,which include genetic algorithms(GA),particle swarm optimization(PSO),and ant colony optimization(ACO).Also,Some researchers are developing hybrid optimization techniques that combine elements of classical and heuristic optimization techniques with the incorporation of droop control,predictive control,and fuzzy-based methods.These methods can deal with large-scale systems with many objectives and non-linear,non-convex optimization issues.The most popular approaches are the LP and QP models,while more difficult problems are handled using metaheuristic optimization techniques.In summary,in order to increase efficiency,reduce costs,and ensure a consistent supply of electricity,optimization techniques are essential tools used in economic power dispatching from DGs. 展开更多
关键词 Economic power dispatching distributed generations decentralized energy cost minimization optimization techniques
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A Modified Genetic Algorithm for Combined Heat and Power Economic Dispatch
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作者 Deliang Li Chunyu Yang 《Journal of Bionic Engineering》 CSCD 2024年第5期2569-2586,共18页
Combined Heat and Power Economic Dispatch(CHPED)is an important problem in the energy field,and it is beneficial for improving the utilization efficiency of power and heat energies.This paper proposes a Modified Genet... Combined Heat and Power Economic Dispatch(CHPED)is an important problem in the energy field,and it is beneficial for improving the utilization efficiency of power and heat energies.This paper proposes a Modified Genetic Algorithm(MGA)to determine the power and heat outputs of three kinds of units for CHPED.First,MGA replaces the simulated binary crossover by a new one based on the uniform and guassian distributions,and its convergence can be enhanced.Second,MGA modi-fies the mutation operator by introducing a disturbance coefficient based on guassian distribution,which can decrease the risk of being trapped into local optima.Eight instances with or without prohibited operating zones are used to investigate the efficiencies of MGA and other four genetic algorithms for CHPED.In comparison with the other algorithms,MGA has reduced generation costs by at least 562.73$,1068.7$,522.68$and 1016.24$,respectively,for instances 3,4,7 and 8,and it has reduced generation costs by at most 848.22$,3642.85$,897.63$and 3812.65$,respectively,for instances 3,4,7 and 8.Therefore,MGA has desirable convergence and stability for CHPED in comparison with the other four genetic algorithms. 展开更多
关键词 Modified genetic algorithm Combined heat and power economic dispatch Uniform distribution Guassian distribution Disturbance coefficient Prohibited operating zone
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Parallel Dispatch:A New Paradigm of Electrical Power System Dispatch 被引量:5
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作者 Jun Jason Zhang Fei-Yue Wang +5 位作者 Qiang Wang Dazhi Hao Xiaojing Yang David Wenzhong Gao Xiangyang Zhao Yingchen Zhang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第1期311-319,共9页
Modern power systems are evolving into sociotechnical systems with massive complexity, whose real-time operation and dispatch go beyond human capability. Thus,the need for developing and applying new intelligent power... Modern power systems are evolving into sociotechnical systems with massive complexity, whose real-time operation and dispatch go beyond human capability. Thus,the need for developing and applying new intelligent power system dispatch tools are of great practical significance. In this paper, we introduce the overall business model of power system dispatch, the top level design approach of an intelligent dispatch system, and the parallel intelligent technology with its dispatch applications. We expect that a new dispatch paradigm,namely the parallel dispatch, can be established by incorporating various intelligent technologies, especially the parallel intelligent technology, to enable secure operation of complex power grids,extend system operators' capabilities, suggest optimal dispatch strategies, and to provide decision-making recommendations according to power system operational goals. 展开更多
关键词 ACP knowledge automation power dispatch parallel dynamic programming parallel intelligence paralle learning situational awareness
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Collective Entity Alignment for Knowledge Fusion of Power Grid Dispatching Knowledge Graphs 被引量:7
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作者 Linyao Yang Chen Lv +4 位作者 Xiao Wang Ji Qiao Weiping Ding Jun Zhang Fei-Yue Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2022年第11期1990-2004,共15页
Knowledge graphs(KGs)have been widely accepted as powerful tools for modeling the complex relationships between concepts and developing knowledge-based services.In recent years,researchers in the field of power system... Knowledge graphs(KGs)have been widely accepted as powerful tools for modeling the complex relationships between concepts and developing knowledge-based services.In recent years,researchers in the field of power systems have explored KGs to develop intelligent dispatching systems for increasingly large power grids.With multiple power grid dispatching knowledge graphs(PDKGs)constructed by different agencies,the knowledge fusion of different PDKGs is useful for providing more accurate decision supports.To achieve this,entity alignment that aims at connecting different KGs by identifying equivalent entities is a critical step.Existing entity alignment methods cannot integrate useful structural,attribute,and relational information while calculating entities’similarities and are prone to making many-to-one alignments,thus can hardly achieve the best performance.To address these issues,this paper proposes a collective entity alignment model that integrates three kinds of available information and makes collective counterpart assignments.This model proposes a novel knowledge graph attention network(KGAT)to learn the embeddings of entities and relations explicitly and calculates entities’similarities by adaptively incorporating the structural,attribute,and relational similarities.Then,we formulate the counterpart assignment task as an integer programming(IP)problem to obtain one-to-one alignments.We not only conduct experiments on a pair of PDKGs but also evaluate o ur model on three commonly used cross-lingual KGs.Experimental comparisons indicate that our model outperforms other methods and provides an effective tool for the knowledge fusion of PDKGs. 展开更多
关键词 Entity alignment integer programming(IP) knowledge fusion knowledge graph embedding power dispatch
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Smart grid dispatch powered by deep learning:a survey 被引量:5
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作者 Gang HUANG Fei WU Chuangxin GUO 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2022年第5期763-776,共14页
Power dispatch is a core problem for smart grid operations.It aims to provide optimal operating points within a transmission network while power demands are changing over space and time.This function needs to be run e... Power dispatch is a core problem for smart grid operations.It aims to provide optimal operating points within a transmission network while power demands are changing over space and time.This function needs to be run every few minutes throughout the day;thus,a fast,accurate solution is of vital importance.However,due to the complexity of the problem,reliable and computationally efficient solutions are still under development.This issue will become more urgent and complicated as the integration of intermittent renewable energies increases and the severity of uncertain disasters gets worse.With the recent success of artificial intelligence in various industries,deep learning becomes a promising direction for power engineering as well,and the research community begins to rethink the problem of power dispatch.This paper reviews the recent progress in smart grid dispatch from a deep learning perspective.Through this paper,we hope to advance not only the development of smart grids but also the ecosystem of artificial intelligence. 展开更多
关键词 Artificial intelligence Deep learning power dispatch Smart grid
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Wind farm active power dispatching algorithm based on Grey Incidence 被引量:4
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作者 Binbin Zhang Mengxin Jia +2 位作者 Chaobo Chen Kun Wang Jichao Li 《Global Energy Interconnection》 EI CAS CSCD 2023年第2期175-183,共9页
This study proposes a wind farm active power dispatching(WFAPD) algorithm based on the grey incidence method, which does not rely on an accurate mathematical model of wind turbines. Based on the wind turbine start-sto... This study proposes a wind farm active power dispatching(WFAPD) algorithm based on the grey incidence method, which does not rely on an accurate mathematical model of wind turbines. Based on the wind turbine start-stop data at different wind speeds, the weighting coefficients, which are the participation degrees of a variable speed system and a variable pitch system in power regulation, are obtained using the grey incidence method. The incidence coefficient curve is fitted by the B-spline function at a full range of wind speeds, and the power regulation capacity of all wind turbines is obtained. Finally, the WFAPD algorithm, which is based on the regulating capacity of each wind turbine, is compared with the wind speed weighting power dispatching(WSWPD) algorithm in MATLAB. The simulation results show that the active power fluctuation of the wind farm is smaller, the rotating speed of wind turbines is smoother, and the fatigue load of highspeed turbines is effectively reduced. 展开更多
关键词 Wind farm Active power dispatching Grey incidence B-spline function
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Challenges and Improvements of Wind Power Dispatch in Northwest China 被引量:2
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作者 Geng, Jian Peng, Mingqiao +3 位作者 Zhang, Kaifeng Gao, Zonghe Dai, Zemei Bai, Xingzhong 《电力系统自动化》 EI CSCD 北大核心 2012年第8期166-170,共5页
Besides common characteristics of wind power,there are some special characteristics in China power system,including large-scale,long distance transmission and lack of flexible regulating power sources.These special ch... Besides common characteristics of wind power,there are some special characteristics in China power system,including large-scale,long distance transmission and lack of flexible regulating power sources.These special characteristics make power dispatch more challenging in China.Many studies have been carried out and some improvements are presented including wind power monitoring and control as well as evaluation of wind power integration capabilities.As a demonstration project,the technologies are integrated into the energy management system and are implemented in the Northwest China power system.They provide effective measures for wind power dispatch in the grid. 展开更多
关键词 中国西北地区 风力发电 发电调度 能源管理系统 电力系统 电力调度 长距离传输 集成能力
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Transmission Characteristics of the Electric Power Dispatching Data Network 被引量:2
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作者 LI Gaowang JU Wenyun DUAN Xianzhong SHI Dongyuan 《中国电机工程学报》 EI CSCD 北大核心 2012年第22期I0019-I0019,共1页
关键词 调度数据网络 传输特性 电力系统 数据传输模型 指示器
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Revisit power system dispatch:Concepts,models,and solutions 被引量:2
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作者 Zhifang Yang Pei Yong Mingxu Xiang 《iEnergy》 2023年第1期43-62,共20页
Power system dispatch is a general concept with a wide range of applications.It is a special category of optimization problems that determine the operation pattern of the power system,resulting in a huge influence on ... Power system dispatch is a general concept with a wide range of applications.It is a special category of optimization problems that determine the operation pattern of the power system,resulting in a huge influence on the power system security,efficiency,and economics.In this paper,the power system dispatch problem is revisited from the basis.This paper provides a categorization of the dispatch problem,especially with an emphasis on industrial applications.Then,this paper presents a detailed review of the dispatch models.The common formulations of the dispatch problem are provided.Finally,this paper discusses the solutions of the dispatch problem and lists the major challenges. 展开更多
关键词 power system dispatch optimal power flow unit commitment energy storage
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CRC algorithm and its application in electric power dispatching system 被引量:1
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作者 XU Ping SANG Sheng-ju 《通讯和计算机(中英文版)》 2009年第8期81-84,共4页
关键词 电力调度系统 CRC算法 应用 执行过程 系统软件 代码 硬件
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A pooled-neighbor swarm intelligence approach to optimal reactive power dispatch
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作者 GUO Chuang-xin ZHAO Bo 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第4期615-622,共8页
This paper presents a pooled-neighbor swarm intelligence approach (PNSIA) to optimal reactive power dispatch and voltage control of power systems. The proposed approach uses more particles’ information to control the... This paper presents a pooled-neighbor swarm intelligence approach (PNSIA) to optimal reactive power dispatch and voltage control of power systems. The proposed approach uses more particles’ information to control the mutation operation. The proposed PNSIA algorithm is also extended to handle mixed variables, such as transformer taps and reactive power source in- stallation, using a simple scheme. PNSIA applied for optimal power system reactive power dispatch is evaluated on an IEEE 30-bus power system and a practical 118-bus power system in which the control of bus voltages, tap position of transformers and reactive power sources are involved to minimize the transmission loss of the power system. Simulation results showed that the proposed approach is superior to current methods for finding the optimal solution, in terms of both solution quality and algorithm robustness. 展开更多
关键词 Reactive power dispatch Swarm intelligence Multi-agent systems Global optimization
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Large-Scale Distributed Photovoltaic Power Dispatching and Operation Management Review 被引量:2
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作者 Nan Zhang Yuefeng Wang +3 位作者 Yuehui Huang Dewei Liu Yunfeng Gao Haifeng Li 《Journal of Power and Energy Engineering》 2015年第4期326-331,共6页
Distributed photovoltaic power (PV) is the main development model of distributed generation. It is necessary to research on dispatching and operation management with large-scale distributed PV connected. This paper an... Distributed photovoltaic power (PV) is the main development model of distributed generation. It is necessary to research on dispatching and operation management with large-scale distributed PV connected. This paper analyzes development status, technical requirement and dispatching and operation management situation of distributed PV in Germany and China. Then introduce the preparation of distributed PV dispatching and operation management criterion. Through summarizing the experiences and lessons of large-scale distributed PV development in Germany, it gives advice to the development of distributed PV dispatching and operation management in China. 展开更多
关键词 DISTRIBUTED PHOTOVOLTAIC power GRID-CONNECTED dispatchING and Operation PRIORITY CONSUMPTION
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Evidence Mechanism of Power Dispatching Instruction Based on Blockchain
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作者 Jian Geng Shaoyuan Yu +5 位作者 Ailin Chen Hao Wang Bo Yan Liang Li Lei Song Qirun Wang 《Computer Systems Science & Engineering》 SCIE EI 2022年第11期559-571,共13页
With the development and application of energy Internet technology,the collaborative interaction of“source network,load and storage”has becomethe development trend of power grid dispatching.The large-scale access of... With the development and application of energy Internet technology,the collaborative interaction of“source network,load and storage”has becomethe development trend of power grid dispatching.The large-scale access of renewableenergy on the load side,the unified management of adjustable loads,and theparticipation of multiple parties in energy operations have put forward requirementsfor the safety,credibility,openness,and transparency of the load dispatchingenvironment.Under the environment of carbon emission reduction,the paperproposed an architecture of the scheduling data blockchain,based on the in-depthstudy of blockchain.Moreover,smart contracts are used to realize the applicationscenario of load dispatching instruction evidence on the blockchain.The contentand storage mode of scheduling instruction evidence on blockchain are studied.And different storage modes are adopted according to the actual needs.Andthe smart contract system realizes the evidence generation of power dispatchinginstruction.This is the basis for the normal circulation of power dispatchinginstruction evidence.The research significance of this paper is highlighted as follows.The data and information generated in the power dispatching process arestored as evidence.On the one hand,it can provide a basis for settlement betweenpower production and dispatching companies and power users.On the other hand,it can prepare for distributed transactions in the power grid under the environmentof carbon emission reduction. 展开更多
关键词 Evidence mechanism power dispatching instruction blockchain
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Solution of Combined Heat and Power Economic Dispatch Problem Using Direct Optimization Algorithm 被引量:1
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作者 Dedacus N. Ohaegbuchi Olaniyi S. Maliki +1 位作者 Chinedu P. A. Okwaraoka Hillary Erondu Okwudiri 《Energy and Power Engineering》 CAS 2022年第12期737-746,共10页
This paper presents the solution to the combined heat and power economic dispatch problem using a direct solution algorithm for constrained optimization problems. With the potential of Combined Heat and Power (CHP) pr... This paper presents the solution to the combined heat and power economic dispatch problem using a direct solution algorithm for constrained optimization problems. With the potential of Combined Heat and Power (CHP) production to increase the efficiency of power and heat generation simultaneously having been researched and established, the increasing penetration of CHP systems, and determination of economic dispatch of power and heat assumes higher relevance. The Combined Heat and Power Economic Dispatch (CHPED) problem is a demanding optimization problem as both constraints and objective functions can be non-linear and non-convex. This paper presents an explicit formula developed for computing the system-wide incremental costs corresponding with optimal dispatch. The circumvention of the use of iterative search schemes for this crucial step is the innovation inherent in the proposed dispatch procedure. The feasible operating region of the CHP unit three is taken into account in the proposed CHPED problem model, whereas the optimal dispatch of power/heat outputs of CHP unit is determined using the direct Lagrange multiplier solution algorithm. The proposed algorithm is applied to a test system with four units and results are provided. 展开更多
关键词 Economic dispatch Lagrange Multiplier Algorithm Combined Heat and power Constraints and Objective Functions Optimal dispatch
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Operation Indices for Smart Power Dispatch Center Design
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作者 Jianing Liu Puming Li +1 位作者 Jin Zhong Liang Liang 《Engineering(科研)》 2013年第1期174-179,共6页
With the development of power systems, power grid within a control area becomes much more complicated due to increasing number of nodes and renewable energy interconnections. The role of power system control center is... With the development of power systems, power grid within a control area becomes much more complicated due to increasing number of nodes and renewable energy interconnections. The role of power system control center is more critical in maintaining system reliable and security operations. Latest developed information and communication technologies provide a platform to enhance the functions and performance of power system control center. Smart power dispatch concept will be the trend of future control center development. In this paper, we start from the human factors of control center design and propose operation indices to reduce the information presented to the system operator. The operation indices will be the important criteria in situation awareness of a power grid. Past, present, future and capability states of a power grid are also proposed to provide better visions to the operator of system conditions. The basic ideas of operation indices and operation states are discussed in the paper. In the end, the design factors for a power dispatch cockpit are discussed. 展开更多
关键词 Control CENTER power dispatch Operation INDEX power System Operation Human FACTORS power dispatch Cockpit.
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ImpIementation Detail on Power Dispatching Information Release (Tentative)
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《Electricity》 2001年第1期45-46,共2页
关键词 MODE ImpIementation Detail on power dispatching Information Release Tentative
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Application of the Network Flow Method for Eigenvalue Control in Power System Dispatch
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作者 Zhang Lizi Chen Xueyun Liu Zhou (Department of Electrical Engineering) 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 1990年第3期92-98,共7页
A kind of dispatch method for power system eigenvalue control is proposed-in this paper. With the help of this method, not only the low-frequency oscillation of a power system can be prevented and controlled, but also... A kind of dispatch method for power system eigenvalue control is proposed-in this paper. With the help of this method, not only the low-frequency oscillation of a power system can be prevented and controlled, but also the probabilistic power oscillatoin on the interconnection lines of an interconnected power system can be reduced. The proposed method has the advantages of high calculation speed and good convergency. Therefore, the method has much prospect of on-line application. 展开更多
关键词 特征值控制 电力系统调度 动态稳定 网络流方法 电力工业
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'Implementation Detail on Power Dispatching Information Release (Tentative)'issued
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《Electricity》 2001年第1期45-45,共1页
关键词 issued Implementation Detail on power dispatching Information Release
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Dynamic Economic Dispatch for Wind Power System Considering System Security and Spinning Reserve 被引量:1
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作者 Wangchao Dong Jing Zhang +1 位作者 Jiejie Huang Shenghu Li 《Journal of Power and Energy Engineering》 2015年第4期342-347,共6页
In this paper, dynamic economic dispatch model is proposed for power systems with bulk wind power integration. The wind turbine generators are assumed to partially undertake the spinning reserve for the thermal genera... In this paper, dynamic economic dispatch model is proposed for power systems with bulk wind power integration. The wind turbine generators are assumed to partially undertake the spinning reserve for the thermal generator. A double-layer optimization model is proposed. The outer layer use the differential evolution to search for the power output of thermal generators, and the inner layer use the primal-dual interior point method to solve the OPF of the established output state. Finally, the impact of spinning reserve with wind power on power system operating is validated. 展开更多
关键词 SPINNING RESERVE Wind power Dynamic ECONOMIC dispatch (DED) Differential Evolution METHOD INTERIOR Point METHOD
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Operating Analysis and Data Mining System for Power Grid Dispatching
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作者 Haiming Zhou Dunnan Liu +2 位作者 Dan Li Guanghui Shao Qun Li 《Energy and Power Engineering》 2013年第4期616-620,共5页
The dispatching center of power-grid companies is also the data center of the power grid where gathers great amount of operating information. The valuable information contained in these data means a lot for power grid... The dispatching center of power-grid companies is also the data center of the power grid where gathers great amount of operating information. The valuable information contained in these data means a lot for power grid operating management, but at present there is no special method for the management of operating data resource. This paper introduces the operating analysis and data mining system for power grid dispatching. The technique of data warehousing online analytical processing has been used to manage and analysis the great capacity of data. This analysis system is based on the real-time data of the power grid to dig out the potential rule of the power grid operating. This system also provides a research platform for the dispatchers, help to improve the JIT (Just in Time) management of power system. 展开更多
关键词 power GRID dispatch INDEX System DATA MINING
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