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Generation of input spectrum for electrolysis stack degradation test applied to wind power PEM hydrogen production
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作者 Yanhui Xu Guanlin Li +1 位作者 Yuyuan Gui Zhengmao Li 《Global Energy Interconnection》 EI CSCD 2024年第4期462-474,共13页
Hydrogen production by proton exchange membrane electrolysis has good fluctuation adaptability,making it suitable for hydrogen production by electrolysis in fluctuating power sources such as wind power.However,current... Hydrogen production by proton exchange membrane electrolysis has good fluctuation adaptability,making it suitable for hydrogen production by electrolysis in fluctuating power sources such as wind power.However,current research on the durability of proton exchange membrane electrolyzers is insufficient.Studying the typical operating conditions of wind power electrolysis for hydrogen production can provide boundary conditions for performance and degradation tests of electrolysis stacks.In this study,the operating condition spectrum of an electrolysis stack degradation test cycle was proposed.Based on the rate of change of the wind farm output power and the time-averaged peak-valley difference,a fluctuation output power sample set was formed.The characteristic quantities that played an important role in the degradation of the electrolysis stack were selected.Dimensionality reduction of the operating data was performed using principal component analysis.Clustering analysis of the data segments was completed using an improved Gaussian mixture clustering algorithm.Taking the annual output power data of wind farms in Northwest China with a sampling rate of 1 min as an example,the cyclic operating condition spectrum of the proton-exchange membrane electrolysis stack degradation test was constructed.After preliminary simulation analysis,the typical operating condition proposed in this paper effectively reflects the impact of the original curve on the performance degradation of the electrolysis stack.This study provides a method for evaluating the degradation characteristics and system efficiency of an electrolysis stack due to fluctuations in renewable energy. 展开更多
关键词 Hydrogen production by electrolysis of water Wind power Proton exchange membrane electrolyzer Gaussian mixture model Cyclic operating condition
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Energy-Efficient Operation of Water Systems through Optimization of Load Power Reduction in Electricity Markets 被引量:1
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作者 Chouaib Mkireb Abel Dembele +1 位作者 Antoine Jouglet Thierry Denoeux 《Journal of Electronic Science and Technology》 CAS CSCD 2018年第4期304-315,共12页
Demand response(DR) is gaining more and more importance in the architecture of power systems in a context of flexible loads and high share of intermittent generation. Changes in electricity markets regulation in sever... Demand response(DR) is gaining more and more importance in the architecture of power systems in a context of flexible loads and high share of intermittent generation. Changes in electricity markets regulation in several countries have recently enabled an effective integration of DR mechanisms in power systems. Through its flexible components(pumps, tanks), drinking water systems are suitable candidates for energy-efficient DR mechanisms. However, these systems are often managed independently of power system operation for both economic and operational reasons. Indeed, a sufficient level of economic viability and water demands risk management are necessary for water utilities to integrate their flexibilities to power system operation. In this paper,we proposed a mathematical model for optimizing pump schedules in water systems while trading DR blocs in a spot power market during peak times. Uncertainties about water demands were considered in the mathematical model allowing to propose power reductions covering the potential risk of real-time water demand forecasting inaccuracy.Numerical results were discussed on a real water system in France, demonstrating both economic and ecological benefits. 展开更多
关键词 Demand response(DR) drinking water systems peak energy load power system operation spot power market
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Cyber-Physical Systems as General Distributed Parameter Systems:Three Types of Fractional Order Models and Emerging Research Opportunities 被引量:2
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作者 Fudong Ge YangQuan Chen Chunhai Kou 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第4期353-357,共5页
Cyber-physical systems (CPSs) are man-made complex systems coupled with natural processes that, as a whole, should be described by distributed parameter systems (DPSs) in general forms. This paper presents three such ... Cyber-physical systems (CPSs) are man-made complex systems coupled with natural processes that, as a whole, should be described by distributed parameter systems (DPSs) in general forms. This paper presents three such general models for generalized DPSs that can be used to characterize complex CPSs. These three different types of fractional operators based DPS models are: fractional Laplacian operator, fractional power of operator or fractional derivative. This research investigation is motivated by many fractional order models describing natural, physical, and anomalous phenomena, such as sub-diffusion process or super-diffusion process. The relationships among these three different operators are explored and explained. Several potential future research opportunities are then articulated followed by some conclusions and remarks. © 2014 Chinese Association of Automation. 展开更多
关键词 Laplace equation Laplace transforms Mathematical operators
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Evaluation of Operating Domains in Power Systems
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作者 M. A. El-Kady Y. A. Alturki M. S. Al-Saud 《Energy and Power Engineering》 2012年第4期274-282,共9页
This paper presents the results of a recent major industry-supported study with the aim to provide power system operators with more meaningful and effective means to quickly identify feasible operating boundaries as w... This paper presents the results of a recent major industry-supported study with the aim to provide power system operators with more meaningful and effective means to quickly identify feasible operating boundaries as well as more flexibility to select alternate operating scenarios. In this regard, the paper outlines the main theoretical basis and computational framework for the development of innovative computerized schemes capable of identifying and processing various system integrity domains. The novel framework allows system operators to determine – in a fast and reliable manner – the most favorable operating scenarios which maintain system security, reliability and operating performance quality. For demonstration purposes, and without loss of generality, an emphasis is given to the dynamic system security problem where the Transient Energy Function (TEF) method is used to define quantitative measures of the level (degree) of system security for a given operating scenario. Nonetheless, the framework presented is applicable quite as well to other system performance functions and criteria that may be considered. A demonstrative application is presented for a 9-bus benchmark system, widely used in the literature. In addition, a practical application is also presented for the Saudi Electricity Company (SEC) power system where the operating security domain was evaluated in the operating parameter space spanned by two major interface flows in the system. 展开更多
关键词 power systems DYNAMIC SECURITY Operating PARAMETERS Performance Optimization
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Optimal Scheduling Strategy for Energy Consumption Minimization of Hydro-Thermal Power Systems
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作者 Jiekang WU 《Energy and Power Engineering》 2009年第1期54-64,共11页
A comparison analysis based method for computing the water consumption volume needed for electric energy production of optimal scheduling in hydro-thermal power systems is presented in this paper. The electric energy ... A comparison analysis based method for computing the water consumption volume needed for electric energy production of optimal scheduling in hydro-thermal power systems is presented in this paper. The electric energy produced by hydroelectric plants and coal-fired plants is divided into 4 components: potential energy, kinetic energy, water-deep pressure energy and reservoir energy. A new and important concept, reservoir energy, is proposed, based on which is divided into a number of water bodies, for example 3 water bodies, and a reservoir is analyzed in a new way. This paper presents an optimal scheduling solution of elec-tric energy production of hydro-thermal power systems based on multi-factors analytic method, in which some important factors, such as load demand, reservoir in-flow, water consumption volume increment rate of hydroelectric plants or converted from coal-fired plants, and so on are given to model the objective function and the constraints. A study example with three simulation cases is carried out to illustrate flexibility, adapta-bility, applicability of the proposed method. 展开更多
关键词 hydro-thermal power systems optimal ELECTRIC energy production water CONSUMPTION VOLUME
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Fuzzy Set Based Models and Methods of Decision Making and Power Engineering Problems
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作者 Petr Ya. Ekel Illya V. Kokshenev +2 位作者 Roberta O. Parreiras Gladstone B. Alves Paulo M. N. Souza 《Engineering(科研)》 2013年第5期41-51,共11页
The results of research into the use of fuzzy set based models and methods of multicriteria decision making for solving power engineering problems are presented. Two general classes of models related to multiobjective... The results of research into the use of fuzzy set based models and methods of multicriteria decision making for solving power engineering problems are presented. Two general classes of models related to multiobjective (X,M> models) and multiattribute (X,R> models) problems are considered. The analysisX,M> of models is based on the use of the Bellman-Zadeh approach to decision making in a fuzzy environment. Its application conforms to the principle of guaranteed result and provides constructive lines in obtaining harmonious solutions on the basis of analyzing associated maxmin problems. Several techniques based on fuzzy preference modeling are considered for the analysis of?X,R> models. A review of the authors’ results associated with the application of these models and methods for solving diverse types of problems of power system and subsystems planning and operation is presented. The recent results on the use ofX,M> andX,R> models and methods of their analysis for the allocation of reactive power sources in distribution systems and for the prioritization in maintenance planning in distribution systems, respectively, are considered. 展开更多
关键词 power systems and SUBsystems Planning and operation DECISION MAKING in FUZZY Environment Bellman-Zadeh Approach FUZZY PREFERENCE RELATION Modeling
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Study of Models for Heating Power Station Operator Training Systems
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作者 Sholpan Muratkyzy Baimatayeva Yuriy Vladimirovitch Shevyakov 《Journal of Energy and Power Engineering》 2013年第1期162-167,共6页
This paper is devoted to development and study of models for operator training systems of heating power station processes management. It proposed a mathematical model describing the management processes of heating pow... This paper is devoted to development and study of models for operator training systems of heating power station processes management. It proposed a mathematical model describing the management processes of heating power units of the technological complex considering the relationship of technological variables in deviations effective in real time. A software complex is developed for the system of training of operators controlling processes in heating station units. Obtained results may be used in the course of development of computer training systems for operators of heating power stations with cross-linkage. 展开更多
关键词 Training systems of operators steam generator simulation model heating power stations
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Low-Power Operational Amplifier for Real-Time Signal Processing System of Micro Air Vehicle
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作者 王竹萍 仲顺安 聂丹丹 《Journal of Beijing Institute of Technology》 EI CAS 2010年第3期353-356,共4页
A low-power complementary metal oxide semiconductor(CMOS) operational amplifier (op-amp) for real-time signal processing of micro air vehicle (MAV) is designed in this paper.Traditional folded cascode architectu... A low-power complementary metal oxide semiconductor(CMOS) operational amplifier (op-amp) for real-time signal processing of micro air vehicle (MAV) is designed in this paper.Traditional folded cascode architecture with positive channel metal oxide semiconductor(PMOS) differential input transistors and sub-threshold technology are applied under the low supply voltage.Simulation results show that this amplifier has significantly low power,while maintaining almost the same gain,bandwidth and other key performances.The power required is only 0.12 mW,which is applicable to low-power and low-voltage real-time signal acquisition and processing system. 展开更多
关键词 microelectromechanical system(MEMS) operational amplifier(op-amp) LOW-power real-time signal processing system micro air vehicle(MAV)
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Approach of Training Working Staff of Power System Operation Mode Based on State Evaluation
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作者 Feng Qian Youping Fan +1 位作者 Chen Liu Yunfei Ai 《Engineering(科研)》 2013年第1期191-196,共6页
An approach of training working staff of power system operation mode based on state evaluation is proposed. In terms of knowledge features of power system operation mode, we studied a training method based on evaluati... An approach of training working staff of power system operation mode based on state evaluation is proposed. In terms of knowledge features of power system operation mode, we studied a training method based on evaluation of learning state. This training method makes individual learning for different individual condition to give them ability to grasp learning points quickly, evaluate real-time learning effect, update learning style in time and summarize problems after one learning stage, so that learners can master professional knowledge in constant summaries and feedbacks. Obvious effects can be obtained on discontinuous learning time that trainees can master basic theories associated with their working and operations adapted to practical work quickly. 展开更多
关键词 power system operation mode PRofESSIONAL TRAINING STATE EVALUATION
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New Analytical Model for Optimal Placement of Wind Turbines in Power Network under Pool and Reserve Markets Conditions
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作者 Babak Safari Chabok Ahmad Ashouri +2 位作者 Majid Yekta Khalilsaraei Hossein Shahidi Moghadam Fariborz Ghasemi 《Energy and Power Engineering》 2016年第10期313-325,共13页
In this paper a new market based analytical model is proposed for optimal placement of Wind Turbines (WTs) in power systems. In addition to wind turbines, thermal units (THUs) and Pumped Storage Hydro Power Plants (PS... In this paper a new market based analytical model is proposed for optimal placement of Wind Turbines (WTs) in power systems. In addition to wind turbines, thermal units (THUs) and Pumped Storage Hydro Power Plants (PSHPPs) owners participate in power market. Objective function is defined as participants’ social welfare achieved from power pool and ancillary markets in yearly horizon. Wind turbines have been modeled by probability-generation tree scenarios based on statistical information. We concentrate on investment profits of WTs numbers and its generation capacity beside to PSHPPs and THUs power plants in power systems due to increase in high flexible tools for Independent system operator into the planning and operation planning time interval. For effectiveness evaluation of proposed model, simulation studies are applied on 14-Bus IEEE test power system. 展开更多
关键词 Wind Turbine Pumped Storage Hydro power Plants (PSHPPs) power Pool and Ancillary Market Independent System Operator
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Storing Freshwater Versus Storing Electricity in Power Systems with High Freshwater Electric Demand
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作者 Mubarak J.Al-Mubarak Antonio J.Conejo 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第2期323-333,共11页
We consider a power system whose electric demand pertaining to freshwater production is high(high freshwater electric demand),as in the Middle East,and investigate the tradeoff of storing freshwater in tanks versus st... We consider a power system whose electric demand pertaining to freshwater production is high(high freshwater electric demand),as in the Middle East,and investigate the tradeoff of storing freshwater in tanks versus storing electricity in batteries at the day-ahead operation stage.Both storing freshwater and storing electricity increase the actual electric demand at valley hours and decrease it at peak hours,which is generally beneficial in term of cost and reliability.But,to what extent?We analyze this question considering three power systems with different generation-mix configurations,i.e.,a thermal-dominated mix,a renewable-dominated one,and a fully renewable one.These generation-mix configurations are inspired by how power systems may evolve in different countries in the Middle East.Renewable production uncertainty is compactly modeled using chance constraints.We draw conclusions on how both storage facilities(freshwater and electricity)complement each other to render an optimal operation of the power system. 展开更多
关键词 power system operation freshwater production and transportation coordination day-ahead scheduling
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The Coupled Operational Systems:A Linear Optimisation Review
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作者 Said El Noshokaty 《Journal of Economic Science Research》 2019年第2期40-49,共10页
The purpose of this review is to summarise the existing literature on the operational systems as to explain the current state of understanding on the coupled operational systems.The review only considers the linear op... The purpose of this review is to summarise the existing literature on the operational systems as to explain the current state of understanding on the coupled operational systems.The review only considers the linear optimisation of the operational systems.Traditionally,the operational systems are classified as decoupled,tightly coupled,and loosely coupled.Lately,the coupled operational systems were classified as systems of time-sensitive and time-insensitive operational cycle,systems employing one mix and different mixes of factors of production,and systems of single-linear,single-linear-fractional,and multi-linear objective.These new classifications extend the knowledge about the linear optimisation of the coupled operational systems and reveal new objective-improving models and new state-of-the-art methodologies never discussed before.Business areas affected by these extensions include product assembly lines,cooperative farming,gas/oil reservoir development,maintenance service throughout multiple facilities,construction via different locations,flights traffic control in aviation,game reserves,and tramp shipping in maritime cargo transport. 展开更多
关键词 operational systems Coupled systems Assembly lines Facility location Distributed systems Resource allocation Factors of production Linear optimisation
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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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Wind Power Uncertainty and Power System Performance
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作者 C. Lindsay Anderson Judith B. Cardell 《Engineering(科研)》 2013年第10期41-51,共11页
The penetration of wind power into global electric power systems is steadily increasing, with the possibility of 30% to 80% of electrical energy coming from wind within the coming decades. At penetrations below 10% of... The penetration of wind power into global electric power systems is steadily increasing, with the possibility of 30% to 80% of electrical energy coming from wind within the coming decades. At penetrations below 10% of electricity from wind, the impact of this variable resource on power system operations is manageable with historical operating strategies. As this penetration increases, new methods for operating the power system and electricity markets need to be developed. As part of this process, the expected impact of increased wind penetration needs to be better understood and quantified. This paper presents a comprehensive modeling framework, combining optimal power flow with Monte Carlo simulations used to quantify the impact of high levels of wind power generation in the power system. The impact on power system performance is analyzed in terms of generator dispatch patterns, electricity price and its standard deviation, CO2 emissions and amount of wind power spilled. Simulations with 10%, 20% and 30% wind penetration are analyzed for the IEEE 39 bus test system, with input data representing the New England region. Results show that wind power predominantly displaces natural gas fired generation across all scenarios. The inclusion of increasing amounts of wind can result in price spike events, as the system is required to dispatch down expensive demand in order to maintain the energy balance. These events are shown to be mitigated by the inclusion of demand response resources. Benefits include significant reductions in CO2 emissions, up to 75% reductions at 30% wind penetration, as compared to emissions with no wind integration. 展开更多
关键词 WIND power power System operations Variable Energy RESOURCES DEMand Response
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大国竞争背景下新质生产力形成的理论逻辑与实现路径 被引量:60
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作者 柳学信 曹成梓 孔晓旭 《重庆大学学报(社会科学版)》 CSSCI 北大核心 2024年第1期145-155,共11页
新质生产力是习近平总书记基于大国竞争背景下我国发展阶段、发展环境、发展条件变化,作出的具有根本性、全局性、长远性的重大战略判断。在新一代信息技术加速突破应用、先进制造技术加速产业转型的新发展阶段,形成新质生产力既是构建... 新质生产力是习近平总书记基于大国竞争背景下我国发展阶段、发展环境、发展条件变化,作出的具有根本性、全局性、长远性的重大战略判断。在新一代信息技术加速突破应用、先进制造技术加速产业转型的新发展阶段,形成新质生产力既是构建新发展格局、推动高质量发展的必然要求,也是我国建设现代化经济体系的关键动能,关系我国在未来发展和国际竞争中赢得战略主动。新质生产力的内涵是以引领国际经济体系变革、重塑现代化产业体系、提升企业核心竞争力为目的,从传统生产力向新质生产力的演化升级应该包含国际竞争、国家优势和企业发展三个层面整个生产范式的转变。文章以马克思主义政治经济学、习近平经济思想、习近平生态文明思想为理论支撑,提出“新质生产力”的理论构建包括三个维度:一是微观载体——打造世界一流企业;二是中观治理——提升国际竞争优势;三是宏观发展——构建人类命运共同体。文章将新质生产力形成的理论逻辑和实践路径融入中国当前的发展战略中,从转变企业发展范式、重塑现代化产业体系和建设新的全球治理体系三个方面提出形成新质生产力的改革路径,三条路径相辅相成、协同发力,共同为新质生产力的形成注入活力,使得生产力发展更好地服务于中国高质量发展的战略定位。 展开更多
关键词 新质生产力 大国竞争背景 高质量发展 现代化产业体系 中国式现代化
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Nodal Electricity Market Design and Power System Constraint Management
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作者 Jean Constantinescu 《通讯和计算机(中英文版)》 2012年第8期942-948,共7页
关键词 电力市场 网络节点 电力系统 节点设计 约束管理 电力传输 电力交易 基础设施
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新型电力系统中的规划运营与电力市场:研究进展与科研实践 被引量:1
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作者 钟海旺 张宁 +8 位作者 杜尔顺 郭鸿业 蔡元纪 王鹏 高洪超 李姚旺 刘学 康重庆 夏清 《中国电机工程学报》 EI CSCD 北大核心 2024年第18期7084-7103,I0004,共21页
“碳达峰、碳中和”战略目标下,能源结构清洁化—可再生能源并网比例不断提高、能源要素多元化—发输配用各环节海量灵活性资源接入两大趋势带来的挑战,对电力规划、调度运营、电力市场产生了重大影响。规划中如何综合考虑海量运行场景... “碳达峰、碳中和”战略目标下,能源结构清洁化—可再生能源并网比例不断提高、能源要素多元化—发输配用各环节海量灵活性资源接入两大趋势带来的挑战,对电力规划、调度运营、电力市场产生了重大影响。规划中如何综合考虑海量运行场景与多元化要素,运营中如何高效调度多样灵活性资源,市场如何设计机制激励主体提供灵活性,都是新型电力系统建设亟待解决的问题。该文从电力规划、调度运营、电力市场3个层面出发,对近年来新型电力系统中规划运营与电力市场的相关研究进展进行系统梳理,涵盖基础理论、机制设计、应用研究、系统研发等多类型研究文献。进一步从规划、调度、市场3个方面展望未来研究趋势,如新型要素接入下的电网韧性、电碳耦合调度理论与高效求解技术、辅助服务与容量市场交易品类、考虑储能等新型主体的市场交易机制等,以期为我国新型电力系统的建设提供有益参考。 展开更多
关键词 电力规划 调度运营 电力市场 不确定性分析 低碳电力 综合能源系统 机制设计
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适应新型电力系统的电力互替品市场——(一)理念与构想 被引量:2
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作者 何光宇 范帅 +3 位作者 李祖毅 肖居承 孟琰 严正 《电力系统自动化》 EI CSCD 北大核心 2024年第9期54-66,共13页
新型电力系统重塑了能源生产消费结构,电力市场机制也需随之改变。首先,分析指出提升系统调节能力是新型电力系统下市场机制设计的首要目标;围绕该目标给出了市场机制应具备的特点,包括利于激发调节动力、释放调节能力、接纳各种新型调... 新型电力系统重塑了能源生产消费结构,电力市场机制也需随之改变。首先,分析指出提升系统调节能力是新型电力系统下市场机制设计的首要目标;围绕该目标给出了市场机制应具备的特点,包括利于激发调节动力、释放调节能力、接纳各种新型调节资源等。其次,对世界各国现货市场普遍采用的分时交易机制进行了分析,指出其与新型电力系统存在诸多不适应之处,包括市场主体调节贡献无法被量化表征,市场主体连续运行特性与分时交易机制相矛盾、调节能力难以完全释放,以及难以满足海量柔性资源直接参与电力市场的需求等。为此,文中舍弃分时交易的方式,转而提出整体交易机制与电力互替品概念,介绍了形成与交易电力互替品的主要思路,并以电力互替品为核心构想了新型市场机制。该机制可通过调节责任划分量化各主体调节贡献,激发市场主体的调节动力;同时,也能促进市场主体主动优化自身运行方式,释放调节能力;具有易于扩展的优势,可轻松接纳新型电力系统下层出不穷的各类新型主体。 展开更多
关键词 新型电力系统 电力市场 新能源消纳 电力互替品 分时交易 整体交易机制
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Research on typical operating conditions of hydrogen production system with off-grid wind power considering the characteristics of proton exchange membrane electrolysis cell
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作者 Weiming Peng Yanhui Xu +4 位作者 Gendi Li Jie Song Guizhi Xu Xiaona Xu Yan Pan 《Global Energy Interconnection》 EI 2024年第5期642-652,共11页
Hydrogen energy,with its abundant reserves,green and low-carbon characteristic,high energy density,diverse sources,and wide applications,is gradually becoming an important carrier in the global energy transformation a... Hydrogen energy,with its abundant reserves,green and low-carbon characteristic,high energy density,diverse sources,and wide applications,is gradually becoming an important carrier in the global energy transformation and development.In this paper,the off-grid wind power hydrogen production system is considered as the research object,and the operating characteristics of a proton exchange membrane(PEM)electrolysis cell,including underload,overload,variable load,and start-stop are analyzed.On this basis,the characteristic extraction of wind power output data after noise reduction is carried out,and then the self-organizing mapping neural network algorithm is used for clustering to extract typical wind power output scenarios and perform weight distribution based on the statistical probability.The trend and fluctuation components are superimposed to generate the typical operating conditions of an off-grid PEM electrolytic hydrogen production system.The historical output data of an actual wind farm are used for the case study,and the results confirm the feasibility of the method proposed in this study for obtaining the typical conditions of off-grid wind power hydrogen production.The results provide a basis for studying the dynamic operation characteristics of PEM electrolytic hydrogen production systems,and the performance degradation mechanism of PEM electrolysis cells under fluctuating inputs. 展开更多
关键词 Wind power fluctuation off-grid operation Hydrogen production by PEM electrolysis Neural network clustering Typical working conditions
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电力系统混合整数线性规划问题的运筹决策关键技术综述与展望 被引量:2
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作者 高倩 杨知方 李文沅 《电工技术学报》 EI CSCD 北大核心 2024年第11期3291-3307,共17页
机组组合、检修计划、拓扑运行优化、电力系统规划等电力系统混合整数线性规划(MILP)问题旨在实现电力资源的最佳配置,应用广泛,其精准性与高效性直接影响了电力系统的安全性与经济性。随着“双碳”目标的提出,新型电力系统MILP问题模... 机组组合、检修计划、拓扑运行优化、电力系统规划等电力系统混合整数线性规划(MILP)问题旨在实现电力资源的最佳配置,应用广泛,其精准性与高效性直接影响了电力系统的安全性与经济性。随着“双碳”目标的提出,新型电力系统MILP问题模型复杂度更高、计算效率要求更严格,对当前运筹决策技术提出了更严峻的挑战。然而,现有依赖于国外进口求解器的电力系统运筹决策技术面临“组合爆炸”,且求解器依赖进口面临“卡脖子”困境,亟须实现技术突破。为此,该文系统地梳理了电力系统MILP问题的运筹决策技术,以及近年来通用MILP问题的最新进展,并展望了电力系统MILP问题运筹决策关键技术未来的研究方向,旨在为我国相关研究工作提供参考和思路。 展开更多
关键词 电力系统优化 混合整数线性规划 运筹决策 混合整数线性规划(MILP)求解器
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