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Optimal Dispatching Model Considering the Pumped Sto-rage Power Plant in Hunan
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作者 Xinfan Jiang Dunnan Liu +1 位作者 Siyuan Zhang Wenlei Zhang 《Energy and Power Engineering》 2013年第4期608-611,共4页
This paper made a research on the Intelligent Optimization Operating Modeling of Pumped Storage Power Station in Hunan Power Grid. First it introduces the characteristics of Hunan power grid and analysis the practical... This paper made a research on the Intelligent Optimization Operating Modeling of Pumped Storage Power Station in Hunan Power Grid. First it introduces the characteristics of Hunan power grid and analysis the practical requirement of dispatching. Then it brings forward the intelligent optimization model and set up running model for pumped storage power station of Hei Mi-feng. At last, it introduces the application of pumped storage power station in Hunan power grid and proves the effectiveness of the optimization models. 展开更多
关键词 Intelligent Optimization DISPATCHING Model PUMPED Storage Power STATION
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Prediction and Analysis on Short-term Load of Power System Based on LSTM 被引量:2
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作者 Jian LI Yehui PENG +3 位作者 Ziyi CHENG Yuwei LI Jiapeng FAN Junpeng CHEN 《Meteorological and Environmental Research》 CAS 2022年第4期116-117,124,共3页
Effective short-term prediction of regional voltage load is of great significance to the implementation of energy saving and emission reduction policies in China.Accurate prediction of real-time demand voltage can red... Effective short-term prediction of regional voltage load is of great significance to the implementation of energy saving and emission reduction policies in China.Accurate prediction of real-time demand voltage can reduce power waste and carbon emissions,make outstanding contributions to delaying global climate warming,and is conducive to global environmental protection and sustainable development.On the short-term load forecasting of power system,a variant model of RNN-LSTM is tested in this paper.It effectively solves the problem of gradient explosion and disappearance caused by large amount of data input in classical RNN.On the basis of this model,optimization experiments are carried out under different super parameters to achieve better prediction results.The experimental results show that the accuracy of test set reaches 99.8%,which proves that the method proposed in this paper has certain reference value. 展开更多
关键词 Energy saving and emission reduction Sustainable development Carbon emission Load forecasting Power system
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The Security Correction of Large Consumers Long-Term Direct Power Trading Based on DC Power Transfer Distribution Factor
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作者 Ouyang Xu Zhenggang Wang +3 位作者 Bifeng Lv Jinguo Zhang Jiangang Yao Bin Wang 《Energy and Power Engineering》 2017年第4期365-375,共11页
The experiments of large consumers direct power trading is conducting in china nationwide, and it’s important to the reform of electricity market. To compensated efficiencies in security correction of large consumers... The experiments of large consumers direct power trading is conducting in china nationwide, and it’s important to the reform of electricity market. To compensated efficiencies in security correction of large consumers direct power trading, a novel security correction method based on DC power transfer distribution factor was proposed. Using the presented method to comply security correction, all the transactions that satisfy the specific requirements of maximizing social welfare are able to enter security correction process, and when the power of transmission line is out of limit, this method avoid the transaction which causes this problem is abandoned directly by introducing supplement transactions. The simulation has shown that the proposed security correction method of large consumers direct power trading based on DC power transfer distribution factor is effective. 展开更多
关键词 Large CONSUMERS Direct POWER TRADING DC POWER TRANSFER Distribution Factor SECURITY CORRECTION Electricity Markets
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AdaptiveMulti-Objective EnergyManagement Strategy Considering the Differentiated Demands of Distribution Networks with a High Proportion of New-Generation Sources and Loads
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作者 Huang Tan Haibo Yu +2 位作者 Tianyang Chen Hanjun Deng Yetong Hu 《Energy Engineering》 2025年第5期1949-1973,共25页
With the increasing integration of emerging source-load types such as distributed photovoltaics,electric vehicles,and energy storage into distribution networks,the operational characteristics of these networks have ev... With the increasing integration of emerging source-load types such as distributed photovoltaics,electric vehicles,and energy storage into distribution networks,the operational characteristics of these networks have evolved from traditional single-load centers to complex multi-source,multi-load systems.This transition not only increases the difficulty of effectively classifying distribution networks due to their heightened complexity but also renders traditional energy management approaches-primarily focused on economic objectives-insufficient to meet the growing demands for flexible scheduling and dynamic response.To address these challenges,this paper proposes an adaptive multi-objective energy management strategy that accounts for the distinct operational requirements of distribution networks with a high penetration of new-type source-loads.The goal is to establish a comprehensive energy management framework that optimally balances energy efficiency,carbon reduction,and economic performance in modern distribution networks.To enhance classification accuracy,the strategy constructs amulti-dimensional scenario classification model that integrates environmental and climatic factors by analyzing the operational characteristics of new-type distribution networks and incorporating expert knowledge.An improved split-coupling K-means preclustering algorithm is employed to classify distribution networks effectively.Based on the classification results,fuzzy logic control is then utilized to dynamically optimize the weighting of each objective,allowing for an adaptive adjustment of priorities to achieve a flexible and responsivemulti-objective energy management strategy.The effectiveness of the proposed approach is validated through practical case studies.Simulation results indicate that the proposed method improves classification accuracy by 18.18%compared to traditional classification methods and enhances energy savings and carbon reduction by 4.34%and 20.94%,respectively,compared to the fixed-weight strategy. 展开更多
关键词 High-proportion new-type source-loads multi-dimensional scenario classification clustering algorithms fuzzy logic control adaptive multi-objective energy management
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Pulse electroplating of Ni-W-P coating and its anti-corrosion performance 被引量:9
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作者 Hai-hui ZHOU Zuo-wei LIAO +5 位作者 Chen-xu FANG Huan-xin LI Bin FENG Song XU Guo-fei CAO Ya-fei KUANG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第1期88-95,共8页
Ni-W-P coatings were electrodeposited on copper substrates by pulse electroplating.Effects of electrolyte pH(1-3),temperature(40-80°C),average current density(1-7A/dm2)and pulse frequency(200-1000Hz)on deposition... Ni-W-P coatings were electrodeposited on copper substrates by pulse electroplating.Effects of electrolyte pH(1-3),temperature(40-80°C),average current density(1-7A/dm2)and pulse frequency(200-1000Hz)on deposition rate,structure and corrosion resistance performance of Ni-W-P coatings were studied by single factor method.Surface morphology,crystallographic structure and composition of Ni-W-P coatings were investigated by means of scanning electron microscopy,X-ray diffractometry and energy dispersive X-ray spectroscopy,respectively.Corrosion resistance performances of Ni-W-P coatings were studied by potentiodynamic polarization and electrochemical impedance spectroscopy in3.5%NaCl solution(mass fraction)and soil-containing solution.It was found that the pulse electroplated Ni-W-P coatings have superior corrosion resistance performance and the electroplating parameters significantly affect the structure and corrosion resistance performance of Ni-W-P coatings.The optimized parameters of pulse electroplating Ni-W-P coatings were as follows:pH2.0,temperature60°C,average current density4A/dm2,and pulse frequency600Hz.The Ni-W-P coating prepared under the optimized parameters has superior corrosion resistance(276.8kΩ)and compact surface without any noticeable defect. 展开更多
关键词 pulse electroplating Ni-W-P coating corrosion resistance
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Inhibition roles of molybdate and borate on Q235 steel corrosion in resistance reducing agent 被引量:2
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作者 Yang Yang Hui Su +4 位作者 Lan-lan Liu Song Xu Zhen Zhong Xiao-bao Zhou Tang-qing Wu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2023年第8期1477-1489,共13页
The effects of Na_(2)MoO_(4) and Na_(2)B_(4)O_(7) on corrosion behavior of Q235 steel in resistance reducing agent(RRA)containing sodium bentonite were studied by mass loss,scanning electron microscopy and electrochem... The effects of Na_(2)MoO_(4) and Na_(2)B_(4)O_(7) on corrosion behavior of Q235 steel in resistance reducing agent(RRA)containing sodium bentonite were studied by mass loss,scanning electron microscopy and electrochemical measurement.The results showed that both the independent and mixed additions of Na_(2)MoO_(4) and/or Na_(2)B_(4)O_(7),can reduce the corrosion rate of Q235 steel in RRA containing sodium bentonite.And the inhibition effect of Na_(2)MoO_(4) and/or Na_(2)B_(4)O_(7)increased with their dosage increase.With the same dosage,the inhibition efficiency of the mixed addition of Na_(2)MoO_(4) and Na_(2)B_(4)O_(7),was higher than that of their independent addition.The passivation effect of Q235 steel was easy to obtain in the RRA with the mixed addition of Na_(2)MoO_(4) and Na_(2)B_(4)O_(7).The optimized inhibitor for the RRA containing sodium bentonite was the mixture of Na_(2)B_(4)O_(7) and Na_(2)MoO_(4) with a total concentration of 1.5 wt.%.Furthermore,the increase in corrosion potential E_(corr) and the decrease in corrosion current density i_(cor) in carbon steel were one of the important criteria for the formation of passivation film. 展开更多
关键词 Q235 steel Resistance reducing agent Corrosion inhibitor Sodium bentonite Electrochemical impedance spectrum
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Gd^(3+)doped CuInS_(2)/ZnS nanocrystals with high quantum yield for bimodal fluorescence/magnetic resonance imaging 被引量:2
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作者 郁彩艳 宣曈曈 +3 位作者 楼孙棋? 刘潇潇 廉国海 李会利 《Journal of Rare Earths》 SCIE EI CAS CSCD 2017年第4期382-388,共7页
Recently, CulnS2/ZnS nanocrystals (CISZ NCs) have been widely used in many fields due to their excellent properties, such as tunable photoluminescence (PL) spectra, broad absorption, and non-toxicity. In order to ... Recently, CulnS2/ZnS nanocrystals (CISZ NCs) have been widely used in many fields due to their excellent properties, such as tunable photoluminescence (PL) spectra, broad absorption, and non-toxicity. In order to expand the application ofCISZ NCs, Gd3+ was introduced into the host serving as paramagnetic modules to achieve magnetic resonance imaging (MRI) enhancement. MRI probes could provide high-resolution anatomical information. The derived Gd-Cu-In-S/ZnS nanocrystals (GCISZNCs) exhibited the strong orange photoluminescence with a quantum yield of 57.6% and significantly high longitudinal relaxivity (rl-20.4 mmol/s) in comparison with commmercial Magnevist (Gd-DTPA, r1=4.5mmol/s). Effective enhancement of MRI and improved longitudinal relaxivity as well as lower cytotoxicity mode GCISZ NCs an ideal MRI probe, suggesting its potential and significance in practical biological and clinic applications in the future. 展开更多
关键词 Gd-Cu-In-S/ZnS nanocrystals longitudinal relaxivity magnetic resonance imaging rare earths
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Sentiment Analysis of Short Texts Based on Parallel DenseNet 被引量:1
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作者 Luqi Yan Jin Han +2 位作者 Yishi Yue Liu Zhang Yannan Qian 《Computers, Materials & Continua》 SCIE EI 2021年第10期51-65,共15页
Text sentiment analysis is a common problem in the field of natural language processing that is often resolved by using convolutional neural networks(CNNs).However,most of these CNN models focus only on learning local... Text sentiment analysis is a common problem in the field of natural language processing that is often resolved by using convolutional neural networks(CNNs).However,most of these CNN models focus only on learning local features while ignoring global features.In this paper,based on traditional densely connected convolutional networks(DenseNet),a parallel DenseNet is proposed to realize sentiment analysis of short texts.First,this paper proposes two novel feature extraction blocks that are based on DenseNet and a multiscale convolutional neural network.Second,this paper solves the problem of ignoring global features in traditional CNN models by combining the original features with features extracted by the parallel feature extraction block,and then sending the combined features into the final classifier.Last,a model based on parallel DenseNet that is capable of simultaneously learning both local and global features of short texts and shows better performance on six different databases compared to other basic models is proposed. 展开更多
关键词 Sentiment analysis short texts parallel DenseNet
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Research on Electronic Document Management System Based on Cloud Computing 被引量:1
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作者 Jin Han Cheng Wang +3 位作者 Jie Miao Mingxin Lu Yingchun Wang Jin Shi 《Computers, Materials & Continua》 SCIE EI 2021年第3期2645-2654,共10页
With the development of information technology,cloud computing technology has brought many conveniences to all aspects of work and life.With the continuous promotion,popularization and vigorous development of e-govern... With the development of information technology,cloud computing technology has brought many conveniences to all aspects of work and life.With the continuous promotion,popularization and vigorous development of e-government and e-commerce,the number of documents in electronic form is getting larger and larger.Electronic document is an indispensable main tool and real record of e-government and business activities.How to scientifically and effectively manage electronic documents?This is an important issue faced by governments and enterprises in improving management efficiency,protecting state secrets or business secrets,and reducing management costs.This paper discusses the application of cloud computing technology in the construction of electronic file management system,proposes an architecture of electronic file management system based on cloud computing,and makes a more detailed discussion on key technologies and implementation.The electronic file management system is built on the cloud architecture to enable users to upload,download,share,set security roles,audit,and retrieve files based on multiple modes.An electronic file management system based on cloud computing can make full use of cloud storage,cloud security,and cloud computing technologies to achieve unified,reliable,and secure management of electronic files. 展开更多
关键词 Cloud computing technology electronic file management system cloud security
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Long reach DWDM-PON with 12.5 GHz channel spacing based on comb source seeding
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作者 周钊 聂海涛 汪耀军 《Optoelectronics Letters》 EI 2016年第4期304-307,共4页
A long reach dense wavelength division multiplexing passive optical network(DWDM-PON) with 12.5 GHz channel spacing is proposed and experimentally demonstrated. An optical frequency comb source is used to provide the ... A long reach dense wavelength division multiplexing passive optical network(DWDM-PON) with 12.5 GHz channel spacing is proposed and experimentally demonstrated. An optical frequency comb source is used to provide the multiwavelength seeding light, while reflective semiconductor optical amplifiers(RSOAs) are installed in both optical line terminal(OLT) and optical network units(ONUs) as colorless transmitter. The experimental results show that the bidirectional transmission for 1.2 Gbit/s data rate is achieved over 80 km single mode fiber(SMF). 展开更多
关键词 信道间隔 长距离 GHZ 半导体光放大器 播种 密集波分复用 无源光网络 光网络单元
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Intelligent Models of Long-Term Security Correction in Energy Conversion Dispatching
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作者 Chaochun Luo Dunnan Liu +1 位作者 Qingqi Chen Xinming Liu 《Energy and Power Engineering》 2013年第4期621-624,共4页
This paper is research on the dispatching models for monthly generation plan which is manage the congestion considering the security constrains of the power grid. Since the monthly generation plan is the result of var... This paper is research on the dispatching models for monthly generation plan which is manage the congestion considering the security constrains of the power grid. Since the monthly generation plan is the result of vary monthly power exchange, including long-term power contract, power exchange among provinces and generation constitution exchanges, The application of monthly security constrained dispatching is with significant meaning for the security and stability of power grid. This paper brings forward the purpose and contents of security dispatching and introduces the working procedure and mathematic models. At last, the practical example of the Hunan Province power grid is introduced to explain the models. 展开更多
关键词 Intelligent Models CONGESTION Management ELECTRICITY Market MONTHLY Generation PLAN
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Root cause of corrosion failure of tin coating on wire clamp in marine atmosphere
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作者 Zhen Zhong Wang-yan Ly +6 位作者 Teng-yuan Liu Yi Xie Yang Yang Zhen-zhu Wang Deng-ke Li Xiao-bo Li Tang-qing Wu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2024年第4期998-1014,共17页
The failure cause of a tinned copper wire clamp in marine atmosphere was studied systematically by X-ray photoelectron spectroscopy,scanning electron microscopy with energy dispersive spectroscopy and electrochemical ... The failure cause of a tinned copper wire clamp in marine atmosphere was studied systematically by X-ray photoelectron spectroscopy,scanning electron microscopy with energy dispersive spectroscopy and electrochemical measurements.The main components of the green rust on the surface of the damaged wire clamp are SnO_(2),CuO,Cu_(2)Cl(OH)_(3) and CuCO(OH)_(2).Much of green rust distributes at the platform edge along the axial direction on the crimp connection,and severe corrosion and corrosion pits occur at the platform edge zone along the axial direction.The enriching Cl-at the marine atmosphere and the existing O_(2) in air collectively enhance the corrosion process of the tin coating and the copper matrix.Finite element model results show that the residual stress and strain of the tin coating are the largest at the platform edge along the axial direction on the crimp connection,and the corresponding electrode potential of the tin coating at this zone drops significantly.The above results indicate that the residual strain increases the driving force of the corrosion electrochemical reactions and accelerates the corrosion rate and the pit corrosion of the tin coating at this zone. 展开更多
关键词 Tin coating Marine atmosphere Residual strain-Chloride ion Corrosion failure
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An Optimal Resource Provision Policy in Cloud Computing Based on Customer Profiles
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作者 ZHOU Jingcai ZHANG Huying CHEN Yibo 《Wuhan University Journal of Natural Sciences》 CAS 2014年第3期213-220,共8页
Conventional resource provision algorithms focus on how to maximize resource utilization and meet a fixed constraint of response time which be written in service level agreement(SLA).Unfortunately,the expected respo... Conventional resource provision algorithms focus on how to maximize resource utilization and meet a fixed constraint of response time which be written in service level agreement(SLA).Unfortunately,the expected response time is highly variable and it is usually longer than the value of SLA.So,it leads to a poor resource utilization and unnecessary servers migration.We develop a framework for customer-driven dynamic resource allocation in cloud computing.Termed CDSMS(customer-driven service manage system),and the framework’s contributions are twofold.First,it can reduce the total migration times by adjusting the value of parameters of response time dynamically according to customers’profiles.Second,it can choose a best resource provision algorithm automatically in different scenarios to improve resource utilization.Finally,we perform a serious experiment in a real cloud computing platform.Experimental results show that CDSMS provides a satisfactory solution for the prediction of expected response time and the interval period between two tasks and reduce the total resource usage cost. 展开更多
关键词 cloud computing service level agreement quality of experience resource provision policy customers profiles
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A Testing Method for Ratio Restraint Characteristics of Differential Relay Protection of Transformers
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作者 Cao Zhihui Peng Chunyan Zhou Huaping 《Electricity》 2012年第5期44-47,共4页
In this paper, a method to calculate the slope of the ratio restraint characteristic of a transformer differential relay protection is proposed. The method allows using some concise but effective means to get the slop... In this paper, a method to calculate the slope of the ratio restraint characteristic of a transformer differential relay protection is proposed. The method allows using some concise but effective means to get the slope. Modulating the argument of current output from ONLLY testing equipment can make the relay protection device operate, thus, the data used for calculation would be obtained naturally after several trails. In order to make sure how effective that method could be, some experiment data is given as well. 展开更多
关键词 differential relay slope of ratio restraint characteristic relay testing relay protection of transformer
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The equivalent model of controller in synchronous frame to stationary frame 被引量:1
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作者 Yichao Wang Lai Huang +5 位作者 Yijia Cao Xintao Xie Zhongwei Chen Zhenfeng Xiao Ming Wen Zhiqiang Xu 《Global Energy Interconnection》 2018年第2期122-129,共8页
The system controlled in synchronous frame is commonly used. However, it is a problem how to transform the controller in synchronous frame to stationary frame. This paper deduces the stationary frame equivalent model ... The system controlled in synchronous frame is commonly used. However, it is a problem how to transform the controller in synchronous frame to stationary frame. This paper deduces the stationary frame equivalent model of arbitrarily controller in synchronous frame. The equivalent model can reflect the control performance of the input signal at different frequency accurately. The unified frequency-domain model of the overall system can be established using the equivalent model, and the guidance for frequency analysis and stability analysis can be provided. Theoretical derivation and simulation results verify the correctness and generality of the equivalent model. 展开更多
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Real-time transient stability assessment in power system based on improved SVM 被引量:27
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作者 Wei HU Zongxiang LU +4 位作者 Shuang WU Weiling ZHANG Yu DONG Rui YU Baisi LIU 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2019年第1期26-37,共12页
Due to the strict requirements of extremely high accuracy and fast computational speed, real-time transient stability assessment(TSA) has always been a tough problem in power system analysis.Fortunately, the developme... Due to the strict requirements of extremely high accuracy and fast computational speed, real-time transient stability assessment(TSA) has always been a tough problem in power system analysis.Fortunately, the development of artificial intelligence and big data technologies provide the new prospective methods to this issue, and there have been some successful trials on using intelligent method, such as support vector machine(SVM) method.However, the traditional SVM method cannot avoid false classification, and the interpretability of the results needs to be strengthened and clear.This paper proposes a new strategy to solve the shortcomings of traditional SVM,which can improve the interpretability of results, and avoid the problem of false alarms and missed alarms.In this strategy, two improved SVMs, which are called aggressive support vector machine(ASVM) and conservative support vector machine(CSVM), are proposed to improve the accuracy of the classification.And two improved SVMs can ensure the stability or instability of the power system in most cases.For the small amount of cases with undetermined stability, a new concept of grey region(GR) is built to measure the uncertainty of the results, and GR can assessment the instable probability of the power system.Cases studies on IEEE 39-bus system and realistic provincial power grid illustrate the effectiveness and practicability of the proposed strategy. 展开更多
关键词 Power system TRANSIENT stability assessment(TSA) Intelligent method Support VECTOR MACHINE GREY region
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Key Factors for Efficient Consumption of Renewable Energy in a Provincial Power Grid in Southern China 被引量:6
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作者 Ming Wen Yong Li +7 位作者 Xintao Xie Yijia Cao Yaowu Wu Weiyu Wang Li He Yu Cao Binkun Xu Limiao Huang 《CSEE Journal of Power and Energy Systems》 SCIE CSCD 2020年第3期554-562,共9页
The development of renewable energy sources(RES)is important to promote the energy transition and address climate change.Unlike the centralized RES power plants in the north of China,the distributed RES power plants i... The development of renewable energy sources(RES)is important to promote the energy transition and address climate change.Unlike the centralized RES power plants in the north of China,the distributed RES power plants in the south of China for achieving local consumption have become an effective alternative.However,the differences between RES and hydropower consumption have become obvious in some areas.This paper investigates the key factors affecting the abandonment of RES in the south of China.To alleviate the problem of RES consumption,various measures are discussed from the aspects of evaluating the consumption capacity of power grids at different voltage levels,optimizing demand-side management,flexibly for reforming the peak-shaving power sources of thermal power plants and strengthening inter-provincial transactions.The production simulation is used to validate the analysis and discussion. 展开更多
关键词 HYDROPOWER power consumption renewable energy wind power
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A Missing Power Data Filling Method Based on Improved Random Forest Algorithm 被引量:14
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作者 Wei Deng Yixiu Guo +3 位作者 Jie Liu Yong Li Dingguo Liu Liang Zhu 《Chinese Journal of Electrical Engineering》 CSCD 2019年第4期33-39,共7页
Missing data filling is a key step in power big data preprocessing,which helps to improve the quality and the utilization of electric power data.Due to the limitations of the traditional methods of filling missing dat... Missing data filling is a key step in power big data preprocessing,which helps to improve the quality and the utilization of electric power data.Due to the limitations of the traditional methods of filling missing data,an improved random forest filling algorithm is proposed.As a result of the horizontal and vertical directions of the electric power data are based on the characteristics of time series.Therefore,the method of improved random forest filling missing data combines the methods of linear interpolation,matrix combination and matrix transposition to solve the problem of filling large amount of electric power missing data.The filling results show that the improved random forest filling algorithm is applicable to filling electric power data in various missing forms.What’s more,the accuracy of the filling results is high and the stability of the model is strong,which is beneficial in improving the quality of electric power data. 展开更多
关键词 Big data cleaning missing data filling data preprocessing random forest data quality
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Energy harvesting technology for AC overhead insulated transmission line based on electric field induction
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作者 Le Zhou Hongwei Liu +1 位作者 Kun Zuo Kuo Shang 《High Voltage》 SCIE EI CSCD 2024年第4期816-825,共10页
To solve the problem of the energy harvesting(EEH)effect of the condition monitoring devices power supply on the transmission line is not ideal.The authors designed three kinds of EEH schemes based on AC electric fiel... To solve the problem of the energy harvesting(EEH)effect of the condition monitoring devices power supply on the transmission line is not ideal.The authors designed three kinds of EEH schemes based on AC electric field induction,which can effectively improve the output power of load power supply.The EEH principle of each scheme was analysed in detail,and the influence factors such as the shape of outer energy harvester,capacitance compensation and impedance matching characteristics were analysed.Finally,the experiment showed that 140.9 mW of power was obtained in direct-mode field EEH when the line voltage level was 10 kV.The high-potential field EEH mode obtained 4.1 mW of power.The harvesting effect of the inner energy harvester with the same potential as the aluminium wire was obviously better,and 30.7 mW of power was obtained.Finally,based on the third mode,when the load resistance was 2200Ω,the rectifier received 23.7 mW DC output.The experimental results are in agreement with the theoretical analysis,which verifies the effectiveness of the electric field induction power supply technology. 展开更多
关键词 field HARVESTING MODE
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Insulator defect detection under extreme weather based on synthetic weather algorithm and improved YOLOv7 被引量:3
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作者 Yong Yang Shuai Yang +4 位作者 Chuan Li Yunxuan Wang Xiaoqian Pi Yuxin Lu Ruohan Wu 《High Voltage》 2025年第1期69-77,共9页
Efficient and accurate insulator defect detection is essential for maintaining the safe and stable operation of transmission lines.However,the detection effectiveness is adversely impacted by complex and changeable en... Efficient and accurate insulator defect detection is essential for maintaining the safe and stable operation of transmission lines.However,the detection effectiveness is adversely impacted by complex and changeable environmental backgrounds,particularly under extreme weather that elevates accident risks.Therefore,this research proposes a high-precision intelligent strategy based on the synthetic weather algorithm and improved YOLOv7 for detecting insulator defects under extreme weather.The proposed meth-odology involves augmenting the dataset with synthetic rain,snow,and fog algorithm processing.Additionally,the original dataset undergoes augmentation through affine and colour transformations to improve model's generalisation performance under complex power inspection backgrounds.To achieve higher recognition accuracy in severe weather,an improved YOLOv7 algorithm for insulator defect detection is proposed,integrating focal loss with SIoU loss function and incorporating an optimised decoupled head structure.Experimental results indicate that the synthetic weather algorithm processing significantly improves the insulator defect detection accuracy under extreme weather,increasing the mean average precision by 2.4%.Furthermore,the authors’improved YOLOv7 model achieves 91.8%for the mean average precision,outperforming the benchmark model by 2.3%.With a detection speed of 46.5 frames per second,the model meets the requirement of real-time detection of insulators and their defects during power inspection. 展开更多
关键词 WEATHER EXTREME ALGORITHM
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