首页 > 最新文献

2022 4th International Conference on Power and Energy Technology (ICPET)最新文献

英文 中文
Latin Hypercube Sampling and Spectral Clustering Based Typical Scenes Generation and Analysis for Effective Reserve Dispatch 基于拉丁超立方采样和光谱聚类的典型场景生成与有效储备调度分析
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918267
Haiyu Huang, Dan Xu, Qian Cheng, Chen Yang, Xingyu Lin, Junjie Tang
This paper proposes a typical scenes generation method based on Latin Hypercube Sampling (LHS) and spectral clustering (SC). The proposed method can realize efficient typical scenes generation considering the stochastic fluctuation in renewable energy output and load demand. Then, the extreme scenes contained in these typical scenes are further analyzed, and the probability of the extreme scenes included in the typical scenes is defined as the membership degree of typical scenes in this paper. The results show that the membership degree of typical scenes is inversely proportional to the security margin of their branch power exceeding the limit, which is conducive to improving the security margin of the branch power for typical scenes by the reasonable allocation of reserve capacity, so that effective reserve dispatch of the system is guaranteed. Finally, the effectiveness of the proposed method is verified by experiments on the modified IEEE-14 bus system.
提出了一种基于拉丁超立方体采样(LHS)和光谱聚类(SC)的典型场景生成方法。该方法可以在考虑可再生能源输出和负荷需求随机波动的情况下,实现高效的典型场景生成。然后,进一步分析这些典型场景中包含的极端场景,并将典型场景中包含的极端场景的概率定义为典型场景的隶属度。结果表明,典型场景的隶属度与其分支电力超过极限的安全裕度成反比,有利于通过合理分配备用容量来提高典型场景分支电力的安全裕度,从而保证系统的有效备用调度。最后,在改进后的IEEE-14总线系统上进行了实验,验证了所提方法的有效性。
{"title":"Latin Hypercube Sampling and Spectral Clustering Based Typical Scenes Generation and Analysis for Effective Reserve Dispatch","authors":"Haiyu Huang, Dan Xu, Qian Cheng, Chen Yang, Xingyu Lin, Junjie Tang","doi":"10.1109/ICPET55165.2022.9918267","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918267","url":null,"abstract":"This paper proposes a typical scenes generation method based on Latin Hypercube Sampling (LHS) and spectral clustering (SC). The proposed method can realize efficient typical scenes generation considering the stochastic fluctuation in renewable energy output and load demand. Then, the extreme scenes contained in these typical scenes are further analyzed, and the probability of the extreme scenes included in the typical scenes is defined as the membership degree of typical scenes in this paper. The results show that the membership degree of typical scenes is inversely proportional to the security margin of their branch power exceeding the limit, which is conducive to improving the security margin of the branch power for typical scenes by the reasonable allocation of reserve capacity, so that effective reserve dispatch of the system is guaranteed. Finally, the effectiveness of the proposed method is verified by experiments on the modified IEEE-14 bus system.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131104909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Active Voltage Regulation Control for Multi-VSI in Large-scale Renewable Energy Integrated Power System 大型可再生能源综合电力系统中多vsi有源电压调节控制
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918248
Z. Zhao, Xiao-ling Su, Chaofan Zhao, Shichang Zhao, Jun Yang, Hui Chen
As power system see large-scale renewable energy sources (RESs) integration continuously, the high penetration level of RESs makes voltage support capacity of power system decreased dramatically which makes voltage regulation an even greater challenge, especially at the point of coupling (PCC) with RESs. The reasonable answer is RESs provide active support capacity to power system. Voltage control at PCC requires a large amount of reactive power during fluctuation. This paper proposes an active voltage regulation control for multi-VSI in large-scale renewable energy integrated power system to regulate PCC voltage actively. The main control objective is regulating voltage deviation at PCC to avoid the overloading or protection action of devices. The control strategy ensures paralleled inverters share reactive power and realize autonomous operation of multi-machine parallel system. In addition, it provides plug-and-play operation options for RESs, and any RESs’ switching action will not affect the other units. Simulation results prove the correctness and feasibility of the control strategy.
随着电力系统大规模可再生能源的不断整合,可再生能源的高渗透水平使得电力系统的电压支撑能力急剧下降,这给电压调节带来了更大的挑战,特别是在与可再生能源的耦合点(PCC)。合理的答案是RESs为电力系统提供了主动保障能力。PCC的电压控制在波动时需要大量的无功功率。针对大型可再生能源综合电力系统中多vsi的电压主动调节控制,提出了一种主动调节PCC电压的方法。主要控制目标是调节PCC电压偏差,避免设备过载或保护动作。该控制策略保证了并联逆变器共享无功功率,实现了多机并联系统的自主运行。此外,它还为RESs提供了即插即用的操作选项,任何RESs的切换动作都不会影响到其他机组。仿真结果证明了该控制策略的正确性和可行性。
{"title":"Active Voltage Regulation Control for Multi-VSI in Large-scale Renewable Energy Integrated Power System","authors":"Z. Zhao, Xiao-ling Su, Chaofan Zhao, Shichang Zhao, Jun Yang, Hui Chen","doi":"10.1109/ICPET55165.2022.9918248","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918248","url":null,"abstract":"As power system see large-scale renewable energy sources (RESs) integration continuously, the high penetration level of RESs makes voltage support capacity of power system decreased dramatically which makes voltage regulation an even greater challenge, especially at the point of coupling (PCC) with RESs. The reasonable answer is RESs provide active support capacity to power system. Voltage control at PCC requires a large amount of reactive power during fluctuation. This paper proposes an active voltage regulation control for multi-VSI in large-scale renewable energy integrated power system to regulate PCC voltage actively. The main control objective is regulating voltage deviation at PCC to avoid the overloading or protection action of devices. The control strategy ensures paralleled inverters share reactive power and realize autonomous operation of multi-machine parallel system. In addition, it provides plug-and-play operation options for RESs, and any RESs’ switching action will not affect the other units. Simulation results prove the correctness and feasibility of the control strategy.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"75 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132244981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on the Influence of Distributed Photovoltaics on Distribution Network Voltage in Three-phase Unbalanced State 分布式光伏对三相不平衡状态下配电网电压影响的研究
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918244
Guoxin Li, Jie Li, Linyun Li, Sizheng Yu, Nan Wang, Shiyao Pan, Hao Ding, Ziqing Su
The influence of traditional distributed photovoltaic grid-connected on the voltage is based on the three-phase balance state of the system, but with the development of society, more and more unbalanced loads are connected to the power grid, which makes the system in three-phase unbalanced state for a long time. Based on this, this paper considers the long-term unbalance of the system caused by the asymmetric load, and the system voltage changes in this state. Then, the change of negative sequence voltage is analyzed by the symmetrical component method, and the system is analyzed by the unbalanced power flow method in the ETAP software. The influence of distributed photovoltaic grid connection on bus node voltage under single-phase load access is studied by this paper. The results show that when the distributed photovoltaic is connected to the unbalanced system, the voltage value of each bus node of the system can be effectively improved, but the degree of influence on the system imbalance needs to be draw corresponding conclusions according to the difference of photovoltaic disconnection and load capacity.
传统的分布式光伏并网对电压的影响是基于系统的三相平衡状态,但随着社会的发展,越来越多的不平衡负荷接入电网,使得系统长期处于三相不平衡状态。在此基础上,本文考虑了非对称负载引起的系统长期不平衡,以及在此状态下系统电压的变化。然后,采用对称分量法对负序电压的变化进行分析,并用ETAP软件中的不平衡潮流法对系统进行分析。本文研究了单相负载接入下分布式光伏并网对母线节点电压的影响。结果表明,分布式光伏接入不平衡系统后,可有效提高系统各母线节点的电压值,但对系统不平衡的影响程度需根据光伏断网和负载能力的差异得出相应结论。
{"title":"Research on the Influence of Distributed Photovoltaics on Distribution Network Voltage in Three-phase Unbalanced State","authors":"Guoxin Li, Jie Li, Linyun Li, Sizheng Yu, Nan Wang, Shiyao Pan, Hao Ding, Ziqing Su","doi":"10.1109/ICPET55165.2022.9918244","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918244","url":null,"abstract":"The influence of traditional distributed photovoltaic grid-connected on the voltage is based on the three-phase balance state of the system, but with the development of society, more and more unbalanced loads are connected to the power grid, which makes the system in three-phase unbalanced state for a long time. Based on this, this paper considers the long-term unbalance of the system caused by the asymmetric load, and the system voltage changes in this state. Then, the change of negative sequence voltage is analyzed by the symmetrical component method, and the system is analyzed by the unbalanced power flow method in the ETAP software. The influence of distributed photovoltaic grid connection on bus node voltage under single-phase load access is studied by this paper. The results show that when the distributed photovoltaic is connected to the unbalanced system, the voltage value of each bus node of the system can be effectively improved, but the degree of influence on the system imbalance needs to be draw corresponding conclusions according to the difference of photovoltaic disconnection and load capacity.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"125 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132390726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
An Improved VDS Sensing-based Synchronous Rectification Scheme for LLC Resonant Converter Using Perturb & Observe Algorithm 一种改进的基于VDS传感的LLC谐振变换器同步整流方案
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918444
Chenghao Sun, Qiuye Sun, Rui Wang
Although VDS sensing-based synchronous rectification (SR) schemes have been widely studied, the parasitic inductance of synchronous rectifier is still the main problem affecting the performance of these schemes. To deal with this problem, this paper proposes an improved VDS sensing-based SR scheme for LLC resonant converter. In this scheme, the VDS signal of the synchronous rectifier is sensed to determine the turn-on time of the SR control signal. Different from the conventional VDS sensing-based schemes, the tuning of the turnoff time of SR control signal is decoupled from the VDS signal. The turn-off time is obtained entirely through a perturb & observe (P&O) algorithm. It can eliminates the negative effects of parasitic inductance. Based on this algorithm, the proposed scheme can achieve accurate tuning of the turn-off time with any primary-side modulation strategy. With these effects, the proposed SR scheme can be compatible with arbitrary primary-side modulation strategies of LLC converter, which is convenient for application in different scenarios. Experimental results show the effectiveness of proposed SR scheme in a wide frequency range and light-to-full load conditions.
尽管基于VDS传感的同步整流(SR)方案已经得到了广泛的研究,但同步整流的寄生电感仍然是影响这些方案性能的主要问题。针对这一问题,本文提出了一种改进的基于VDS传感的LLC谐振变换器SR方案。在该方案中,通过检测同步整流器的VDS信号来确定SR控制信号的导通时间。与传统的基于VDS传感的方案不同,SR控制信号的关断时间调谐与VDS信号解耦。关断时间完全通过摄动&观察(P&O)算法获得。它可以消除寄生电感的负面影响。基于该算法,该方案可以在任意一次侧调制策略下实现关断时间的精确调谐。基于这些效果,本文提出的SR方案可以兼容任意的LLC变换器的一次侧调制策略,方便在不同场景下的应用。实验结果表明,该方案在较宽的频率范围和轻至满载条件下都是有效的。
{"title":"An Improved VDS Sensing-based Synchronous Rectification Scheme for LLC Resonant Converter Using Perturb & Observe Algorithm","authors":"Chenghao Sun, Qiuye Sun, Rui Wang","doi":"10.1109/ICPET55165.2022.9918444","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918444","url":null,"abstract":"Although VDS sensing-based synchronous rectification (SR) schemes have been widely studied, the parasitic inductance of synchronous rectifier is still the main problem affecting the performance of these schemes. To deal with this problem, this paper proposes an improved VDS sensing-based SR scheme for LLC resonant converter. In this scheme, the VDS signal of the synchronous rectifier is sensed to determine the turn-on time of the SR control signal. Different from the conventional VDS sensing-based schemes, the tuning of the turnoff time of SR control signal is decoupled from the VDS signal. The turn-off time is obtained entirely through a perturb & observe (P&O) algorithm. It can eliminates the negative effects of parasitic inductance. Based on this algorithm, the proposed scheme can achieve accurate tuning of the turn-off time with any primary-side modulation strategy. With these effects, the proposed SR scheme can be compatible with arbitrary primary-side modulation strategies of LLC converter, which is convenient for application in different scenarios. Experimental results show the effectiveness of proposed SR scheme in a wide frequency range and light-to-full load conditions.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"124 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132525618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the Development of Distributed Wind Power in China 中国分布式风电发展分析
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918288
Chao Yang, Dong Zhang, Xiaoning Ye
In the context of achieving "carbon peaking and carbon neutrality" goals, large-scale wind energy development has become an important way and measure to tackle climate change in major countries around the world. Centralized wind power is usually used in areas with concentrated load resources because of its scale effect and low cost. However, it requires connecting the generated electricity to the grid and transporting it over long distances to load center areas for consumption and utilization. Distributed wind power can be configured in load centers, which provides flexible arrangement and local consumption. In this paper, the development situation of distributed wind power in China for 2020 is analyzed, based on which the Levelized Cost of Energy (LCOE) of distributed wind power in the future is calculated, and the cost changes of this kind power in China both over the past decade and in the future are analyzed from three aspects: Initial investment cost, utilization hours and operation and maintenance rates, consequently the key directions of development are identified to provide reference for the future development of distributed wind power in China.
在实现“碳调峰和碳中和”目标的背景下,大规模开发风能已成为世界主要国家应对气候变化的重要途径和措施。集中式风力发电具有规模效应和成本低等优点,通常用于负荷资源集中的地区。然而,它需要将产生的电力连接到电网,并将其长距离输送到负荷中心地区消费和利用。分布式风电可配置在负荷中心,布置灵活,就地消纳。本文分析了2020年中国分布式风电的发展情况,在此基础上计算了未来分布式风电的平准化能源成本(LCOE),并从三个方面分析了过去十年和未来中国分布式风电的成本变化:通过对初始投资成本、利用小时数和运维率的分析,确定了分布式风电的重点发展方向,为未来中国分布式风电的发展提供参考。
{"title":"Analysis of the Development of Distributed Wind Power in China","authors":"Chao Yang, Dong Zhang, Xiaoning Ye","doi":"10.1109/ICPET55165.2022.9918288","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918288","url":null,"abstract":"In the context of achieving \"carbon peaking and carbon neutrality\" goals, large-scale wind energy development has become an important way and measure to tackle climate change in major countries around the world. Centralized wind power is usually used in areas with concentrated load resources because of its scale effect and low cost. However, it requires connecting the generated electricity to the grid and transporting it over long distances to load center areas for consumption and utilization. Distributed wind power can be configured in load centers, which provides flexible arrangement and local consumption. In this paper, the development situation of distributed wind power in China for 2020 is analyzed, based on which the Levelized Cost of Energy (LCOE) of distributed wind power in the future is calculated, and the cost changes of this kind power in China both over the past decade and in the future are analyzed from three aspects: Initial investment cost, utilization hours and operation and maintenance rates, consequently the key directions of development are identified to provide reference for the future development of distributed wind power in China.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"116 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114217530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Peer-to-Peer Online Sharing Transaction Mode for Distributed Energy Storage Considering Price Accounting 考虑价格核算的分布式储能点对点在线共享交易模式
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918421
Zhixiang Sun, Donghui Chen, Yanhu Ma, Guodong Zheng, Yansheng Lang, Yanbo Chen
In order to reduce the idle resources of distributed energy storage equipment, standardize the transaction price of equipment to improve the enthusiasm of users. This paper proposes a distributed energy storage peer-to-peer online sharing transaction mode considering price accounting. Firstly, the basic concepts of Ethereum and smart contract are briefly introduced, and the distributed energy storage contract model with price information is established, and the administrator smart contract model with price accounting is established. Then, an online sharing transaction mode considering transaction price accounting is proposed which ensures the privacy and safety of transaction users and realize price accounting during remote control of energy storage. The research results prove the feasibility of the proposed trading model and the superiority of standardizing market transaction pricing.
为了减少分布式储能设备的闲置资源,规范设备的交易价格,提高用户的积极性。提出了一种考虑价格核算的分布式储能点对点在线共享交易模式。首先,简要介绍了以太坊和智能合约的基本概念,建立了包含价格信息的分布式储能合约模型,以及包含价格核算的管理员智能合约模型。然后,提出了一种考虑交易价格核算的在线共享交易模式,保证了交易用户的隐私和安全,实现了储能远程控制过程中的价格核算。研究结果证明了所提出的交易模型的可行性和规范市场交易定价的优越性。
{"title":"Peer-to-Peer Online Sharing Transaction Mode for Distributed Energy Storage Considering Price Accounting","authors":"Zhixiang Sun, Donghui Chen, Yanhu Ma, Guodong Zheng, Yansheng Lang, Yanbo Chen","doi":"10.1109/ICPET55165.2022.9918421","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918421","url":null,"abstract":"In order to reduce the idle resources of distributed energy storage equipment, standardize the transaction price of equipment to improve the enthusiasm of users. This paper proposes a distributed energy storage peer-to-peer online sharing transaction mode considering price accounting. Firstly, the basic concepts of Ethereum and smart contract are briefly introduced, and the distributed energy storage contract model with price information is established, and the administrator smart contract model with price accounting is established. Then, an online sharing transaction mode considering transaction price accounting is proposed which ensures the privacy and safety of transaction users and realize price accounting during remote control of energy storage. The research results prove the feasibility of the proposed trading model and the superiority of standardizing market transaction pricing.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116727865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Review of the Application of Blockchain Technology in Virtual Power Plant 区块链技术在虚拟电厂中的应用综述
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918422
Baorong Zhou, Wenmeng Zhao, Jiangnan Li, Tao Wang, Tian Mao, Yanting Huang
In order to overcome the defects of centralized management and transaction methods while protecting user privacy and information security at the same time, blockchain technology, which is believed to have great impact on the in-depth study of the future virtual power plant resilience development and sharing concepts, is introduced into virtual power plants. Introducing blockchain in distributed energy transactions combined with demand response can further reduce costs and transaction times. However, the application of blockchain technology cannot take into account decentralization, scalability, and security at the same time in large-scale virtual power plant transactions. It will also be subject to physical limitations. In response to the above problems, optimization and research plans are proposed. Among these solutions, the direction of artificial intelligence has attracted much attention, and it is foreseeable that the future research direction of blockchain technology in the field of virtual power plants will be more closely combined with artificial intelligence technology.
为了克服集中管理和交易方式的缺陷,同时保护用户隐私和信息安全,将被认为对未来虚拟电厂弹性发展和共享理念的深入研究产生重大影响的区块链技术引入虚拟电厂。在分布式能源交易中引入区块链与需求响应相结合,可以进一步降低成本和交易时间。然而,区块链技术在大规模虚拟电厂交易中的应用,无法同时兼顾去中心化、可扩展性和安全性。它还将受到物理限制。针对上述问题,提出了优化研究方案。在这些解决方案中,人工智能方向备受关注,可以预见,未来区块链技术在虚拟电厂领域的研究方向将与人工智能技术更加紧密地结合。
{"title":"A Review of the Application of Blockchain Technology in Virtual Power Plant","authors":"Baorong Zhou, Wenmeng Zhao, Jiangnan Li, Tao Wang, Tian Mao, Yanting Huang","doi":"10.1109/ICPET55165.2022.9918422","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918422","url":null,"abstract":"In order to overcome the defects of centralized management and transaction methods while protecting user privacy and information security at the same time, blockchain technology, which is believed to have great impact on the in-depth study of the future virtual power plant resilience development and sharing concepts, is introduced into virtual power plants. Introducing blockchain in distributed energy transactions combined with demand response can further reduce costs and transaction times. However, the application of blockchain technology cannot take into account decentralization, scalability, and security at the same time in large-scale virtual power plant transactions. It will also be subject to physical limitations. In response to the above problems, optimization and research plans are proposed. Among these solutions, the direction of artificial intelligence has attracted much attention, and it is foreseeable that the future research direction of blockchain technology in the field of virtual power plants will be more closely combined with artificial intelligence technology.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132133297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Photovoltaic Fault Diagnosis Based on Residual Network 基于残差网络的光伏故障诊断
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918400
Yongxin Wang, Shan Wang, Xin Peng, Yang Zhao, Jiali Cui, D. Gao
Photovoltaic fault diagnosis plays an important role in photovoltaic operation and maintenance. Traditional fault diagnosis methods have low accuracy and slow recognition speed and are greatly affected by external factors. In this paper, the residual network is used to diagnose faults in the open dataset of electroluminescence. Build based on Pytorch framework. Firstly, the data set is preprocessed to avoid the unnecessary influence of external factors on the experiment. By comparing the influence of different depths of the network on performance, ResNet34 with the best performance is selected. The number of data sets is too small to train the network, so the ResNet34 model pre-trained on ImageNet is used for classification. The effects of different Dropout probability and different gradient descent algorithms on the performance of the test set are analyzed. The experimental results show that the final accuracy is 94.25%, which can effectively diagnose photovoltaic faults.
光伏故障诊断在光伏运行维护中起着重要的作用。传统的故障诊断方法存在准确率低、识别速度慢、受外界因素影响大等问题。本文将残差网络用于电致发光开放数据集的故障诊断。基于Pytorch框架构建。首先,对数据集进行预处理,避免外部因素对实验产生不必要的影响。通过比较不同网络深度对性能的影响,选择了性能最好的ResNet34。数据集的数量太少,无法训练网络,所以使用在ImageNet上预训练的ResNet34模型进行分类。分析了不同Dropout概率和不同梯度下降算法对测试集性能的影响。实验结果表明,最终准确率为94.25%,能够有效诊断光伏故障。
{"title":"Photovoltaic Fault Diagnosis Based on Residual Network","authors":"Yongxin Wang, Shan Wang, Xin Peng, Yang Zhao, Jiali Cui, D. Gao","doi":"10.1109/ICPET55165.2022.9918400","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918400","url":null,"abstract":"Photovoltaic fault diagnosis plays an important role in photovoltaic operation and maintenance. Traditional fault diagnosis methods have low accuracy and slow recognition speed and are greatly affected by external factors. In this paper, the residual network is used to diagnose faults in the open dataset of electroluminescence. Build based on Pytorch framework. Firstly, the data set is preprocessed to avoid the unnecessary influence of external factors on the experiment. By comparing the influence of different depths of the network on performance, ResNet34 with the best performance is selected. The number of data sets is too small to train the network, so the ResNet34 model pre-trained on ImageNet is used for classification. The effects of different Dropout probability and different gradient descent algorithms on the performance of the test set are analyzed. The experimental results show that the final accuracy is 94.25%, which can effectively diagnose photovoltaic faults.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"158 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132731638","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on Anti-offset Characteristics of Double-Layer Overlapping Coil Used in Inductive Wireless Power Transfer system 感应无线电力传输系统中双层重叠线圈抗偏置特性研究
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918394
Jing Xiao, Shaonan Chen, Chunmiao Ma, Yufang Chang, Wencong Huang
In order to deal with the problem of efficiency decreasing caused by the lateral offset of the wireless power transfer coil, a double-layer overlapping coil structure is proposed, which can realize multi-load charging and has strong anti-offset performance. First, the circuit model of the double-layer overlap coil system is established to analyze the factors that affect the efficiency of the system; secondly, the double-layer overlap coil model is established by COMSOL simulation to study the relationship between the efficiency of multiple charging areas and the lateral offset. Finally, in order to verify the authenticity of the theory and simulation, the experiment device is implemented and experimented results show that the change in the magnetic flux of the receiving coil will affect the coil efficiency. When lateral misalignment occurs, the proposed double-layer overlap coil structure can maintain high and stable magnetic field strength enables the system to effectively maintain high-efficiency energy transmission.
为了解决无线电力传输线圈横向偏移造成的效率下降问题,提出了一种双层重叠线圈结构,该结构可实现多负荷充电并具有较强的抗偏移性能。首先,建立了双层重叠线圈系统的电路模型,分析了影响系统效率的因素;其次,通过COMSOL仿真建立双层重叠线圈模型,研究多充电区效率与横向偏移量的关系;最后,为了验证理论和仿真的真实性,实现了实验装置,实验结果表明,接收线圈磁通量的变化会影响线圈效率。当发生横向错位时,所提出的双层重叠线圈结构可以保持高而稳定的磁场强度,使系统能够有效地保持高效的能量传输。
{"title":"Research on Anti-offset Characteristics of Double-Layer Overlapping Coil Used in Inductive Wireless Power Transfer system","authors":"Jing Xiao, Shaonan Chen, Chunmiao Ma, Yufang Chang, Wencong Huang","doi":"10.1109/ICPET55165.2022.9918394","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918394","url":null,"abstract":"In order to deal with the problem of efficiency decreasing caused by the lateral offset of the wireless power transfer coil, a double-layer overlapping coil structure is proposed, which can realize multi-load charging and has strong anti-offset performance. First, the circuit model of the double-layer overlap coil system is established to analyze the factors that affect the efficiency of the system; secondly, the double-layer overlap coil model is established by COMSOL simulation to study the relationship between the efficiency of multiple charging areas and the lateral offset. Finally, in order to verify the authenticity of the theory and simulation, the experiment device is implemented and experimented results show that the change in the magnetic flux of the receiving coil will affect the coil efficiency. When lateral misalignment occurs, the proposed double-layer overlap coil structure can maintain high and stable magnetic field strength enables the system to effectively maintain high-efficiency energy transmission.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133062189","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robust Operation Method for Power System with Energy Storage Considering Power and Energy State 考虑功率和能量状态的储能电力系统鲁棒运行方法
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918449
Pei Ligeng, Bai Hewen, Zhang Zhiren, Zhang Xin, Wang Kai, Li Xuenong
In order to solve the problem that the traditional deterministic power system scheduling model is difficult to take into account the economy and the backup required for large-scale renewable energy, this paper adopts a robust optimization method that takes into account both economy and safety model. In addition to the conventional constraints of thermal units, the model not only considers the power and energy constraints of the energy storage equipment, but also considers the transmission capacity constraints of the line. The discrete normal distribution is applied to describe the random characteristics of wind power. In the model solving process, the max-min model is transformed into a max-max model by Lagrange dual theory. Through numerical example analysis, the rationality of the robust optimization method is verified. It is concluded that the greater the degree of wind power fluctuation, the greater the total system cost. Meanwhile, an appropriate amount of initial storage energy can effectively reduce the system cost.
为了解决传统的确定性电力系统调度模型难以兼顾经济性和大规模可再生能源所需的备用的问题,本文采用了一种兼顾经济性和安全性的鲁棒优化方法。该模型除了考虑常规的热机组约束外,还考虑了储能设备的功率和能量约束,同时考虑了线路的输电容量约束。采用离散正态分布来描述风电的随机特性。在模型求解过程中,利用拉格朗日对偶理论将最大-最小模型转化为最大-最大模型。通过算例分析,验证了鲁棒优化方法的合理性。结果表明,风电功率波动程度越大,系统总成本越大。同时,适当的初始储能可以有效降低系统成本。
{"title":"Robust Operation Method for Power System with Energy Storage Considering Power and Energy State","authors":"Pei Ligeng, Bai Hewen, Zhang Zhiren, Zhang Xin, Wang Kai, Li Xuenong","doi":"10.1109/ICPET55165.2022.9918449","DOIUrl":"https://doi.org/10.1109/ICPET55165.2022.9918449","url":null,"abstract":"In order to solve the problem that the traditional deterministic power system scheduling model is difficult to take into account the economy and the backup required for large-scale renewable energy, this paper adopts a robust optimization method that takes into account both economy and safety model. In addition to the conventional constraints of thermal units, the model not only considers the power and energy constraints of the energy storage equipment, but also considers the transmission capacity constraints of the line. The discrete normal distribution is applied to describe the random characteristics of wind power. In the model solving process, the max-min model is transformed into a max-max model by Lagrange dual theory. Through numerical example analysis, the rationality of the robust optimization method is verified. It is concluded that the greater the degree of wind power fluctuation, the greater the total system cost. Meanwhile, an appropriate amount of initial storage energy can effectively reduce the system cost.","PeriodicalId":355634,"journal":{"name":"2022 4th International Conference on Power and Energy Technology (ICPET)","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126039013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2022 4th International Conference on Power and Energy Technology (ICPET)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1