Yue Xuejun, Zhu Yiqun, Sun Shuxian, Teng Yongxing, L. Jinyu
{"title":"LSTM Network for Carrier Module Detection Data Classification","authors":"Yue Xuejun, Zhu Yiqun, Sun Shuxian, Teng Yongxing, L. Jinyu","doi":"10.1109/ICSGEA.2019.00139","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00139","url":null,"abstract":"At any time the popularity of the Internet, the city's smart grid has been developing rapidly. At the same time, the number of smart meters has increased year by year. The effective mining of the power module carrier module data has also been upgraded to a new level. However, due to the fact that the existing carrier module data analysis scheme is not mature enough, a complete set of data analysis schemes for carrier module is urgently needed in the market. Through the most advanced detection technology and data analysis method, we can realize the data mining of carrier module and improve the use value of data. In the past, traditional statistical learning methods are used, such as naive Bayes and support vector machines, but with the progress of the times, these technologies can not meet the needs of people. Different from the past, this paper proposes a deep learning network based algorithm for data mining of carrier module detection. The carrier module detection data is modeled by LSTM deep neural network to automatically identify the different noise environment, and then the carrier module is dynamically adjusted according to the recognition results. Experiments show that the model has very good results. In addition, the technology solution will not affect the existing business processes. As far as we know, this is the first time to apply the deep learning method to the analysis of the carrier module detection data, which has a great inspiration for the future power system data processing.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124238694","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}
{"title":"The Application of Graphics and Images in Digital Technology Environment","authors":"Ying Xiong, Saihua Xu, Yan Li","doi":"10.1109/ICSGEA.2019.00051","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00051","url":null,"abstract":"With the development of digital technology, graphics and images have been widely used in the digital technology environment. This article first introduces the concepts and features of graphics and images and digital technology. The definition of the graphic image in the digital technology environment is then defined. Finally, it is summarized that the application of graphics and images in digital environment mainly includes the application of graphics and images in digital storage, the application of graphics and images in media propagation and the application of graphics and images in optical processing technology.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131541640","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}
{"title":"Design of Multimedia Tennis Teaching Data Integration System in Colleges and Universities Based on Computation","authors":"Jiao Yuping","doi":"10.1109/ICSGEA.2019.00056","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00056","url":null,"abstract":"In order to improve the management ability of multimedia tennis video teaching data in colleges and universities under cloud computing, the optimization design of college multimedia tennis video teaching data integration system is carried out. Big data processing technology is used to optimize the scheduling and management of multimedia tennis video teaching data in colleges and universities under cloud computing, and a data management model of college multimedia tennis video teaching is constructed. Extracting metadata of college multimedia tennis video teaching data under cloud computing, using semantic feature extraction method to extract multimedia tennis video teaching data information feature extraction, The fuzzy correlation degree characteristics of multimedia tennis video teaching data metadata in cloud computing environment is calculated, and combines fuzzy clustering method to deal with multimedia tennis video teaching data information clustering in colleges and universities under cloud computing. Improve the multimedia tennis video teaching data extended query and parallel scheduling ability. Develop and design the multimedia tennis video teaching data integration system in the embedded mobile terminal. The simulation results show that this method is used to design the multimedia tennis video teaching data integration system under cloud computing, which improves the information management ability of the multimedia tennis video teaching data, and the balance of resource scheduling is good, the teaching quality is improved.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"177 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130518685","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}
{"title":"Intelligent Management System of Sunshine Sports Activities for College Students","authors":"Yang Hui","doi":"10.1109/ICSGEA.2019.00121","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00121","url":null,"abstract":"This article designs an intelligent management system for college students' sports activities based on integration of RFID, 433MHZ wireless communication technology and Web Services. The system is appropriate for monitoring and managing on colleges sports activities, whose hardwares are mainly formed by collection terminal, data base station, data forwarding server and Ali Cloud WEB website composition. The communication adopts self-designed high reliability communication protocol to provide functions including data compression, packet loss retransmission and fault alarm. Finally, through system installing, function tests of module functions, system pressure test and data packet loss retransmission test, the feasibility and effectiveness of our scheme is proved .","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132209261","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}
{"title":"Design and Implementation of Intelligent Construction Engineering Information Management System Supporting Mobile Platform","authors":"Dong Shi, Limei Zhang","doi":"10.1109/ICSGEA.2019.00119","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00119","url":null,"abstract":"This paper introduces the contents and requirements of construction project management, the guiding ideology, popular mode and characteristics of the development of MIS. The intelligent construction project management system uses object-oriented software development method and UML as modeling tool to develop the system. According to the standard process of software engineering, this paper elaborates the whole process of development from the aspects of requirement analysis, design, code implementation and testing. The system modeling runs through the whole development process and UML use case diagrams, activity diagrams, class diagrams are provided. The designed system adopts B/S architecture to support various mainstream browsers, and it also supports Android smart mobile terminal to provide mobile office platform. The test and trial running results show that the system runs reliably, stably and easily, which reduces manpower cost and improves management level achieving the expected object.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116054136","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}
{"title":"Design and Implementation of Antenna Anti-Jamming Communication","authors":"W. Weifeng, Cai Wei","doi":"10.1109/ICSGEA.2019.00087","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00087","url":null,"abstract":"Traditional square antenna anti-jamming communication is prone to errors, resulting in rapid deterioration or even failure of communication performance. Therefore, the anti-jamming RF front-end system based on antenna array is optimized, and the multi-channel antenna signal acquisition algorithm is designed to solve the problem that traditional antenna receivers can only receive single-channel antenna signals. The communication position is obtained by the data received by the antenna element radio frequency, the direction information of the Communication Anti-jamming correction source is obtained by the coordinate transformation, and the anti-jamming error is corrected by the information. The interference amplitude and phase errors of the communication array are accurately estimated and the antenna communication performance is improved. Finally, the design effect of antenna anti-jamming communication is tested, and the test results are given. The feasibility of the system is verified by actual tests.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"196 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114738203","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}
{"title":"Research on Evaluation of Heilongjiang Supply Chain Financial Development Model Based on Malmquist Index Model","authors":"Shuli Zhang","doi":"10.1109/ICSGEA.2019.00124","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00124","url":null,"abstract":"In order to grasp the development trend of the financial market more accurately, an evaluation method of Heilongjiang supply chain financial development model based on Malmquist index model is proposed. Taking Heilongjiang Province as an example, this paper investigates and studies the relationship between the provincial economic system and the main supply chain structure, calculates the relevance degree of the local supply chain financial development according to the research results, and realizes the accurate evaluation of the supply chain financial development mode of Heilongjiang Province according to the calculation results. Finally, the experiment proves that the evaluation of Heilongjiang province's supply chain financial development model based on Malmquist index model has higher accuracy and practicability, and can better grasp the development trend of market economy.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114771396","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}
{"title":"Study on the Method of Integrated Energy Planning for Business Park","authors":"Feng Mengshuang, Zhang Zhichang, Xie Dian, Ding Danjun, Cheng Jiejun, Chen Qian, S. Qiang","doi":"10.1109/ICSGEA.2019.00029","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00029","url":null,"abstract":"Business park is a typical zone with heating-and-cooling load and electrical load as main load. As the industrial upgrading accompanied by the production capacity upgrading and the trade of high percentage of renewable energy, business park is suitable to use the method of integrated energy planning to integrate the production, transmission, storage and consumption to realize multi-energy complementarity and improve energy utilization efficiency. This paper studies the load characteristics of the business park, and focus on the model of integrated energy planning for business park, and provides a pareto optimal solution for the multi-objective planning for business park at last. Based on a real case for a business park, we give a planning method for integrated energy. It includes forecasting the load, setting five scenarios, giving an optimized planning and running a simulation, the results prove that this method can provide good guidance for integrated energy planning for other similar business parks.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"119 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128254684","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}
{"title":"Internet of Things Experiment Platform Based on Open Source Ecosystem","authors":"Zhou Mei, Li Yangqun","doi":"10.1109/ICSGEA.2019.00068","DOIUrl":"https://doi.org/10.1109/ICSGEA.2019.00068","url":null,"abstract":"At present, various existing IoT (Internet of Things, IoT) comprehensive experimental platforms customized experimental toolboxes for specific goals. Therefore, they lack flexibility and scalability and applications are difficult to integrate with each other, which cannot meet the needs of new IoT application development. In response to this problem, this paper proposes an IoT comprehensive experiment and application development platform based on open source ecosystem, which provides support for IoT research, application development and teaching. Compared with traditional platforms, this platform has the end-to-end capabilities of the IoT architecture which is from device layer, transport layer to data processing and application development layer. This comprehensive experimental platform based on open source hardware and IoT middleware provides access for multiple heterogeneous devices and provides a semi-automated physical entity and virtual resource mapping framework. The publish/subscribe model is used for providing data publishing and device management function and loosely coupled integration with multiple cloud platforms. This kind of IoT platform based on open source ecosystem reduces system development cost, improves system flexibility, and meets the diverse needs of practical experimental teaching.","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134283259","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}
{"title":"Title Page i","authors":"","doi":"10.1109/icsgea.2019.00001","DOIUrl":"https://doi.org/10.1109/icsgea.2019.00001","url":null,"abstract":"","PeriodicalId":201721,"journal":{"name":"2019 International Conference on Smart Grid and Electrical Automation (ICSGEA)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125746786","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}