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2020 International Conference on Smart Systems and Technologies (SST)最新文献

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Sponsors, Donors and Support 赞助商、捐赠者和支持
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/sst49455.2020.9264139
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引用次数: 0
Review and Analysis of Bio-Inspired Routing Protocols in VANETs VANETs中仿生路由协议的综述与分析
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264073
Ana Burušić, J. Balen, Kruno Semialjac
{"title":"Review and Analysis of Bio-Inspired Routing Protocols in VANETs","authors":"Ana Burušić, J. Balen, Kruno Semialjac","doi":"10.1109/SST49455.2020.9264073","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264073","url":null,"abstract":"Vehicular ad hoc networks (VANETs) are a subset of the Mobile ad hoc networks (MANETs) and they share many similarities, but the most important difference is that VANETs consists of high-speed nodes that are moving at various speeds and in different directions which creates a highly dynamic network environment. Therefore, it is very challenging to find the best nodes for carrying and forwarding messages, efficient disseminate messages in the network, as well as to have known and long-lasting routes. Furthermore, the traffic environment is exposed to various traffic densities and congestions, surrounding environment full of obstacles and unpredicted situations. Therefore, this paper presents an overview of bio-inspired routing protocols and methods that are handling all the abovementioned issues efficiently by applying various approaches such as clustering, using hybrid or MANET protocols, or merging two bio-inspired routing protocols.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131511358","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
The optimal utilization of the battery storage for a virtual prosumer participating on a day-ahead market 参与一天前市场的虚拟产消者的电池存储的最佳利用率
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264092
G. Knežević, Monika Maligec, Velimir Golub, D. Topić
{"title":"The optimal utilization of the battery storage for a virtual prosumer participating on a day-ahead market","authors":"G. Knežević, Monika Maligec, Velimir Golub, D. Topić","doi":"10.1109/SST49455.2020.9264092","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264092","url":null,"abstract":"In this paper, a model for obtaining optimal market bid on a day-ahead market for a virtual prosumer representing a group of prosumers is presented. Optimization model gives the optimal plan of a battery storage utilization to achieve maximal profit on the day-ahead. Optimization model is applied on a case study in order to show general features of the model. The case study is made on supposed power system based on the 700 households each obtaining photovoltaic (PV) power plant rated power of 10 kW. These 700 prosumers are represented by one virtual prosumer that has available battery storage rated capacity of 50 MWh. Virtual prosumer participates in the CROPEX day-ahead market.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131074919","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: 3
On the Benefits of Deep Convolutional Neural Networks on Animal Activity Recognition 深度卷积神经网络在动物活动识别中的应用
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9263702
E. Bocaj, D. Uzunidis, P. Kasnesis, C. Patrikakis
{"title":"On the Benefits of Deep Convolutional Neural Networks on Animal Activity Recognition","authors":"E. Bocaj, D. Uzunidis, P. Kasnesis, C. Patrikakis","doi":"10.1109/SST49455.2020.9263702","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9263702","url":null,"abstract":"Monitoring the behavior of animals (e.g., eating habits) can lead to conclusions regarding animal's welfare. To achieve this, remote monitoring of animal activity with the aid of inertial sensors and use of machine learning algorithms over the collected data can be used. However, these algorithms rely on handcrafted features extracted by statistical or heuristic functions over raw motion data. To this purpose, we employ deep Convolutional Neural Networks (ConvNets) for activity recognition of livestock animals, such as goats and horses. We investigate the potential gains of ConvNets compared with other machine learning algorithms of the literature, which are about 12.5% greater accuracy and more than 7% higher F1-score. Moreover, we designate the advantages of late sensor fusion (2D convolution) and also show that an increase on the number of filters on each layer does not necessarily lead to a greater classification accuracy. To this end, we benchmark various ConvNet architectures and demonstrate the role of hyperparameter tuning to optimize the overall accuracy. To the best of our knowledge, ConvNets are employed for animal activity recognition here for the first time.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":" 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114051150","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: 8
Short-term Kinetic Energy Forecast using a Structural Time Series Model: Study Case of Nordic Power System 结构时间序列模型的短期动能预测——以北欧电力系统为例
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264087
F. Gonzalez-Longatt, M. Acosta, H. Chamorro, D. Topić
{"title":"Short-term Kinetic Energy Forecast using a Structural Time Series Model: Study Case of Nordic Power System","authors":"F. Gonzalez-Longatt, M. Acosta, H. Chamorro, D. Topić","doi":"10.1109/SST49455.2020.9264087","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264087","url":null,"abstract":"Modern power systems are experiencing a gradual substitution of the classical synchronous generators by power electronic-based technologies; as a consequence, there is an increased interested in estimating the total rotating inertia. This paper proposes the use of the decomposable time series model to short term forecast of the total kinetic energy (KE) of a power system. The structure of the forecasting model includes three main components: trend, a seasonal and an irregular component. As the Nordic Power System (NPS) is expected a reduction of the total kinetic energy, this paper uses a time series of KE to test the proposed approach. A cross-validation process is used in this paper, numerical results of the mean absolute percentage error indicate forecast the error in the forecasting is below 5% for predictions one hour into the future.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116042183","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: 12
Short-term transmission system losses forecast based on supervised machine learning 基于监督机器学习的输电系统短期损耗预测
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264037
I. Sudić, Matko Mesar, B. Franc, T. Capuder, Tomislav Ivanković, Krunoslav Pavić, I. Pavić
{"title":"Short-term transmission system losses forecast based on supervised machine learning","authors":"I. Sudić, Matko Mesar, B. Franc, T. Capuder, Tomislav Ivanković, Krunoslav Pavić, I. Pavić","doi":"10.1109/SST49455.2020.9264037","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264037","url":null,"abstract":"Although active power losses in transmission networks are not significant in percentage, especially compared to the distribution networks, they constitute a major expense for the system operators. Predicting these losses and procuring them in a most feasible way becomes of out-most importance. The paper discusses the importance of short-term active power losses forecasting of different scales and proposes a model based on supervised machine learning to tackle the issue. Support vector regression method with weather forecasts as input data is validated on Croatian Transmission System Operators (HOPS) data, showing significant improvements as compared to business-as-usual approach. The developed model is integrated into a software tool and deployed at HOPS.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127196828","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
RESCUE Special Session 救援特别会议
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/sst49455.2020.9263705
{"title":"RESCUE Special Session","authors":"","doi":"10.1109/sst49455.2020.9263705","DOIUrl":"https://doi.org/10.1109/sst49455.2020.9263705","url":null,"abstract":"","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126438589","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
Voltage Regulation of PV System with MPPT and Battery Storage in Microgrid 微电网中MPPT +蓄电池储能光伏系统的电压调节
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264071
Lejla Bandic, J. Hivziefendic, M. Saric, M. Tešanović
{"title":"Voltage Regulation of PV System with MPPT and Battery Storage in Microgrid","authors":"Lejla Bandic, J. Hivziefendic, M. Saric, M. Tešanović","doi":"10.1109/SST49455.2020.9264071","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264071","url":null,"abstract":"The increasing integration of renewable energy resources into distribution systems promotes microgrids as important and emerging network concept. The coordination control between the photovoltaic (PV) generator and the battery energy storage system (BESS) is required to provide a necessary amount of active power in the system. Method for voltage regulation for a microgrid which consists of a PV generator with the maximum power point tracking (MPPT) control and BESS in the stand-alone mode of operation is presented in the paper. MATLAB/Simulink is used to perform all simulation studies. The validity of the proposed methods is clearly verified on the model of a real distribution network, which might be operated as a microgrid. Obtained results demonstrate that the suggested method can be used for effective voltage regulation in microgrid applications, which remains a vibrant field of research.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114927926","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
Electromagnetic wave attenuation by plane concrete in the frequency range of 4G and 5G systems 在4G和5G系统频率范围内，平面混凝土对电磁波的衰减
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264076
Vanja Mandrić Radivojević, Slavko Rupčić, I. Miličević, I. I. Otkovic
{"title":"Electromagnetic wave attenuation by plane concrete in the frequency range of 4G and 5G systems","authors":"Vanja Mandrić Radivojević, Slavko Rupčić, I. Miličević, I. I. Otkovic","doi":"10.1109/SST49455.2020.9264076","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264076","url":null,"abstract":"This paper describes the electromagnetic wave (EM) attenuation by concrete blocks focusing on the frequency range 1.70 – 1.88 GHz and 3.40 – 3.80 GHz. The attenuation calculation of concrete was made according to ITU recommendation ITU-R P.2040-1 (07/2015) for conducting dielectric. Also, the attenuation calculation was made using simulated values of S11 and S21 parameters. These two sets of computationally derived data were compared with each other, and the differences were not significant. The values of EM wave attenuation during propagation through concrete were compared with the values from the available literature and the deviations are also minor. 5G systems use higher frequencies and the tested concrete materials shield the 5G signals better than 4G signals. The results of this research can be used in the building walls with high attenuation for 4G and 5G communication systems.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"125 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117334982","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
Automotive Video Data Gathering and Reproduction Tool 汽车视频数据收集和复制工具
2020 International Conference on Smart Systems and Technologies (SST) Pub Date : 2020-10-14 DOI: 10.1109/SST49455.2020.9264112
Danijel Babic, Matija Pul, Luka Umiljanović, M. Vranješ
{"title":"Automotive Video Data Gathering and Reproduction Tool","authors":"Danijel Babic, Matija Pul, Luka Umiljanović, M. Vranješ","doi":"10.1109/SST49455.2020.9264112","DOIUrl":"https://doi.org/10.1109/SST49455.2020.9264112","url":null,"abstract":"Automotive industry has made significant progress with the introduction of semi-autonomous features in the form of Advanced Driver Assistance Systems (ADAS). Development of ADAS algorithms requires vast amounts of reliable data which accurately represents information available to the vehicle during its operation. Usually, cameras operate and capture everything only while ADAS is operational, meaning that all captured data is only used by the ADAS, and not preserved for later analysis. Storing all recorded information for future use in development of ADAS algorithms presents a significant issue and is the main motivation behind this work. This paper introduces a system capable of simultaneous video recording from up to 9 cameras on an external PC using PCI Express and reproduction of stored video materials using up to 9 output ports. The system connects to the cameras in vehicle and can be easily detached, thus allowing it to be moved to an algorithm development facility, where it can reproduce all recorded data. Using the developed system application, user can easily record selective data from the vehicle and then reproduce it in a development facility without any risk of information loss. System application also supports test pattern mode and frame extraction functionalities along with several tools for easier system configuration.","PeriodicalId":284895,"journal":{"name":"2020 International Conference on Smart Systems and Technologies (SST)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133152436","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
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