Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994514
Kalam Adhiansyah Lutfie, Prima Dewi Purnamasari, D. Gunawan, I. K. Agung Enriko
Today, the deployment of LoRa gateway in Indonesia uses only traditional methods by predicting the coverage and capacity without using formulas related to LoRa gateway performance or considering area type (urban, suburban or rural). This paper conducts the study and research for coverage and capacity analysis of LoRa Gateway to cover all sensor device demands. The formula is calculated to save more resources and optimize the performance of the LoRa gateway covering all demands needed for Smart Gas Meter devices in Urban areas. The location taken as a model is Jakarta City. In order to obtain the number of gateways to cover all smart gas meter demands, this paper uses the Okumura-Hata formula to obtain coverage prediction for each gateway. It uses time on air and interval concepts to determine capacity per interval times. The calculation result is about 4 LoRa gateways need to be deployed, and the interval of transmission data is about once per 35 minutes to cover all Smart Gas Meter devices in Jakarta.
{"title":"LoRA Gateway Coverage and Capacity Analysis in Urban Area For IoT Smart Gas Meter Demand","authors":"Kalam Adhiansyah Lutfie, Prima Dewi Purnamasari, D. Gunawan, I. K. Agung Enriko","doi":"10.1109/COMNETSAT56033.2022.9994514","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994514","url":null,"abstract":"Today, the deployment of LoRa gateway in Indonesia uses only traditional methods by predicting the coverage and capacity without using formulas related to LoRa gateway performance or considering area type (urban, suburban or rural). This paper conducts the study and research for coverage and capacity analysis of LoRa Gateway to cover all sensor device demands. The formula is calculated to save more resources and optimize the performance of the LoRa gateway covering all demands needed for Smart Gas Meter devices in Urban areas. The location taken as a model is Jakarta City. In order to obtain the number of gateways to cover all smart gas meter demands, this paper uses the Okumura-Hata formula to obtain coverage prediction for each gateway. It uses time on air and interval concepts to determine capacity per interval times. The calculation result is about 4 LoRa gateways need to be deployed, and the interval of transmission data is about once per 35 minutes to cover all Smart Gas Meter devices in Jakarta.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"40 18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125174043","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994445
Mohammed Abdrabou, T. Gulliver
Space information networks (SINs) have been proposed to improve terrestrial network coverage and reliability for worldwide access to internet-based services. SINs rely on low-earth orbit (LEO) satellites to provide these services. However, the SIN architecture poses greater authentication concerns, such as spoofing attacks, than traditional networks. Hence, an adaptive physical layer authentication (PLA) scheme is proposed in this paper to provide effective authentication for LEO satellites. This scheme employs hypothesis testing with a threshold to dis-tinguish between legitimate and illegitimate satellites using the Doppler frequency spread (DS) and received power (RP) as characteristics. The proposed approach is evaluated for on-the-move satellite communication (OTMSC) systems. The results obtained show that using the RP and DS as characteristics provides high authentication performance.
{"title":"Threshold-Based Physical Layer Authentication for Space Information Networks","authors":"Mohammed Abdrabou, T. Gulliver","doi":"10.1109/COMNETSAT56033.2022.9994445","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994445","url":null,"abstract":"Space information networks (SINs) have been proposed to improve terrestrial network coverage and reliability for worldwide access to internet-based services. SINs rely on low-earth orbit (LEO) satellites to provide these services. However, the SIN architecture poses greater authentication concerns, such as spoofing attacks, than traditional networks. Hence, an adaptive physical layer authentication (PLA) scheme is proposed in this paper to provide effective authentication for LEO satellites. This scheme employs hypothesis testing with a threshold to dis-tinguish between legitimate and illegitimate satellites using the Doppler frequency spread (DS) and received power (RP) as characteristics. The proposed approach is evaluated for on-the-move satellite communication (OTMSC) systems. The results obtained show that using the RP and DS as characteristics provides high authentication performance.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128615601","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}
Software Defined Networking (SDN) is a new concept for managing a computer network. In the implementation, the SDN network has difficulties connecting with a traditional IP network. The Open Network Operating System Controller (ONOS) has an application for connecting SDN networks and traditional IP networks via BGP, which is SDN-IP. SDN-IP will convert the BGP route packets obtained from BGP Speakers into intents. The ONOS controller will process these intents into an Openflow route which will be forwarded to the data plane. Reactive SDN-IP routing computes and creates traffic paths between the SDN network and the traditional IP network so that both networks can communicate with one another. Hybrid SDN is an SDN network, and a traditional IP network runs side by side. This research will test the Quality of Service on the Hybrid SDN network with two scenarios. Results of network quality measurement show that the use of the TCP protocol produces an average throughput value of 52.9836 Mbps and a delay of 0.15096 ms in the scenario of a traditional IP network to an SDN network, which is better than a traditional IP network to a traditional IP network over an SDN network.
软件定义网络(SDN)是管理计算机网络的一个新概念。在实现过程中，SDN网络与传统IP网络的连接存在困难。ONOS (Open Network Operating System Controller)有一种通过BGP连接SDN网络和传统IP网络的应用，即SDN-IP。SDN-IP将从BGP speaker获得的BGP路由报文转换为意图。ONOS控制器将把这些意图处理成Openflow路由，该路由将被转发到数据平面。响应式SDN-IP路由通过计算和创建SDN网络与传统IP网络之间的流量路径，实现SDN网络与传统IP网络之间的通信。混合SDN是一种SDN网络，与传统的IP网络并行运行。本研究将通过两种场景对混合SDN网络的业务质量进行测试。网络质量测量结果表明，使用TCP协议从传统IP网络到SDN网络的平均吞吐量为52.9836 Mbps，时延为0.15096 ms，优于传统IP网络通过SDN网络到传统IP网络。
{"title":"The Performance Analysis of Hybrid SDN–IP Reactive Routing on ONOS Controller in Tree Topologies","authors":"Bongga Arifwidodo, Donny Arief Oktavian, Jafaruddin Gustri Amri Ginting","doi":"10.1109/COMNETSAT56033.2022.9994460","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994460","url":null,"abstract":"Software Defined Networking (SDN) is a new concept for managing a computer network. In the implementation, the SDN network has difficulties connecting with a traditional IP network. The Open Network Operating System Controller (ONOS) has an application for connecting SDN networks and traditional IP networks via BGP, which is SDN-IP. SDN-IP will convert the BGP route packets obtained from BGP Speakers into intents. The ONOS controller will process these intents into an Openflow route which will be forwarded to the data plane. Reactive SDN-IP routing computes and creates traffic paths between the SDN network and the traditional IP network so that both networks can communicate with one another. Hybrid SDN is an SDN network, and a traditional IP network runs side by side. This research will test the Quality of Service on the Hybrid SDN network with two scenarios. Results of network quality measurement show that the use of the TCP protocol produces an average throughput value of 52.9836 Mbps and a delay of 0.15096 ms in the scenario of a traditional IP network to an SDN network, which is better than a traditional IP network to a traditional IP network over an SDN network.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"130 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127485391","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994394
N. Nurhayati, Mohammad Iyo Agus Setyono, Alga Mardhiarta Yundha Tama, M. N. Mohd Yasin
This article proposes a new design of a triangular microstrip patch antenna using a coplanar waveguide and defected ground surface technique for use in 28 GHz 5G network communication. The antenna is designed using a Rogers RT 5880 substrate with a relative permittivity (εr) of 2.2, a substrate height (h) of 0.5 mm, and a loss tangent (tan) of 1.9. The simulation results that have been carried out show the return loss of -19.770 dB and a VSWR of 1.229. The working frequency of this antenna is 27.85 GHz and the frequency of the setting is obtained by adjusting the length and width of the feed and the dimensions of the patch on the antenna. The antenna bandwidth obtained is 2.036 GHz.
{"title":"Triangular Patch Antenna Using Coplanar Waveguide and DGS for 5G Communication","authors":"N. Nurhayati, Mohammad Iyo Agus Setyono, Alga Mardhiarta Yundha Tama, M. N. Mohd Yasin","doi":"10.1109/COMNETSAT56033.2022.9994394","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994394","url":null,"abstract":"This article proposes a new design of a triangular microstrip patch antenna using a coplanar waveguide and defected ground surface technique for use in 28 GHz 5G network communication. The antenna is designed using a Rogers RT 5880 substrate with a relative permittivity (εr) of 2.2, a substrate height (h) of 0.5 mm, and a loss tangent (tan) of 1.9. The simulation results that have been carried out show the return loss of -19.770 dB and a VSWR of 1.229. The working frequency of this antenna is 27.85 GHz and the frequency of the setting is obtained by adjusting the length and width of the feed and the dimensions of the patch on the antenna. The antenna bandwidth obtained is 2.036 GHz.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123993322","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994286
A. Ma’arif, Iswanto Suwarno, H. Maghfiroh, Wahyu Rahmaniar, Aninditya Anggari Nuryono, Nia Maharani Raharja
A sliding mode control (SMC) was implemented to control the angular speed of the DC motor in terms of reference tracking and overcoming parameter uncertainties. Moreover, a detailed performance comparison of the method with Proportional Integral Derivative (PID) Control and integral state feedback (ISF) was presented. The research was done using simulation in Simulink MATLAB with A DC motor model in a transfer function. Parameters in the sliding function significantly influenced the augmented system performance. Based on the simulation results, the SMC outperforms the PID and ISF control, especially in the system's time response. Using SMC, the augmented system can be considered robust from resistance and inductance uncertainties, with no overshoot occurring in the system response.
{"title":"Sliding Mode Control of Angular Speed DC Motor System with Parameter Uncertainty","authors":"A. Ma’arif, Iswanto Suwarno, H. Maghfiroh, Wahyu Rahmaniar, Aninditya Anggari Nuryono, Nia Maharani Raharja","doi":"10.1109/COMNETSAT56033.2022.9994286","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994286","url":null,"abstract":"A sliding mode control (SMC) was implemented to control the angular speed of the DC motor in terms of reference tracking and overcoming parameter uncertainties. Moreover, a detailed performance comparison of the method with Proportional Integral Derivative (PID) Control and integral state feedback (ISF) was presented. The research was done using simulation in Simulink MATLAB with A DC motor model in a transfer function. Parameters in the sliding function significantly influenced the augmented system performance. Based on the simulation results, the SMC outperforms the PID and ISF control, especially in the system's time response. Using SMC, the augmented system can be considered robust from resistance and inductance uncertainties, with no overshoot occurring in the system response.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128831912","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994366
Andi Akram Nur Risal, Z. Zainuddin, M. Niswar
The issuance of the Regulation Minister of Education and Culture number 51 of 2018 regulates new student admission by implementing a zoning system to achieve equal distribution of education quality in every school, especially at the high school level in Makassar city. This study aims to cluster the school zoning area based on the closest distance between the student's domicile and the school location. The dataset used is 22 school locations and 2248 student location data. In this paper, the method used is constrained k-means to cluster the prospective new students to each school. The constrained k-means method works based on the value of K as the closest cluster center to the value of N (cluster members) with a linear programming algorithm (LPA) approach so that each cluster has a balanced N member. The results of this study can overcome the unbalanced data distribution problem with an average cluster member value of 103 and the absence of empty clusters in each school/centroid. Thus, the system can be implemented in the new student admissions process as a reference in determining the optimal and accurate school zoning area based on the cluster center.
{"title":"School Zoning System for Student Admission using Constrained K-Means Algorithms","authors":"Andi Akram Nur Risal, Z. Zainuddin, M. Niswar","doi":"10.1109/COMNETSAT56033.2022.9994366","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994366","url":null,"abstract":"The issuance of the Regulation Minister of Education and Culture number 51 of 2018 regulates new student admission by implementing a zoning system to achieve equal distribution of education quality in every school, especially at the high school level in Makassar city. This study aims to cluster the school zoning area based on the closest distance between the student's domicile and the school location. The dataset used is 22 school locations and 2248 student location data. In this paper, the method used is constrained k-means to cluster the prospective new students to each school. The constrained k-means method works based on the value of K as the closest cluster center to the value of N (cluster members) with a linear programming algorithm (LPA) approach so that each cluster has a balanced N member. The results of this study can overcome the unbalanced data distribution problem with an average cluster member value of 103 and the absence of empty clusters in each school/centroid. Thus, the system can be implemented in the new student admissions process as a reference in determining the optimal and accurate school zoning area based on the cluster center.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117308655","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994297
N. Nurhayati, E. Setijadi, M. N. Mohd Yasin
This study purposes a new design of a coplanar Vivaldi antenna using a Wave Slot structure that could be applied for radar applications. The Coplanar Vivaldi Antenna works in a frequency of 0.5 to 4.87 GHz. By adding a wave slot structure at the edge of the patch on both sides of the coplanar patch, it can increase the directivity of the antenna. We compare five types of Coplanar Vivaldi Antenna (CVA) with Wave Slot (WS) structures with different positions and tilt angles ie: Regular Coplanar Vivaldi Antenna (RCVA), Vertical Wave Slot Coplanar Vivaldi Antenna (VWS-CVA), Horizontal Wave Slot Coplanar Vivaldi Antenna (HWS-CVA), Left Tilt Wave Slot Coplanar Vivaldi Antenna (LTWS-CVA) and Right Tilt Wave Slot Coplanar Vivaldi Antenna (RTWS CVA). From the simulation results, an antenna with a wave structure can increase directivity. At frequency 2.5 GHz LTWS-CVA gets a directivity of 6,38 dBi while RTWS-CVA reaches a directivity of 8,44 dBi. At a frequency of 2 GHz, HWS-CVA yields an improvement of directivity as 4.92 dBi if it compares with RCVA, hence it could be applied for radar applications.
{"title":"Coplanar Vivaldi Antenna with Wave Slot structure for RADAR application","authors":"N. Nurhayati, E. Setijadi, M. N. Mohd Yasin","doi":"10.1109/COMNETSAT56033.2022.9994297","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994297","url":null,"abstract":"This study purposes a new design of a coplanar Vivaldi antenna using a Wave Slot structure that could be applied for radar applications. The Coplanar Vivaldi Antenna works in a frequency of 0.5 to 4.87 GHz. By adding a wave slot structure at the edge of the patch on both sides of the coplanar patch, it can increase the directivity of the antenna. We compare five types of Coplanar Vivaldi Antenna (CVA) with Wave Slot (WS) structures with different positions and tilt angles ie: Regular Coplanar Vivaldi Antenna (RCVA), Vertical Wave Slot Coplanar Vivaldi Antenna (VWS-CVA), Horizontal Wave Slot Coplanar Vivaldi Antenna (HWS-CVA), Left Tilt Wave Slot Coplanar Vivaldi Antenna (LTWS-CVA) and Right Tilt Wave Slot Coplanar Vivaldi Antenna (RTWS CVA). From the simulation results, an antenna with a wave structure can increase directivity. At frequency 2.5 GHz LTWS-CVA gets a directivity of 6,38 dBi while RTWS-CVA reaches a directivity of 8,44 dBi. At a frequency of 2 GHz, HWS-CVA yields an improvement of directivity as 4.92 dBi if it compares with RCVA, hence it could be applied for radar applications.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127343624","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994455
Mega Pranata, Aditya Wijayanto, M. Sidiq
This research aims to compare two Web Servers on Single board computer (SBC). Sbc is usually used for IoT applications because only needs a small amount of power and is compact in size. Raspberry Pi 4 Model B with 8GB of RAM and 128GB SD Card is used in this research. We compare Apache Web Server and Nginx as web servers. WordPress and Apache Benchmark are used to evaluate the performance of web servers. The servers were tested with 10, 25, 50, and 100 concurrency levels with 1000 requests every test.
本研究的目的是比较单板计算机(SBC)上的两个Web服务器。Sbc通常用于物联网应用，因为它只需要少量的功率，体积小巧。本研究使用的树莓派4型号B，内存为8GB, SD卡为128GB。我们比较Apache Web Server和Nginx作为Web服务器。WordPress和Apache Benchmark用于评估web服务器的性能。对服务器进行了10、25、50和100个并发级别的测试，每个测试有1000个请求。
{"title":"Performance Comparison of Web Server Application on Single Board Computer","authors":"Mega Pranata, Aditya Wijayanto, M. Sidiq","doi":"10.1109/COMNETSAT56033.2022.9994455","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994455","url":null,"abstract":"This research aims to compare two Web Servers on Single board computer (SBC). Sbc is usually used for IoT applications because only needs a small amount of power and is compact in size. Raspberry Pi 4 Model B with 8GB of RAM and 128GB SD Card is used in this research. We compare Apache Web Server and Nginx as web servers. WordPress and Apache Benchmark are used to evaluate the performance of web servers. The servers were tested with 10, 25, 50, and 100 concurrency levels with 1000 requests every test.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131936802","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994392
Rifky Aditya, Hilal H. Nuha, Sidik Prabowo
Recently, the Internet of Things (IoT) has developed into a technology to build a Smart Environment. Security and privacy are important in building an IoT-based Smart Environment. A low level of security on IoT-based systems can lead to attacks or threats that have an impact on Smart Environment applications. Therefore, an Intrusion Detection System (IDS) is urgently needed to improve security on loT-based systems from attacks. In this journal, the author proposes an Intrusion Detection System using the Support Vector Machine (SVM) as a classifier to classify data that is affected by attacks and normal ones. The author takes the case by using a dataset containing data retrieved from IoT devices. The system to be built consists of several processes, namely Preprocessing, Data Split, Classification with SVM, and system performance analysis. In the last process, the accuracy value of the system created will be obtained. The experimental results show that the SVM is able to achieve over 89% of accuracy.
{"title":"Intrusion Detection using Support Vector Machine on Internet of Things Dataset","authors":"Rifky Aditya, Hilal H. Nuha, Sidik Prabowo","doi":"10.1109/COMNETSAT56033.2022.9994392","DOIUrl":"https://doi.org/10.1109/COMNETSAT56033.2022.9994392","url":null,"abstract":"Recently, the Internet of Things (IoT) has developed into a technology to build a Smart Environment. Security and privacy are important in building an IoT-based Smart Environment. A low level of security on IoT-based systems can lead to attacks or threats that have an impact on Smart Environment applications. Therefore, an Intrusion Detection System (IDS) is urgently needed to improve security on loT-based systems from attacks. In this journal, the author proposes an Intrusion Detection System using the Support Vector Machine (SVM) as a classifier to classify data that is affected by attacks and normal ones. The author takes the case by using a dataset containing data retrieved from IoT devices. The system to be built consists of several processes, namely Preprocessing, Data Split, Classification with SVM, and system performance analysis. In the last process, the accuracy value of the system created will be obtained. The experimental results show that the SVM is able to achieve over 89% of accuracy.","PeriodicalId":221444,"journal":{"name":"2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)","volume":"257 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132333765","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}
Pub Date : 2022-11-03DOI: 10.1109/COMNETSAT56033.2022.9994505
Soraida Sabella, M. Susanto, F. A. Setyawan, F. Hamdani
The increasing demands for multimedia mobile traffics in cellular communication networks have resulted in a massive increase in interests of researchers to increase network capacity and to improve the network quality. Device to Device (D2D) communication has emerged as a promising technology to improve spectral efficiency further. In a conventional cellular network, cellular users or Cellular User Equipment (CUE) communicate with each other through a central coordinator such as a base station (BS) or E node B (eNB). D2D communication allows the users (D2D pair) communicate directly each other without going through eNB. However, enabling D2D communication in the cellular networks cause the interference issues, since D2D devices share the frequency bandwidth with the conventional cellular networks, i.e., in-band D2D. The interference situations become more worse in the multicell scenario of cellular system. This paper proposes a resource allocation method for D2D communication in downlink cellular systems using soft Fractional Frequency Reuse (FFR) scheme. Modeling and simulation have been used to examine the proposed soft FFR in multicell scenario consisting of three cell of macrocell cellular communication networks. Extensive simulation experiment has been carried out and the performance parameters in terms of Signal to Interference plus Noise Ratio (SINR), throughput, and Bit Error Rate (BER) has been measured. The simulation results for soft FFR are compared to the three multicell cellular networks without soft FFR. The simulation results show that the proposed soft FFR can improve the cellular network with a number of D2D pairs deployed. SINR performance achieves 50% improvement with 100 D2D pairs deployed in the cell center of macrocell.
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