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Supervised Machine Learning: A Survey 监督机器学习:一项调查
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641998
M. Mrabet, K. Makkaoui, A. Faize
{"title":"Supervised Machine Learning: A Survey","authors":"M. Mrabet, K. Makkaoui, A. Faize","doi":"10.1109/CommNet52204.2021.9641998","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641998","url":null,"abstract":"With the fast up-growth and evolution of new information and communication technologies and due to the factor of spread universal-connected objects, an ample amount of data has accumulated and become available for every individual or organization in the form of a set of big datasets. Today the world needs to exploit those big cumulated datasets to understand and interpret existent phenomena and other joint problems in different sectors (e.g., economic, health, education, and security) and enhance well-being by introducing intelligent and automatic processes and services. Artificial intelligence comes to answer those questions by leveraging the essential subfields like machine learning (ML) and deep learning. In this paper, we supply readers with a deep understanding of ML-based supervised learning (SL). We introduce machine learning in a general way and present its domains of application. After that, we discuss the popular SL-used algorithms and how to evaluate their performance. Then, we give a benchmark comparison based on our implementation of those algorithms in the field of heart-failure prediction.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125239839","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: 10
Battery Recharging Time-Based Routing for Power Constrained IoT Networks 基于电池充电时间的功率受限物联网路由
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641956
Rawan Derbas, Lina Bariah, S. Muhaidat, P. Sofotasios, H. Saleh, E. Damiani
{"title":"Battery Recharging Time-Based Routing for Power Constrained IoT Networks","authors":"Rawan Derbas, Lina Bariah, S. Muhaidat, P. Sofotasios, H. Saleh, E. Damiani","doi":"10.1109/CommNet52204.2021.9641956","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641956","url":null,"abstract":"In this paper, we propose a new routing algorithm for the Internet-of-Things (IoT) networks. Our proposed routing algorithm considers multi-channel fading conditions and the battery recharging time (BRT) to enhance the overall network throughput. Our proposed scheme consists of three stages: path discovery, channel assignment and path selection. First, the channel assignment is formulated as an optimization problem, which is then formulated as a binary linear programming (BLP) problem. Consequently, the formulated problem can be solved in polynomial-time (PT) using linear programming (LP) techniques. To show the effectiveness of the proposed algorithm, we compared its performance with That of the minimum hop (MH) algorithm. The presented simulation results show the performance superiority of the proposed algorithm, compared to the MH algorithm.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"574 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123071712","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
Quantum codes from cyclic codes over Fq + vFq + v2Fq + v3Fq + v4Fq Fq + vFq + v2Fq + v3Fq + v4Fq循环码的量子码
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641899
M. Sabiri
{"title":"Quantum codes from cyclic codes over Fq + vFq + v2Fq + v3Fq + v4Fq","authors":"M. Sabiri","doi":"10.1109/CommNet52204.2021.9641899","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641899","url":null,"abstract":"We give a construction of quantum codes over ${mathbb{F}_q}$ from cyclic codes over a finite non-chain ring ${mathbb{F}_q} + v{mathbb{F}_q} + {v^2}{mathbb{F}_q} + {v^3}{mathbb{F}_q} + {v^4}{mathbb{F}_q}$, where q=pr, p is an odd prime, 4|p−1 and v5 =v.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131172710","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: 20
Simulations of Point-to-Point Outdoor Transmission in 95-110 GHz 95-110 GHz室外点对点传输仿真
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9642001
S. Hanna, Z. Hong, D. McLachlan, J. Shaker, A. Brandao, Wayne Brett, Matt Basar
{"title":"Simulations of Point-to-Point Outdoor Transmission in 95-110 GHz","authors":"S. Hanna, Z. Hong, D. McLachlan, J. Shaker, A. Brandao, Wayne Brett, Matt Basar","doi":"10.1109/CommNet52204.2021.9642001","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9642001","url":null,"abstract":"Utilization of the radio spectrum above 95 GHz is essential to meet the technical requirements and spectrum demand of future broadband communication systems. This paper addresses outdoor transmissions in 95-110 GHz over Line-of-Sight (LoS) Point-to-Point (P-P) links under various weather conditions (clear sky, 50m fog density, wet-snow (25% wetness), 35mm/h heavy-rain and 50mm/h violent-rain). An LTE testbed with up/down converters is used for video streaming at a carrier frequency of 105 GHz with an average Effective Isotropic Radiated Power (EIRP) of 68 dBm and a receiver antenna gain of 25 dBi. Streaming over 20 MHz channels has respectively supported 4K and 8K video qualities at distances around 1.7 km and 1.2 km under all studied weather conditions. Transmission of broadband signals over 2 GHz channels at 100 GHz, with an average EIRP of 55 dBm and a receiver antenna gain of 25 dBi, has supported SNR greater than 24.7 dB and a channel capacity greater than 16.4 Gbps at a communications distance of 0.5 km under all studied weather conditions. This paper also compares the performance of three carrier frequencies (105 GHz, 60 GHz and 28 GHz) under a clear sky condition. Transmission at 105 GHz has supported communication distances and channel capacities better than those at 60 GHz due to a higher atmospheric attenuation loss at the latter frequency. The large spectral bandwidth available around 105 GHz can also support a higher channel capacity compared to that at 28 GHz. This makes the 95-110 GHz band attractive for use by high-capacity Fixed Service P-P and Point-to-Multi-Point (P-MP) links of 5G and 6G systems.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116755193","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
Output Statistics of Random Binning for Multiple Access Channels and Strong Secrecy 多址信道随机分组输出统计及强保密
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641886
Manos Athanasakos
{"title":"Output Statistics of Random Binning for Multiple Access Channels and Strong Secrecy","authors":"Manos Athanasakos","doi":"10.1109/CommNet52204.2021.9641886","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641886","url":null,"abstract":"We consider utilizing the novel framework of output statistics of random binning, for proving achievability for communication over a multiple access channel. This framework uses the random binning technique while relying on the duality between channel and source coding problems. In particular, we provide the achievable rate region through a series of probability mass functions approximation arguments and consider randomness as an explicit random variable. Moreover, we analyze the wiretap version of the multiple access channel and prove that the strong secrecy criterion can be satisfied and an operational coding scheme can be designed by relying on the output statistics.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":" 42","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113950100","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
Performance Evaluation of Mixed RF-UOWC System with Residual Hardware Impairments 残余硬件损伤的混合RF-UOWC系统性能评估
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641909
Elmehdi Illi
{"title":"Performance Evaluation of Mixed RF-UOWC System with Residual Hardware Impairments","authors":"Elmehdi Illi","doi":"10.1109/CommNet52204.2021.9641909","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641909","url":null,"abstract":"In this paper, the outage probability (OP) of a dual-hop radio-frequency-underwater optical wireless communication (RF-UOWC) system is inspected. Precisely, a source (S) transmits the information signal to a relay (R) via an RF link. This latter decodes and regenerates the received signal, and hands it to the underwater destination node (D) through an UOWC channel. The RF and UOWC links are subject to Nakagami-m and mixture Exponential-Generalized Gamma fading, respectively. By considering residual hardware impairments (RHI) at the three nodes, a closed-form expression for the system’s OP is derived in terms of the system and channel parameters. Also, the achievable diversity order is evaluated at high signal-to-noise ratio (SNR) regime. The obtained results show that, at high SNR, the underwater turbulence yields an OP loss of approximately 4dB by comparing UOWC links with 2.4 and 7.1 L/min of air bubbles levels, while the RHI exhibit a maximum loss of 4dB for an RHI coefficient of 0.3 compared to the ideal hardware case. Additionally, the end-to-end SNR exhibits a ceiling value, depending exclusively on the RHI level. Finally, the diversity order of the system is shown to be equal to unity.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125874649","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
Joint Transmission-Sensing Framework Using Changepoint Detection 采用变点检测的联合传输传感框架
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641976
Akpaki Steaven V. Chede, M. Dossou, J. Louveaux
{"title":"Joint Transmission-Sensing Framework Using Changepoint Detection","authors":"Akpaki Steaven V. Chede, M. Dossou, J. Louveaux","doi":"10.1109/CommNet52204.2021.9641976","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641976","url":null,"abstract":"A cognitive radio (CR) network is reliable by the ability of the secondary user (SU) to maximize the spectrum usage while minimizing the interference on the primary user (PU). This depends on how sensing and transmission are scheduled by the SU. In this paper, we investigate a new joint transmission-sensing framework for a CR system where there is multiple PU appearances and disappearances. Unlike the existing works that sense the spectrum independently frame by frame, we suggest to perform the spectrum sensing sequentially along several frames, using a changepoint detection method. To compute the optimal sensing and transmission times, we introduce a new metric, called the global cost, that gives a trade-off between interference and spectrum waste. The optimal parameters values are studied in detail, with respect to the signal to noise ratio (SNR) and the primary users statistics.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123102458","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
Proposed QoE Models Associated with Delay and Jitter Using Subjective Approach and Applications for 4G and 5G Networks 基于主观方法的时延和抖动QoE模型及其在4G和5G网络中的应用
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9642000
Therdpong Daengsi, Patsita Sirawongphatsara, Pongpisit Wuttidittachotti
{"title":"Proposed QoE Models Associated with Delay and Jitter Using Subjective Approach and Applications for 4G and 5G Networks","authors":"Therdpong Daengsi, Patsita Sirawongphatsara, Pongpisit Wuttidittachotti","doi":"10.1109/CommNet52204.2021.9642000","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9642000","url":null,"abstract":"This study aims to propose the Quality of Experience (QoE) models with the assumption that users’ perception may vary according to the technology changes. Therefore, 24 subjects participated by using an online questionnaire form. The QoE models for delay and jitter were created. The obtained models were applied to evaluate 4G and 5G networks in Thailand and found that 5G networks in Bangkok have excellent performance while 4G networks have fair to poor performance. The average Mean Opinion Score (MOS) results referring to delay and jitter in this study are 4.48 and 4.54 respectively, whereas the results from 4G networks referring to delay and jitter is 3.80 and 3.22 maximum respectively. The MOS results from this study can be understood by general users easily. Thus, the concept to create models as shown in this paper can be extended to the other QoS parameters.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117192267","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
SDR Cooperative Spectrum Sensing using the Non-Overlapping Welch Method 基于非重叠Welch方法的SDR协同频谱感知
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641943
J. J. Arnez, Luiz da Silva Mello, R. S. Souza
{"title":"SDR Cooperative Spectrum Sensing using the Non-Overlapping Welch Method","authors":"J. J. Arnez, Luiz da Silva Mello, R. S. Souza","doi":"10.1109/CommNet52204.2021.9641943","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641943","url":null,"abstract":"The purpose of this work is to assess the performance of a Cognitive Radio (CR) scheme using both Matlab simulation program and Python programming language to present the results of measurements performed in a testbed implemented using Software Defined Radio (SDR) for a Cooperative Spectrum Sensing (CSS) scenario. The spectrum sensing method considers the Welch spectrum sensing approach as well as the parameters and operational characteristics of the software-defined radio (SDR) Universal Software Radio Peripheral (USRP) device. This modified Welch method provides more accurate spectrum sensing. In addition, the Non-Overlapping Welch and the dwell delay digital signal processing blocks were implemented in the testbed.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126586201","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 Magnetic Coupling-Based Technique for Buried Antenna’s Frequency Adjustment in Wet Soil 基于磁耦合的湿土埋地天线调频技术
2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet) Pub Date : 2021-12-03 DOI: 10.1109/CommNet52204.2021.9641968
Mounir El Mejjatti, A. Habbani, Faissal El Bouanani
{"title":"A Magnetic Coupling-Based Technique for Buried Antenna’s Frequency Adjustment in Wet Soil","authors":"Mounir El Mejjatti, A. Habbani, Faissal El Bouanani","doi":"10.1109/CommNet52204.2021.9641968","DOIUrl":"https://doi.org/10.1109/CommNet52204.2021.9641968","url":null,"abstract":"Wireless Underground Sensor Networks for precision agriculture applications consist of wirelessly connected underground sensor nodes that communicate through the soil. Thus, the resonant frequency of the buried antenna depends on the soil’s dielectric permittivity. In addition, the soil’s volumetric water content in nature can vary unpredictably due to the weather conditions and irrigation, causing permittivity fluctuations and hence, frequency instability of deployed antennas. In this paper, we propose an inductive coupling-based technique allowing the self-adjustment of the buried loop antenna’s resonant frequency subject to a wet soil environment.","PeriodicalId":354985,"journal":{"name":"2021 4th International Conference on Advanced Communication Technologies and Networking (CommNet)","volume":"118 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122123570","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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