2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)最新文献_第5页

Cybercrime Investigation Model 网络犯罪调查模式

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427215

Andrey Chechulin, M.D. Gorda

引用次数: 0

Filtering-RRT for Autonomous Indoor Navigation 用于自主室内导航的过滤-RRT

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427090

A. Singh, Yash Agrawal, Rahul Gupta, V. Bohara

引用次数: 0

Domain Compliant Recommendation of Remote Electrical Tilt Using ML Approach 利用 ML 方法提供符合领域要求的远程电气倾斜建议

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427283

Subhadip Bandyopadhyay, Pushpendra Sharma A, Ankur Goyal, Anupama Muralidharan

{"title":"Domain Compliant Recommendation of Remote Electrical Tilt Using ML Approach","authors":"Subhadip Bandyopadhyay, Pushpendra Sharma A, Ankur Goyal, Anupama Muralidharan","doi":"10.1109/COMSNETS59351.2024.10427283","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10427283","url":null,"abstract":"Due to highly complex and unpredictable nature of telecom network dynamics, optimal adjustment (daily/weekly or as per need) of antenna tilt regularly at large scale (for thousands of cells) is necessary to maintain acceptable quality of service(QoS). Optimal tilt prediction using standard data and algorithm driven approaches like simulation or modelling ( based on ML/DL/Statistical modelling etc.) fundamentally lack to address the critical aspect of legitimate tilt prediction, namely, antenna tilt and coverage are inversely related as governed by physical laws in telecommunication science. This fundamental lack produces inconsistent tilt prediction resulting poor cell coverage which accumulates over multiple cells in the network and reduces network level efficiency. In this paper we propose a synthetic sampling scheme which can enforce any model to learn this domain principal of tilt-range relation through generated smart training sample. This enables legitimate tilt prediction at large scale which can improved cell and also network level performance. The proposed approach has been tested in field with observed improvement in cell and network level performance.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"23 1-3","pages":"671-675"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532583","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 Generic $alpha-eta- kappa-mu$ Fading Environment based Indoor Localization 基于衰减环境的通用室内定位系统

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427312

Aditya Singh, Gaurav Prasad, Sudhir Kumar

{"title":"A Generic $alpha-eta- kappa-mu$ Fading Environment based Indoor Localization","authors":"Aditya Singh, Gaurav Prasad, Sudhir Kumar","doi":"10.1109/COMSNETS59351.2024.10427312","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10427312","url":null,"abstract":"In this work, we consider a generic $alpha-eta-kappa-mu$ fading environment representing all small-scale signal variations in Received Signal Strength (RSS) for localization, which was not considered earlier. The major challenge is accurately modeling fluctuating RSS signals due to shadowing and multi-path effects. The existing ranging methods are inefficient and consider only the shadowing effect modeled as a standard log-normal distribution; however, the effects of multipath fading must also be considered along with it. The localization methods based on established fading distributions such as Rayleigh, $kappa-u$. and ct-KMS, to list some, are context-specific and do not capture all the effects of fading. By utilizing the generic $alpha-eta-kappa-mu$; fading model, our proposed location estimation strategy can be extended to many more diverse fading scenarios to estimate unknown locations accurately when provided with correct values of the channel parameters, $alpha, eta, kappa, mu$. However, the derived likelihood function of received power is non-convex and unstable in nature. We introduce a distance-normalized Gradient Ascent algorithm to compute maximum likelihood estimates of devices' locations, which also addresses the non-convexity and instability of the estimator. The evaluation on a simulated testbed demonstrates superior performance in comparison to current state-of-the-art ranae-based localization techniques.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"5 1","pages":"710-714"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532586","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

Selection of Machine Learning Methods for Keylogger Detection Based on Network Activity 选择基于网络活动的机器学习方法来检测键盘记录器

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427503

D.А. Levshun, Diana Levshun

引用次数: 0

Novel Objective Function and Expectation Value Estimation Method for the Variational Quantum Singular Value Decomposition Algorithm 变分量子奇异值分解算法的新目标函数和期望值估计方法

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427083

Jezer Jojo, Ankit Khandelwal, M. G. Chandra

引用次数: 0

Priority-Based MPTCP Scheduler for 5G and Beyond Heterogeneous Links 基于优先级的 MPTCP 调度器，适用于 5G 及其他异构链路

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427482

Nikhil B. Gumasthi, Anand M. Baswade

{"title":"Priority-Based MPTCP Scheduler for 5G and Beyond Heterogeneous Links","authors":"Nikhil B. Gumasthi, Anand M. Baswade","doi":"10.1109/COMSNETS59351.2024.10427482","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10427482","url":null,"abstract":"Modern cellular devices often have dual interfaces for providing high-speed data transfer. This dual-interface design enhances versatility and user convenience. Dual interface technology allows 5G NR devices to connect to the 5G core using two separate base stations. One base station operates in the mmWave frequency range, and the other operates in the sub-6 GHz frequency range. However, millimeter-wave (mmWave) signals face challenges in terms of limited penetration through obstacles, such as buildings, and susceptibility to atmospheric absorption, leading to reduced coverage and potential signal degradation in adverse weather conditions. On the other hand, sub-6 GHz waves offer better penetration through obstacles and a broader scope compared to mmWave, making them suitable for providing reliable and expansive wireless connectivity in urban and indoor environments. Both mmWave and sub-6 GHz frequencies have distinct advantages and limitations; mmWave provides high data rates but has limited coverage, while sub-6 GHz offers a broader range but at lower data rates. However, in a heavy data transfer scenario, frequent loss in the mmWave link while transmitting packets can lead to packet drops (wireless medium), reducing the congestion window size and increasing the flow completion time. To mitigate this, we propose to use analytical hierarchy process (AHP) and grey rational analysis (GRA) based priority allocation mechanism to schedule packets on the most reliable link, thereby reducing the packet drops and flow completion time.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"12 1","pages":"1170-1174"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532749","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 Prognostic Framework for Post-Operative Patient Survival Prediction in IoMT 用于预测 IoMT 术后患者存活率的预后框架

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10426969

Shubhanshi Mittal, Saifur Rahman, Shantanu Pal, Chandan K. Karmakar

{"title":"A Prognostic Framework for Post-Operative Patient Survival Prediction in IoMT","authors":"Shubhanshi Mittal, Saifur Rahman, Shantanu Pal, Chandan K. Karmakar","doi":"10.1109/COMSNETS59351.2024.10426969","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10426969","url":null,"abstract":"The study presents an Internet of Medical Things (IoMT) framework designed to predict patient survival outcomes through the evaluation of a post-thoracic surgery scenario. We employ a multi-layered IoMT framework that integrates various sensors and medical devices for real-time data collection, efficient data transmission, and data analysis. Utilizing a set of eight traditional and ensemble machine learning classifiers, along with neural networks optimized using grid search, we establish a baseline performance for the framework's capability in predicting post-surgical survival rates. However, as individual machine learning classifiers exhibit suboptimal performance across the performance metrics used, we combine the individual strengths of these classifiers to construct a stacking approach. The stacked classifier which incorporates a multi-layer perceptron as the final estimator achieved significant results, including a high accuracy of 0.90, precision of 0.87, and recall of 0.93. These metrics not only indicate a high post-operative survival detection rate but also demonstrate a balance of low bias and high variance performance, ensuring that the model is both accurate and reliable in varying IoMT scenarios.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"44 2","pages":"415-417"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532580","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

Design and Modeling of a PAT System for Freespace Optical Links in Quantum Key Distribution 量子密钥分发中自由空间光链路 PAT 系统的设计与建模

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427419

Mallikarjuna Korrapati, Pranab Dutta, Kushal Patel, K. Biswas, S. Sagar, Maurya Deepika, Aggarwal Sruthi, Chennuri Rajesh, Kumar Krishnan

{"title":"Design and Modeling of a PAT System for Freespace Optical Links in Quantum Key Distribution","authors":"Mallikarjuna Korrapati, Pranab Dutta, Kushal Patel, K. Biswas, S. Sagar, Maurya Deepika, Aggarwal Sruthi, Chennuri Rajesh, Kumar Krishnan","doi":"10.1109/COMSNETS59351.2024.10427419","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10427419","url":null,"abstract":"This study introduces a novel free-space optical (FSO) communication system, designed for quantum key distribution (QKD) effective up to 2 kilometers and extendable to 10 kilometers. Suitable for terrestrial and unmanned aerial vehicle (UAV) applications, the system centers around an advanced Pointing, Acquisition, and Tracking (PAT) model, specifically tailored for the demands of free-space quantum key distribution (FSQKD) communication. The PAT system, with its dual coarse and fine-tracking capabilities, is crucial in establishing and sustaining robust, quantum-secured optical channels. The fine tracking module, in particular, achieves an impressive 0.11 milliradian accuracy and a swift 3.5 millisecond response time. Key to the system's performance is the optimization of beam wavelengths to minimize beam divergence and diffraction losses, essential for the stable operation of the QKD system. A detailed link budget analysis identifies specific losses: diffraction loss at 5dB for 2 kilometers, escalating to 18.4 dB at 10 kilometers, and receiver insertion losses, including optical, coupling, and wavefront losses, at 10.5 dB. The system's modular design enhances its adaptability for various QKD scenarios. This study gives a detailed approach towards practical, scalable quantum communication networks.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"242 3","pages":"1070-1075"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532590","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

Millimeter- Wave Vehicle-to-Infrastructure Communications for Autonomous Vehicles: Location-Aided Beam Forecasting in 6G 用于自动驾驶汽车的毫米波车对基础设施通信：6G 中的位置辅助波束预测

2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS) Pub Date : 2024-01-03 DOI: 10.1109/COMSNETS59351.2024.10427300

Omikumar B. Makadia, Dhaval K. Patel, Kashish D. Shah, Mehul S. Raval, Mukesh Zaveri, S. N. Merchant

{"title":"Millimeter- Wave Vehicle-to-Infrastructure Communications for Autonomous Vehicles: Location-Aided Beam Forecasting in 6G","authors":"Omikumar B. Makadia, Dhaval K. Patel, Kashish D. Shah, Mehul S. Raval, Mukesh Zaveri, S. N. Merchant","doi":"10.1109/COMSNETS59351.2024.10427300","DOIUrl":"https://doi.org/10.1109/COMSNETS59351.2024.10427300","url":null,"abstract":"The rise of autonomous vehicles has generated substantial interest due to their potential to transform transportation, enhance safety, and reduce traffic congestion in urban areas. This research investigates strategies to facilitate communication among various elements in driving environments, such as vehicles, pedestrians, and emergency responders, primarily focusing on vehicle-to-infrastructure (V2I) communication. Furthermore, advancements in wireless technology, including 6G and millimetre waves, offer improved connectivity but face challenges in signal propagation. The study emphasizes the importance of beam-forming as a solution, exploring alternative, resource-efficient methods to predict optimal signal directions using user positions. Positive simulation results suggest real-world applicability, and the study addresses critical questions about utilizing future positions and their impact on overhead complexity. This research provides valuable insights into position-based approaches for enhancing wireless communication in autonomous driving scenarios.","PeriodicalId":518748,"journal":{"name":"2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"56 1","pages":"1100-1105"},"PeriodicalIF":0.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140532596","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