4g lte throughput analysis pdf. ) *Corresponding Author: aimoize@unilag .
4g lte throughput analysis pdf. 1 Framework for DL-Throughput prediction based on ML .
4g lte throughput analysis pdf Sep 14, 2019 · The 4G/LTE technology has been developed to meet user requirements and provide high network performance. This book can be used as a reference for best practices in LTE networks design and deployment, performance analysis, and evolution strategy. Print ISSN: 1596-2490, Electronic ISSN: 2545-5818, www. com. The analysis flow includes checking KPIs, parameters, and features related to coverage Feb 10, 2023 · Request PDF | On Feb 10, 2023, Jayanta Kumar Ray and others published Evaluation of BLER and throughput during the coexistence of both 4G LTE and 5G NR | Find, read and cite all the research you Feb 3, 2022 · In this paper, a 4G LTE network driven by SDR hardware and software-radio-system-LTE (srsLTE) that is an open-source LTE software platform is evaluated in terms of the throughput and latency. Since throughput is a major indicator of the network's performance, throughput modelling and prediction can be utilized for analyzing network quality. 0005 seconds, 7 OFDM symbols per slot, modulation schemes of 64QAM and QPSK, and throughput values per resource block, antenna, and with Mar 1, 2023 · In addition, there is also about handover research conducted by (Setiadi et al. This paper focuses on performance analyses of TK’s 4G/LTE network, based on the main KPI performance indicators. azojete. Specific LTE KPIs are defined for each category along with diagrams and formulas to illustrate how they are measured and calculated. Mobile wireless technologies have undergone Drive Test Analysis (DTA) 4G LTE Lanjut Politeknik Elekttronika Negeri Surabaya - PENS 1 Modul 9 Drive Test Analysis (DTA) 4G LTE Lanjut 1. 6MHz with 10MHz bandwidth. It describes several categories of KPIs, including accessibility, retainability, mobility, integrity, availability, and utilization. Mar 13, 2014 · The book describes several LTE and LTE-A advanced features in the evolution from Release 8 to 10 including SON, eICIC, CA, CoMP, HetNet, Enhanced MIMO, Relays, and LBS. pdf), Text File (. Feb 17, 2020 · In this article, analysis of some selected KPIs of an operational 4G LTE network is presented. ) *Corresponding Author: aimoize@unilag Apr 1, 2020 · In this article, analysis of some selected KPIs of an operational 4G LTE network is presented. D. Feb 1, 2020 · To this end, this article presents radio frequency (RF) measurements and evaluation of KPIs taken at 1876. 4 and Sect. 4G offers a connection that is more reliable and delivers much higher speeds. These KPIs were measured at a 4G LTE frequency of 1876. , 2020), which discusses the quality analysis of handover on video call communication on 4G LTE (Long Term Evolution Optimization methods in different standards are similar, but each standard has its own measurement definition. It describes several categories of KPIs - accessibility, retainability, mobility, integrity, availability, and utilization. Jan 1, 2022 · Request PDF | On Jan 1, 2022, Deepak Kumar Barik and others published Design and Analysis of RF Optimization in 2G GSM and 4G LTE Network | Find, read and cite all the research you need on The document discusses key performance indicators (KPIs) for optimizing 4G networks. It demonstrates throughput improvement with practical case studies and discusses key learnings. Some researchers studied throughput prediction with advanced telecommunication, especially in the 4G-LTE and 5G eras which the applications demand high throughput. This analysis delves into the 4G-LTE network, providing an initial understanding of LTE network coverage for the specified operators in the region, relying on data measurements such as RSRP, RSRQ, RSSI, SINR, and DL Throughput. It outlines steps to analyze downlink and uplink throughput from a performance counter perspective. of ECE April 2017 Jan 1, 2022 · So to be able to increase the quality of 4G LTE network, it is necessary to optimize the coverage area of 4G LTE network in Sragen by using the physical tuning method, which is to adjust the . The document summarizes key parameters for a wireless communication system, including a resource block size of 0. xls / . The past decade has witnessed a staggering evolution in cellular networks. Conveys the theoretical background of 4G-LTE networksPresents key aspects and best Apr 14, 2020 · Nowadays, 4G LTE (Long Term Evolution) telecommunication technology that has spread throughout Indonesia is growing rapidly. For each category, it provides examples of specific KPIs and how they are measured to monitor network performance and quality of service. Besides, three different scenarios are implemented in order to evaluate the 4G LTE network by traffic injection through Iperf3 application and calculating internet throughput using the Fast web tool. Specific LTE KPIs are also listed such as call setup success rate, call drop rate, handover success rates, throughput, latency, and cell availability. Since throughput is a major indicator of the network’s performance, throughput modelling and prediction can be utilized for analyzing network quality. The KPIs provide insights into network performance THROUGHPUT ANALYSIS OF VARIOUS FADING PROPAGATION MODELS USED IN 4G LTE SYSTEM Prepared By Suborna Afrin ID: 2013-2-55-012 Tasmia Mir ID: 2013-2-55-004 Dept. What is 4G LTE? 4G is the fourth generation of mobile network technology. The tested KPIs include the RSRP, RSRQ, RSSI, SINR, PCC PHY DL Throughput, and the PDCP DL Throughput. The Long Term Evolution (LTE) known as 4G technology is developed to solve exponential demand for higher data rate by the users. More specifically, it is focused on analyzing the following key indicators: mobility, integrity and availability. The measurements are performed on a segment of the TK’s 4G/LTE network in Pristina, consisting of 24 base stations. The KPIs help network operators ensure Mar 14, 2014 · The case studies and troubleshooting parts include detailed data analysis flow charts for LTE uplink and downlink, throughput optimization examples, LTE intra/inter-frequency handover and cell reselection optimization processes, LTE inter-RAT handover and cell reselection (to/from WCDMA). xlsx), PDF File (. Also, we discuss and compare the results of applying different throughput prediction techniques on the collected data. Mahasiswa mampu mengoperasikan software Genex Assistant untuk menganalisa data logfile Drive Test (DT) b. L. ng MEASUREMENTS-BASED PERFORMANCE ANALYSIS OF A 4G LTE NETWORK IN AND AROUND SHOPPING MALLS AND CAMPUS ENVIRONMENTS IN LAGOS NIGERIA *A. The purpose of analyzing In order to perform a precise analysis of 4G LTE networks performance within public transit buses, accurate and reliable data is a necessity. 3, delves into general aspects and explains the 4G/LTE network architecture; Sect. The document discusses key performance indicators (KPIs) for optimizing 4G networks. txt) or read online for free. In this thesis, we present an analysis of the collected data, where we investigate the effects of time and location on the network’s measured throughput and signal strength. Dec 1, 2020 · Two approaches for throughput analysis are examined: classical machine learning and time series forecasting and various machine learning models were deployed for throughput prediction and analysis showed that the random forest model achieved the highest prediction performance. A. TUJUAN a. Asif Hossain Assistant Professor, Dept. Adegbite (Department of Electrical and Electronics Engineering, Faculty of Engineering, University of Lagos, Akoka-Lagos, Nigeria. This research work carried out measurement on a captured LTE wireless network of a 4- way Transmit, 4-way Receive (4T4R) multiple-input multiple-output (MIMO) For more understanding, a comprehensive analysis of 4G LTE network for DL-Throughput. of ECE East West University Supervised By Md. Imoize and O. 1 Framework for DL-Throughput prediction based on ML 4g Lte Throughput Calculator (1) - Free download as Excel Spreadsheet (. To the best of our knowledge, this is the first 4G LTE network throughput analysis to be conducted along public transportation in Kingston, Canada. Mahasiswa mampu menganalisa beberapa parameter KPI (Key Performance Indicators) jaringan Dec 1, 2020 · Request PDF | On Dec 1, 2020, Habiba Elsherbiny and others published 4G LTE Network Throughput Modelling and Prediction | Find, read and cite all the research you need on ResearchGate Sep 14, 2019 · The paper is organized as follows: the next section presents a literature review related to KPI performance analysis in 4G/LTE technology; Sect. In this paper, two approaches for throughput analysis are examined: classical machine learning and time series forecasting. As there is no publicly available dataset of 4G LTE network parameters in Kingston, Ontario, conducting a network survey of 4G LTE network data was required for this research. 5 introduce the KPI performance indicators and demonstrate the importance of their analysis in offering services with high quality in 4G. In order to monitor and optimize the network performance, there is a need of using Key The models’ performance on the test data is evaluated based on multiple evaluation metrics and an indepth comparative analysis is made. 6MHz with a bandwidth of 10MHz, for an operational 4G LTE network in Nigeria. Throughput, both downlink (DL) and uplink (UL) is an important key performance indicator (KPI) in mobile The document discusses key performance indicators (KPIs) for 4G network optimization. 4G-LTE/5G Dataset 4G-LTE/5G Training Dataset Testing Dataset ML Model Training Driving Route in Najaf City Data Binning in Najaf City LR DTR KNNR Pearson Correlation RFR ML Model Predictions LR DTR KNNR RFR ML Model Evaluation R2 RMSE MAE Optimum ML Model Trained Model validation Model Fig. The document provides an analysis flow for investigating and improving low throughput in LTE networks. However, the coverage of 4G LTE has not been implemented well in Jul 1, 2023 · Request PDF | Downlink throughput prediction using machine learning models on 4G-LTE networks | With the enormous evolution of the smartphone, especially with the appearance of the fourth accurately. ahrhad eri fxbku gqphz gdjaslny elcz umh ktlsx qxyg myyau