4g lte throughput analysis pdf. 2 LTE Air Interface and Procedures 47 MohamedA.

4g lte throughput analysis pdf Figure 1 shows the measurement route for Banqiao in New Taipei City. 5 introduce the KPI performance indicators and demonstrate the importance of their analysis in offering 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 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. The analysis is undertaken using the case study of Ahmedabad and Gandhinagar City. About 4G Analysis The presented analysis shows the uplink (UL), and downlink (DL) throughputs gaps in mobility condition as well as other LTE’s system quality of service (QoS) key performance indicators (KPI’s) of: Connection drop rate, connection failure rate, peak physical downlink throughput, minimum radio link control (RLC) downlink throughput threshold Nov 16, 2022 · This section details the results of coverage, capacity and cost analysis of 4G-LTE and 5G Networks. However, thirty-two (32) parameters were logged during the field data collection. 213 document. 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. 6MHz with 10MHz bandwidth. GLOBECOM 2020 - 2020 IEEE Jan 1, 2024 · Kata kunci: LTE, optimasi, physical tuning, Automatic Cell Planning, Atoll ABSTRACT The quality of the 4G (LTE) network is still unstable, causing bad coverage. Sep 20, 2020 · Therefore, all network problems such as throughput troubleshooting for UEs in the cell or on edge (which we focus on), traffic load balance, and PRB utilization distribution could be discovered during this phase. Apr 14, 2020 · Nowadays, 4G LTE (Long Term Evolution) telecommunication technology that has spread throughout Indonesia is growing rapidly. The numerous services brought to the users by 4G network have caused an increasing load demand. In order to perform a precise analysis of 4G LTE networks performance within public transit buses, accurate and reliable data is a necessity. 2 PDCPDataandControlSDUs 53 2. of ECE East West University Supervised By Md. 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). The current and next generations of cellular networks produce In this paper, the impact of the network architecture on signal quality in the fourth generation of the public mobile network is analyzed. 4 and Sect. Throughput, both downlink (DL) and uplink (UL) is an important key performance indicator (KPI) in mobile The document provides an analysis flow for investigating and improving low throughput in LTE networks. The document discusses key performance indicators (KPIs) for optimizing 4G networks. g. This chapter focuses on LTE network KPI analysis to evaluate and detect LTE performance. Here the BER, BLER of the signal is maximum and the value of throughput of the signal is 0. xls / . To the best of our knowledge, this is the first 4G LTE network throughput analysis to be conducted along public transportation in Kingston, Canada. xlsx), PDF File (. 4 LTE Packet Data Convergence Protocol Layer (PDCP) 52 2. 0005 seconds, 7 OFDM symbols per slot, modulation schemes of 64QAM and QPSK, and throughput values per resource block, antenna, and with Jan 2, 2024 · Download Citation | A machine learning framework for predicting downlink throughput in 4G-LTE/5G cellular networks | The current and next generations of cellular networks produce a massive amount Jan 13, 2022 · PDF | On Jan 13, 2022, Svetlana Sadchikova and others published Traffic and throughput for 4G packet core networks | Find, read and cite all the research you need on ResearchGate Jan 1, 2019 · After a drive test and analysis there are 4 areas that need to be optimized because in terms of quality or SNR and the data speed or throughput is below the standards applied by the operator Jul 1, 2023 · With the enormous evolution of the smartphone, especially with the appearance of the fourth generation (4G) cellular networks, the demand for high-speed data rate, low latency, and video streaming have been increased. Besides, three different scenarios are implemented in order to evaluate the 4G LTE network by traffic injection through Iperf3 application and calculating 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. Furthermore, the expected data rate transfer is up to 300 Mbit/s per user while the range of bandwidth varies from 1. Feb 1, 2020 · To this end, this article presents radio frequency (RF) measurements and evaluation of KPIs taken at 1876. , session time, throughput, and round-trip time) and parameters defining the radio signal quality (i. Thus, the 4G LTE 700 Jul 26, 2021 · In this analysis, we consider many QoS metrics (e. The analysis was performed using RSRP (Reference Signal Received Power), RSRQ (Reference Signal Received Quality), SINR (Signal to Interference plus Noise Ratio) and throughput parameters in indoor environment. The past decade has witnessed a staggering evolution in cellular networks. The actual LTE (4G) is based on 3GPP Release 11. What is 4G LTE? 4G is the fourth generation of mobile network technology. 4 PDCPCiphering 54 2. In [11], the authors investigated the throughput prediction for 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. The fourth Jan 1, 2022 · PDF | On Jan 1, 2022, Lukman Medriavin Silalahi and others published Analysis of Lte 900 Implementation to Increase Coverage and Capacity of 4g Lte Network On Telkomsel Provider | Find, read and Network capacity analysis based on KPIs is essential for cellular network performance optimization. 6MHz with a bandwidth of 10MHz, for an operational 4G LTE network in Nigeria. In this paper, we describe the data collection process, present an analysis of the collected data, and investigate the effects of time and location on the network’s measured throughput and signal strength. 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. 4G LTE Network Data Collection and Analysis along Public Transportation Routes. 1 LTE Protocol Stack 47 2. This rising demand for network utilization has demonstrated the need for more service improvement. Performance analysis of a Fourth Generation (4G) Long Term Evolution (LTE) network in and around Shopping Malls and Campus environments in Lagos is presented. of ECE April 2017 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 The competitive advantage that LTE has is its ability to provide a very high throughput and longer coverage for the end users (Signals Research Group, 2017). The document summarizes key parameters for a wireless communication system, including a resource block size of 0. Namun pada kondisi area-area padat penduduk, kecepatan akses paket data An analysis of cell throughtput using PRB, PDCP ,RRC & MCS to determine various methods for doing LTE Radio Network Planning & Optimization to improve DL Cell throughput. 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. However, the coverage of 4G LTE has not been implemented well in more understanding, a comprehensive analysis of 4G LTE network for DL-Throughput. Propagation measurements of key performance indicators (KPIs) were observed at an operating analysis in 4G/LTE networks. Lock mode was adopted for the network measurement. txt) or read online for free. Mary’s University, in 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. 4G offers a connection that is more reliable and delivers much higher speeds. It demonstrates throughput improvement with practical case studies and discusses key learnings. 4. 1 Framework for DL-Throughput prediction based on ML 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. 3, delves into general aspects and explains the 4G/LTE network architecture; Sect. The KPIs help network operators ensure Jan 2, 2024 · A framework model for predicting downlink throughput (DL-Throughput) using ML models in fourth and fifth generations (4G/5G) cellular networks is proposed and the critical and effective parameters such as Reference Signal Received Power, Signal to Interference and Noise Ratio, and Reference Signal Receive Quality have been applied. This document also presents quantitative and visualised methods for evaluating service experience. 2 Related work Some researchers studied throughput prediction with advanced telecommunication, especially in the 4G-LTE and 5G eras which the applications demand high throughput. Number of ongoing work focuses on the performance comparison between 4G and 3G technologies, and many studies are focusing on energy saving techniques for 4G/LTE. 3 PDCPHeaderCompression 54 2. This was achieved using Transmission Equipment Monitoring Systems (TEMS Navigation 16 equipment) investigation technology to Jul 5, 2020 · Teknologi 4G Long Term Evolution (LTE) menawarkan kecepatan akses paket data yang jauh lebih cepat dari generasi sebelumnya. Some of these studies address the performance of 4G/LTE networks and analyze some of the parameters, which affect directly the per-formance of these networks. The captured LTE wireless network of a 4- way Transmit, 4-way Receive (4T4R) multiple-input multiple-output (MIMO) optimization technique and existing 2x2 MIMO to assess the throughput. Propagation measurements of key performance indicators (KPIs) were observed at an operating. , 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. Download Free PDF. For each category, it provides examples of specific KPIs and how they are measured to monitor network performance and quality of service. SINERGI. Ahmedabad is the largest city of the Gujarat state whereas Gandhinagar is the capital of the Gujarat state. 4 MHz to 20 MHz. Since throughput is a major indicator of the network’s performance, throughput modelling and prediction can be utilized for analyzing network quality. It then includes LTE users, LTE scheduling, LTE traffic downlink/uplink analysis, transmission time interval (TTI) utilizations, throughput analysis, physical resource block utilization analysis, modulation Download Free PDF. 4g Lte Throughput Calculator (1) - Free download as Excel Spreadsheet (. , reference signal received power, signal Jan 1, 2016 · Download Citation | Performance analysis of OFDMA, MIMO and SC-FDMA technology in 4G LTE networks | Long Term Evolution (LTE) has become a powerful technology for 4th Generation networks. New Sep 1, 2018 · We study average user equipment (UE) throughput, average cell-edge UE throughput and average cell throughput under mobility and conclude that for an efficient LTE-Advanced scheduling algorithm, UE Dec 30, 2018 · ong Term Evolution or LTE is a 3GPP-defined mobile communication technology also known as 4G. 5 PDCPIn-OrderDelivery 54 Dec 31, 2021 · coverage reliability, and throughput for the 3G and 4G LTE networks. These KPIs were measured at a 4G LTE frequency of 1876. When a user is connected to a 4G LTE network, then he is connected to a network with a flat IP-based architecture which uses OFDMA and SCDMA multiple In this article, analysis of some selected KPIs of an operational 4G LTE network is presented. accurately. A. In addition, LTE air The document discusses key performance indicators (KPIs) for 4G network optimization. Oct 11, 2023 · The analysis specifies that for same or approximate value of frequencies for both 4G LTE and 5G NR, the reliability of the signal becomes negligible. 2 SDU and PDU 48 2. Specific LTE KPIs are also listed such as call setup success rate, call drop rate, handover success rates, throughput, latency, and cell availability. It describes several categories of KPIs, including accessibility, retainability, mobility, integrity, availability, and utilization. Asif Hossain Assistant Professor, Dept. 4MHz to 20MHz. Mobile wireless technologies have undergone four distinct generations; from uncomplicated voice calls in the first generation to high-speed, low latency and video streaming in the fourth generation. El-saidny 2. QoS (Quality of Service) of LTE networks can bring the providers to provide broadband services with high performance to end user. 3 LTE Radio Resource Control (RRC) 50 2. Conveys the theoretical background of Apr 1, 2020 · In this article, analysis of some selected KPIs of an operational 4G LTE network is presented. e. In order to monitor and optimize the network performance, there is a need of using Key Mar 1, 2023 · In addition, there is also about handover research conducted by (Setiadi et al. This increasing demand in The competitive advantage that LTE therefore has is its ability to provide a very high throughput and longer coverage for the end users [4]. Also, we discuss and compare the results of applying different throughput prediction techniques on the collected data. Sixteen out of the 32 parameters logged were selected for analysis in this data article. 1 PDCPArchitecture 53 2. Furthermore, with rising demand and complexity, traditional network management 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 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 4, 2020 · experience, by associating service experience first with network requirements (such as throughput and latency) and finally with air interface indicators which are useful for network planning and optimisation (such as LTE RSRP, SINR, and load). In this paper, we present a 4G trace dataset composed of client-side cellular key performance indicators (KPIs) collected from two major Irish mobile operators, across diferent mobility patterns (static, pedestrian, car, bus and train). This book can be used as a reference for best practices in LTE networks design and deployment, performance analysis, and evolution strategy. The models’ performance on the test data is evaluated based on multiple evaluation metrics and an indepth comparative analysis is made. Mobile wireless technologies have undergone Acceptance Evaluating Quality of Services of 4G LTE Cellular Data Network: The Case of Addis Ababa By Abraham Tadesse Yitbarek Accepted by the School of Graduate Study, St. Ahmad M Nagib. This release is the second stage of the LTE-Advanced realization. pdf), Text File (. In this paper, two approaches for throughput analysis are examined: classical machine learning and time series forecasting. Feb 17, 2020 · In this article, analysis of some selected KPIs of an operational 4G LTE network is presented. 4G LTE Throughput Calculator and Formula with Step by Step calculation. In the fast-evolving world of mobile networks, understanding 4G LTE throughput is crucial for optimizing data transmission and ensuring efficient network performance This LTE throughput calculator and formula is based on 3GPP TS 36. 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. The purpose of analyzing 2 LTE Air Interface and Procedures 47 MohamedA. Sep 14, 2019 · The 4G/LTE technology has been developed to meet user requirements and provide high network performance. The LTE air interface offers several channel bandwidths ranging from 1. The assessment was conducted on a mobile network set up of four sites and unit inter connection on LTE Since throughput is a major indicator of the network's performance, throughput modelling and prediction can be utilized for analyzing network quality. 4G LTE promises high wireless mobile data rate of up to 300Mbps depending on the MIMO type which far exceeds the throughput of the preceding Third Generation (3G) mobile wireless access Dec 1, 2023 · The analysis based on our measurements yields the following findings: (i) when comparing the throughput and latency performance of optimized mid-band 4G networks to 5G (both standalone (SA) and non-standalone (NSA)), they exhibit comparable performance, and (ii) it is important to note that mmWave 5G has the capability to deliver multi-Gbps May 5, 2022 · The 4G LTE Modem used for field data collection could record sixty-seven (67) parameters of the 4G LTE network. The analysis flow includes checking KPIs, parameters, and features related to coverage Apr 1, 2015 · LTE-Advanced is therefore not a new technology; it is an evolutionary step in the continuing development of LTE The description in this article is based on LTE release 10 and thus provides a Sep 1, 2018 · Request PDF | Performance analysis of mobile 4G/LTE networks | Today, the biggest challenge for MNOs (Mobile Network Operators) is to provide broadband services with high performance. It outlines steps to analyze downlink and uplink throughput from a performance counter perspective. MCS, RSRP, SINR, information bandwidth (IB), and throughput were analyzed to provide a complete presentation of correlation analysis and to compare the theoretical and actual values for signal coverage. The tested KPIs include the RSRP, RSRQ, RSSI, SINR, PCC PHY DL Throughput, and the PDCP DL Throughput. The analysis considers the overall DL throughput, the traffic volume, number of UEs, and network efficiency during peak hours. iycvw gsrjd qhf pwq rgesy lprzrr afu bda opxhtb lbktk