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LDPC Coding in 5G NR
1. Introduction Channel coding is one of the most fundamental building blocks of the 5G NR physical layer. It directly determines: Block Error Rate (BLER) Throughput at high MCS Latency predictability UE power consumption Hardware scalability in gNB and UE Unlike LTE, which relied almost exclusively on Turbo codes, 5G NR deliberately replaced Turbo codes with Low Density Parity Check (LDPC) codes for data channels and Polar codes for control channels. LDPC Coding Chain in 5

Venkateshu Kamarthi
Jan 159 min read


Agentic AI in 5G RAN
1. Introduction Modern 5G radio access networks have reached a level of complexity where traditional automation approaches are no longer sufficient. While machine learning has been widely adopted in telecom analytics, most deployed solutions still behave as passive systems: they ingest data, run inference, and output a score, label, or alert. In practice, experienced RAN engineers do not work this way. They observe symptoms, form hypotheses, validate those hypotheses by check

Venkateshu Kamarthi
Dec 19, 202510 min read


Private 5G Wireless Networks
Private 5G (also referred to as Non-Public Networks — NPNs) is the deployment of 5G technologies for the exclusive use of an organization, campus, industrial site, port or stadium. Unlike public/macrocell 5G, private 5G is designed to deliver dedicated capacity, stronger security controls, low and deterministic latency, and granular service control for vertical-specific applications (robotics, automation, AR/VR, mission-critical communications). 1. What is Private 5G What it

Venkateshu Kamarthi
Dec 12, 202510 min read


Cloud & NFV(Network Function Virtualization) for 5G Networks
1.Introduction Cloud and Network Function Virtualization (NFV) for 5G networks represent a fundamental shift in how telecommunication networks are designed and managed. NFV decouples network functions from specialized hardware, allowing them to run as software on standard cloud infrastructure. This virtualization enables 5G networks to be more flexible, scalable, and cost-efficient by leveraging cloud-native principles and automation. It allows operators to dynamically alloca

Venkateshu Kamarthi
Dec 6, 20259 min read


RRC_INACTIVE State in 5G NR
1. Introduction The RRC_INACTIVE state represents a fundamental architectural innovation in 5G New Radio (NR), introduced to address critical latency and signaling overhead challenges that plagued LTE networks. In LTE, frequent transitions between RRC_IDLE and RRC_CONNECTED states created substantial network signaling load and introduced latency penalties during service resumption, particularly problematic for modern smartphone usage patterns characterized by frequent sm

Venkateshu Kamarthi
Nov 29, 202511 min read


3GPP Release 18: 5G-Advanced RAN Features(RAN1 to RAN5)
Introduction 3GPP Release 18 marks the first 5G-Advanced release, focusing on AI/ML integration, extreme performance for XR/Industrial IoT, mobile IAB, enhanced positioning, and spectrum efficiency up to 71 GHz. RAN workgroups (RAN1–RAN5) deliver these through physical layer evolution, protocol optimizations, architecture updates, RF requirements, and testing frameworks. Release 18 builds on Rel-17's foundations with AI/ML for RAN optimization, centimeter-level positioning,

Venkateshu Kamarthi
Nov 28, 20259 min read


3GPP Release-17 — Features summary (RAN1 → RAN5)
1. Introduction & scope Release-17 was intended as the first major consolidation/evolution step after Rel-16: adding new vertical and architectural capability without a full redesign. Release-17 contains both PHY-centric items (RAN1) and higher layer/procedural items (RAN2, RAN3), plus RF/test requirement updates (RAN4) and conformance/OAM items (RAN5). This article focuses on the RAN WGs (RAN1–RAN5) and practical implementation details drawn from the 3GPP work items and tech

Venkateshu Kamarthi
Nov 28, 20256 min read


RAN Intelligence with xApps and rApps
1. Introduction Radio Access Networks are becoming more software-driven, disaggregated, and automation-centric. To handle the complexity of dense deployments, Massive MIMO, spectrum fragmentation, and diverse traffic profiles, operators are moving toward intelligent control loops in the RAN.This is where O-RAN Alliance’s RAN Intelligent Controller (RIC) architecture—featuring rApps (non-real time, >1 second) and xApps (near-real time, 10 ms–1 s)—comes into play. These applica

Venkateshu Kamarthi
Nov 21, 202518 min read


5G gNB CU/DU/RU Split Architecture & Interfaces
1) Introduction The 5G NR gNB split architecture divides the base station into functional entities — Central Unit (CU) , Distributed Unit (DU) , and Radio Unit (RU) — to optimize deployment flexibility, scalability, and performance. This functional split enables c entralized control and distributed radio processing, allowing operators to balance latency-sensitive tasks at the edge (DU/RU) with higher-layer functions centralized (CU). The split reduces fronthaul bandwidth dem

Venkateshu Kamarthi
Nov 13, 202515 min read


AI-Driven Anomaly/Fault Detection and Management in Modern Mobile Networks
Case Study – Low throughput issue mitigation Introduction The complexity of today’s telecom networks—driven by 5G’s massive scale, distributed Radio Access Network (RAN) architectures, and virtualized infrastructure—makes operational reliability and proactive fault management both a necessity and a challenge. Static rules and threshold-based monitoring techniques, once the backbone of network assurance, are now insufficient as data velocity, volume, and variety continue to gr

Venkateshu Kamarthi
Oct 28, 202512 min read


O-RAN Radio Unit (O-RU)
Introduction O-RAN (Open Radio Access Network) represents a paradigm shift in mobile network design, transforming traditional, vendor-locked RAN systems into open, interoperable, and intelligent ecosystems. It disaggregates hardware and software components, virtualizes RAN functions, and introduces open interfaces and AI/ML-driven automation for optimization and orchestration . The O-RAN architecture decouples the traditional base station into: O-CU (Central Unit): Located

Venkateshu Kamarthi
Oct 19, 20259 min read


3GPP Release 16 - RAN features
3GPP Release 16 , finalized in June 2020 , represents 5G Phase 2 , refining the foundation laid by Release 15. It broadens 5G NR capabilities beyond enhanced mobile broadband (eMBB), addressing industrial automation , ultra-reliable low-latency communication (URLLC) , V2X , non-public networks (NPN) , and integrated access and backhaul (IAB) . The RAN1–RAN5 workgroups each contributed critical enhancements, detailed below with their technical implications, implementati

Venkateshu Kamarthi
Oct 18, 20254 min read


3GPP Release 15 - RAN Features
3GPP Release 15 — Detailed Technical Analysis Across RAN Working Groups 3GPP Release 15, finalized in June 2018, marks the first commercial standardization of 5G New Radio (NR). It laid the foundation for 5G networks through Standalone (SA) and Non-Standalone (NSA) modes, introducing a service-based, virtualized core network and new physical-layer technologies for enhanced capacity, latency, and flexibility. Below is a detailed breakdown of RAN1–RAN5 contributions, along with

Venkateshu Kamarthi
Oct 16, 20254 min read


Link Adaptation in 5G NR
1. Introduction Link adaptation is a core feature in 5G NR that enables dynamic adjustment of transmission parameters — mainly the Modulation and Coding Scheme (MCS) — based on real-time wireless channel conditions. This process ensures optimal throughput and reliability for each User Equipment (UE) by adapting to mobility, interference, fading, and changing network scenarios. Modern 5G networks advance beyond 4G LTE by employing smarter, faster, and more flexible link adapta

Venkateshu Kamarthi
Oct 14, 20255 min read


Voice-over-NR(VoNR) Explained
Introduction Voice over NR (VoNR) delivers real-time voice and video over 5G Standalone’s ultra-low latency, high capacity architecture,...

Venkateshu Kamarthi
Oct 7, 20254 min read


5G QoS Framework
Introduction to 5G QoS Framework Quality of Service (QoS) is a fundamental networking mechanism that is essential for both 5G and LTE...

Venkateshu Kamarthi
Oct 3, 202513 min read


5G NTN: Network Procedures and Parameters
A detailed set of parameter and procedure adaptations in 5G NTN ensures successful attach, random access, AMF selection, Mobility and UE...

Venkateshu Kamarthi
Sep 29, 202511 min read


5G-NTN: DL/UL Timing Synchronization
Downlink and uplink timing synchronization between the UE and gNB in a 5G NR Non-Terrestrial Network (NTN) introduces several unique...

Venkateshu Kamarthi
Sep 26, 20255 min read


5G SON, Simplified
Introduction SON (Self Organizing Networks) is an automation framework that lets cellular networks configure, optimize, and heal...

Venkateshu Kamarthi
Sep 18, 202510 min read


Advanced Spectrum Efficiency techniques in 5G NR
Introduction Spectral Efficiency Spectral efficiency is the net data rate per unit bandwidth, usually measured in bit/s/Hz; it reflects...

Venkateshu Kamarthi
Sep 11, 20257 min read
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