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Book Cover
E-book
Author Ghorbanzadeh, Michael

Title Practical channel-aware resource allocation : with MATLAB and Python code / Michael Ghorbanzadeh, Ahmed Abdelhadi
Published Cham : Springer, 2021

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Description 1 online resource (242 pages)
Contents 880-01 Intro -- Preface -- Introduction -- Contents -- Acronyms -- 1 Quality of Service and Resource Allocation in Communication Systems -- 1.1 Introduction -- 1.2 Current Trends in End-to-End QoS in Cellular Networks -- 1.3 Network Quality of Service Challenges -- 1.4 Focus of This Book -- 1.5 Book High Level Contribution and Organization -- References -- 2 Utility Functions and Radio Resource Allocation -- 2.1 Introduction -- 2.2 Radio Resource Allocation Literature Survey -- 2.3 Application Utility Functions -- 2.3.1 Application Utility Function MATLAB Code
880-01/(S 5.5 Channel-Aware Distributed Resource Allocation Formulation -- 5.5.1 Determining ε -- 5.5.2 Determining K -- 5.6 Global Solution Existence -- 5.6.1 Solution for Channel-Aware EURA Optimization -- 5.6.2 IURA Global Optimal Solution -- 5.7 Simulation Results -- 5.7.1 MATLAB Code -- 5.8 Chapter Summary -- References -- 6 Propagation Modeling -- 6.1 Introduction -- 6.2 Geodesic Calculations -- 6.3 Databases -- 6.3.1 Terrain Profile -- 6.3.2 Surface Refractivity and Climate -- 6.4 ITM Propagation Pathloss -- 6.5 Python Code -- 6.5.1 Code Base Installation -- 6.5.2 Propagation Code Run
2.4 Proportional Fairness and Frank Kelly Algorithm -- 2.5 Chapter Summary -- References -- 3 Resource Allocation Without Channel -- 3.1 Introduction -- 3.2 Resource Allocation: Centralized Architecture and Solution -- 3.2.1 Centralized Architecture Simulation -- 3.2.2 Centralized Resource Allocation in Real-World Implementation -- 3.2.3 MATLAB Code for Centralized Resource Allocation -- 3.3 Resource Allocation: Distributed Architecture and Solution -- 3.3.1 Distributed Resource Allocation Simulation -- 3.3.2 MATLAB Code for Distributed Resource Allocation -- 3.4 Mathematical Equivalence
3.5 Distributed or Centralized -- 3.6 Benchmark Comparison -- 3.7 Chapter Summary -- References -- 4 Radio Resource Block Allocation -- 4.1 Introduction -- 4.2 Continuous Optimization Relaxation -- 4.3 Radio Resource Block Allocation Optimization and Solution -- 4.3.1 Radio Resource Block Allocation Simulation Results -- 4.3.2 RB Allocation MATLAB Code -- 4.4 Chapter Summary -- References -- 5 Resource Allocation with Channel -- 5.1 Introduction -- 5.2 Channel Quality, Modulation, and Coding -- 5.3 Radio Resource Management -- 5.4 Resource Allocation Efficacy and Channel Conditions
6.6 Chapter Summary -- References -- 7 Channel-Aware Resource Allocation Large Scale Simulation -- 7.1 Introduction -- 7.2 Large Scale Network Simulation -- 7.3 Chapter Summary -- References -- 8 Book Summary -- Index
Summary This book dives into radio resource allocation optimizations, a research area for wireless communications, in a pragmatic way and not only includes wireless channel conditions but also incorporates the channel in a simple and practical fashion via well-understood equations. Most importantly, the book presents a practical perspective by modeling channel conditions using terrain-aware propagation which narrows the gap between purely theoretical work and that of industry methods. The provided propagation modeling reflects industry grade scenarios for radio environment map and hence makes the channel based resource allocation presented in the book a field-grade view. Also, the book provides large scale simulations that account for realistic locations with terrain conditions that can produce realistic scenarios applicable in the field. Most portions of the book are accompanied with MATLAB code and occasionally MATLAB/Python/C code. The book is intended for graduate students, academics, researchers of resource allocation in mathematics, computer science, and electrical engineering departments as well as working professionals/engineers in wireless industry. Presents radio resource allocation optimizations, including wireless channel conditions and incorporating the channel in a simple and practical fashion; Includes a mathematical analysis of resource allocation with a practical industry-like propagation model; Provides an introduction of terrain-based propagation modeling into radio resource allocation optimization
Bibliography Includes bibliographical references and index
Notes Online resource; title from PDF title page (SpringerLink, viewed July 28, 2021)
SUBJECT MATLAB. http://id.loc.gov/authorities/names/n92036881
MATLAB fast
Subject Radio resource management (Wireless communications)
Python (Computer program language)
Python (Computer program language)
Radio resource management (Wireless communications)
Form Electronic book
Author Abdelhadi, Ahmed.
ISBN 9783030736323
3030736326