Kim, Haesik.
Design and Optimization for 5G Wireless Communications.
- 1st ed.
- 1 online resource (423 pages)
- IEEE Press Series .
- IEEE Press Series .
Cover -- Title Page -- Copyright -- Contents -- Preface -- List of Abbreviations -- Part I Mathematical Methods and Optimization Theories for Wireless Communications -- Chapter 1 Historical Sketch of Cellular Communications and Networks -- 1.1 Evolution of Cellular Communications and Networks -- 1.2 Evolution to 5G Networks -- References -- Chapter 2 5G Wireless Communication System Parameters and Requirements -- 2.1 5G Requirements -- 2.2 Trade‐off of 5G System Metrics -- Problems -- References -- Chapter 3 Mathematical Methods for Wireless Communications -- 3.1 Signal Spaces -- 3.2 Approximation and Estimation in Signal Spaces -- 3.2.1 Approximation Problems -- 3.2.2 Least Squares Estimation -- 3.2.3 Minimum Mean‐Squared Error Estimation -- 3.2.4 Maximum Likelihood and Maximum A Posteriori Estimation -- 3.3 Matrix Factorization -- 3.3.1 LU Decomposition -- 3.3.2 Cholesky Decomposition -- 3.3.3 QR Decomposition -- 3.3.4 SVD Decomposition -- Problems -- References -- Chapter 4 Mathematical Optimization Techniques for Wireless Communications -- 4.1 Introduction -- 4.2 Mathematical Modeling and Optimization Process -- 4.3 Linear Programming -- 4.4 Convex Optimization -- 4.4.1 Barrier Method -- 4.4.2 Primal‐Dual Interior Point Method -- 4.5 Gradient Descent Method -- Problems -- References -- Chapter 5 Machine Learning -- 5.1 Artificial Intelligence, Machine Learning, and Deep Learning -- 5.2 Supervised and Unsupervised Learning -- 5.3 Reinforcement Learning -- Problems -- References -- Part II Design and Optimization for 5G Wireless Communications and Networks -- Chapter 6 Design Principles for 5G Communications and Networks -- 6.1 New Design Approaches and Key Challenges of 5G Communications and Networks -- 6.1.1 5G Frequency Bands -- 6.1.2 Low Latency -- 6.1.3 More Efficient Radio Resource Utilization -- 6.1.4 Small Cells and Ultra‐Dense Networks. 6.1.5 Higher Flexibility -- 6.1.6 Virtualization -- 6.1.7 Distributed Network Architecture -- 6.1.8 Device‐Centric Communications -- 6.1.9 New Air Interfaces -- 6.1.10 Big Data Management -- 6.2 5G New Radio -- 6.2.1 5G Radio Access Network Architecture -- 6.2.2 5G NR Deployment Scenarios -- 6.2.3 Frame Structure -- 6.2.4 5G Logical, Transport, and Physical Channels -- 6.2.5 5G Protocol Layers -- 6.2.6 5G NR Physical Layer Processing -- 6.2.7 5G Initial Access Procedure and Beam Management -- 6.3 5G Key Enabling Techniques -- 6.3.1 5G Waveforms -- 6.3.2 5G Multiple Access Schemes -- 6.3.3 Channel Coding Schemes -- 6.3.4 MIMO -- 6.3.5 mmWAVE -- 6.3.6 Network Slicing -- 6.3.7 Multi‐access Edge Computing -- Problems -- References -- Chapter 7 Enhanced Mobile Broadband Communication Systems* -- 7.1 Introduction -- 7.2 Design Approaches of eMBB Systems -- 7.3 MIMO -- 7.3.1 Capacity of MIMO Channel -- 7.3.2 Space-Time Coding Design -- 7.3.3 Spatial Multiplexing Design -- 7.3.4 Massive MIMO -- 7.4 5G Multiple Access Techniques -- 7.4.1 OFDM System Design -- 7.4.2 FBMC, GFDM, and UFMC -- 7.5 5G Channel Coding and Modulation -- 7.5.1 LDPC Codes -- 7.5.2 Coding and Modulation for High Spectral Efficiency -- Problems -- References -- Chapter 8 Ultra‐Reliable and Low Latency Communication Systems -- 8.1 Design Approaches of URLLC Systems -- 8.2 Short Packet Transmission -- 8.3 Latency Analysis -- 8.4 Multi‐Access Edge Computing -- Problems -- References -- Chapter 9 Massive Machine Type Communication Systems -- 9.1 Introduction -- 9.2 Design Approaches of mMTC Systems -- 9.3 Robust Optimization -- 9.4 Power Control and Management -- 9.4.1 Linear Programming for Power Control in Distributed Networks -- 9.4.2 Power Control Problem Formulations -- 9.4.3 Beamforming for Transmit Power Minimization -- 9.5 Wireless Sensor Networks -- Problems -- References -- Index. EULA.
9781119494447
5G mobile communication systems-Design and construction-Mathematics.
Electronic books.
TK5103.25 .K56 2020
621.38456