Index
- a
- access and mobility management function 48, 53, 55, 57
- accounting management 73
- Activation Function 220
- active learning 354, 369, 370
- Actor‐Critic 251
- Adam 209
- alarm correlation 358, 367
- allocation and retention priority 38
- almost blank subframe 329
- anomaly event aggregation 352, 353, 365
- anomaly level 352, 360, 364
- anomaly pattern 353, 367
- Ant Foraging 145, 152–153
- ARIMA 363, 380
- Attention 155–164
- augmented diagnosis 369
- Auto Regressive and Moving Average Models 198
- Auto‐Commissioning 98, 99
- Auto‐configuration 253
- Auto‐connectivity 98, 99
- Autoencoder 238
- Automatic Neighbour Relation 101, 129, 137
- Automation 1, 5, 9, 15, 19, 20, 23, 93, 94, 95, 97, 98, 100, 101, 133, 136, 138, 140, 141
- automation plane 483
- autonomic 20
- autonomous 1, 20, 22, 24
- autonomous capability 22
- Autonomous Reasoning 173
- autonomy 18, 20, 21, 24
- b
- backhaul 64, 65, 66, 68–72
- Backpropagation 222
- Basic Cognitive Processes 155
- Bayesian games 458, 460
- Bayesian Network 192
- beam management 62
- beamforming 60, 61, 87
- bearer 38, 63
- behavioural graph 434
- Belousov‐Zhabotinsky reaction 150
- Bio‐inspired Autonomy 146
- Blind PCI auto configuration 267
- Bloom's Taxonomy 158–159
- Boolean Logic 186, 187
- Business Support System 12, 13
- c
- carrier Ethernet 69, 71
- Case Based Reasoning 182, 369, 472
- Centralized SON 95, 96, 119
- circuit‐switched 31, 33, 34, 36
- Classic AI 174
- Classification 212
- Closed Loop 95
- Closed‐loop Control 180, 421
- Closed‐loop Self‐Optimization 304
- cloud‐native networks 42, 45, 46, 47
- Clustering 215
- CNM environment 419
- cognition 18, 19, 20, 21, 24
- cognitive 1, 20, 21
- Cognitive autonomy 146, 154
- Cognitive Function 18, 25, 405, 413
- cognitive network management 18, 25
- Cognitive Processes in Learning 158
- cognitive self‐healing 349
- Cognitive Self‐optimization 302
- Common‐Sense Knowledge Problem 174
- communication service 29, 50
- complexity 2, 3, 8
- Conceptualization 159–166
- Concurrent games 423, 425
- concurrent learning 425
- Concurrent Processing and Actioning 162
- conditional eigenvalue problem 332
- configuration 13, 16, 25
- Configuration Management 73, 76–78, 426,441
- context classes 263
- Context Model 260
- context properties 260
- context region 263
- context‐aware configuration 256
- Contextualization 159–166
- continuous delivery 507
- continuous integration 507
- control and user plane functions separation 52
- control plane 34, 40, 49, 51, 53, 58, 65, 68, 78
- Convolutional Networks 231
- Cooperative learning 308, 313
- Coordination and Control 444
- Coordination Transaction 437
- core network 29, 33, 38, 39, 51
- Coverage and Capacity Optimization 117, 129, 327
- customer experience level 406, 407, 408, 410
- customer experience management 13
- d
- DARN 284
- data analytics 21
- data management 471, 511
- DBSCAN 366
- Decision Applications 441, 443
- decomposition 64, 67, 70, 87
- Deep Learning 227
- Deep Neural Network 227
- Degradation detection 413, 429
- degree of automation 145,156
- demand 385, 387, 394, 396, 397, 398, 399, 400, 401, 402, 403, 404, 412, 416
- deployment options 51, 63, 65, 68
- deployment plan 431
- DevOps 469, 506
- diagnosis 353, 366, 427,429
- Dimensionality Reduction 213
- Directed Acyclic Graph 193
- Discrete Logic 186
- Distributed Cell Activation 281
- distributed intelligence 457
- Distributed SON 96, 97, 121
- Domain Manager 95
- Dropout 225
- e
- ECGI 101, 102, 103
- EDGE 32, 33
- eNB deployment 327
- Energy Saving 109, 115, 116, 117, 139
- eNode B 40, 41
- Environment Modelling & Abstraction 441
- Environment Modelling 441
- E‐UTRAN 39, 40, 41
- evolved packet core 38, 39
- evolved packet system 40
- Expectation Maximization 207
- Expert Knowledge Base 177
- Expert systems 177, 472
- extensive form game 459
- i
- ICIC 102, 122, 123
- Implicit Knowledge 174
- Inductive transfer learning 372–375
- Inference Engine 177
- Inference 159–168
- information model 75, 78–82, 85–87
- infrastructure as a service 43
- Input World and Action Model 176
- Intelligence 156–157
- intent level 406, 407, 408
- intent‐based management 481, 502
- inter‐cell interference 322
- Inter‐function coopetition 456
- inter‐mode interference 329, 337
- Intra‐frequency 102, 109, 113
- l
- Language 157
- latency 395, 398, 410
- layer 4, 5
- Learning Augmentation 289
- Learning in Bayesian Games 461
- levels of autonomy 24
- licensed assisted access 10
- Load Balancing 101, 108, 109, 110, 111, 139
- localization 399, 400, 404, 413
- localized measurements 398, 404
- Long Short‐Term Memory 236
- LTE 97, 101, 102, 103, 108, 113, 114, 116, 118, 119, 122, 137, 138, 139
- m
- Machine Learning 9, 18, 21, 25, 203
- Machine Learning Orchestrator 482
- management interface 76–79, 82
- management layer 31
- management layer 74, 78
- Markov Decision Process 243
- Markov Logic Networks 368, 378, 379
- Markovian models 306
- Max Pooling 234
- MBH automation 411, 412, 413, 414, 416, 417
- Membership Functions 186
- Memory 156, 162
- mental processes 154, 164
- Metric Clustering 291
- midhaul 67
- Minimization of Drive Test 133, 139
- Mitola's cognitive cycle 162
- mobility management entity 39, 40, 41
- Mobility Robustness Optimization 93, 111, 309,314
- Model‐based methods 306
- Modelling Cognition 159
- multi agent Q‐Learning 308
- Multi‐agent coordination 420
- Multi‐agent systems 423
- multi‐task learning 375
- multi‐tenancy 44, 50
- multi‐vendor functions 420
- n
- Natural Stochasticity 146
- Nesterov Momentum 209
- Network Automation Function 253
- network automation 385, 386, 417
- network configuration parameter 17
- network contexts 254
- Network Element 93
- network engineering 12, 13
- network function virtualization 7
- network level policies 406, 407
- network management 11, 13, 15, 25
- Network Management 93, 94, 95, 96, 115, 125, 133, 136, 140
- Network Manager 95
- Network Objectives Manager 441
- Network Resource Model 101
- network slice 53, 58, 60, 79, 88
- network slicing 7
- Neural Network 219
- Neuron 220
- NGNM 97, 98
- node B 36
- non‐public networks 478, 480
- non‐standalone architecture 29, 51, 52, 62
- Numerical Optimization 207
- o
- OAM 94, 96, 98, 99, 102, 103, 119, 120, 123, 125, 135, 138
- Objective Model 257
- Observe‐decide‐act 164
- observe‐orient‐plan‐decide‐act cycle 164
- OFDM 39, 59, 60
- OFDMA 41
- OMC 94
- Operations Support System 12, 13
- Operations, Administration, and Maintenance 43, 47, 72
- Optimal Resource Allocation 334
- Optimistic Concurrency Control 436
- optimization 16, 25
- Overfitting 209
- p
- packet scheduler 408, 410
- packet‐switched 33, 34, 39
- Partial Resource Muting 329–335
- PCI Assignment Objectives 266
- PCI auto‐configuration 265
- PCI update 270
- PCI 101, 102, 103, 104, 105, 106, 107, 108, 114, 117, 139
- Perception‐Reasoning pipeline 159, 164
- performance management 73, 78, 83
- performance monitoring 388, 400
- Physical Cell Identifier 101
- Ping‐Pong 314
- plane 4, 5
- platform as a service 43
- plug‐and‐play 413
- Plug‐and‐Play 98
- policy abstraction 497, 499, 504
- policy continuum 496
- Policy gradient Algorithm 251
- Post‐action Verification 426
- Power Saving Groups 274
- PRB 109, 110, 122, 123, 124
- predictive self‐healing 379
- Principal Components Analysis 214
- priority measure 260
- proactive Self‐Optimization 305
- Problem‐solving 156–166
- profiling 351, 361
- programmability 46
- r
- RACH 120, 121, 122, 138, 139
- radio access network 29, 35, 36, 40, 56
- Radio Link Failure 314
- radio network controller 36, 37
- RAT 98, 102, 103, 108, 109, 111, 113, 116, 118, 139
- Real‐time Network Control 284
- Recurrent neural networks 235
- Regression 211
- Regularization 211, 224
- Reinforce Algorithm 249
- Reinforcement Learning 241
- ReLu 220
- Resource Muting 329–340
- RLF 111, 112, 114, 115, 121, 134, 138
- RMSprop 209
- RTT 400, 401, 404, 410, 411
- Rule Based Fuzzy Inference
- Rule‐Based System 177
- s
- sandboxing 483
- SC‐FDMA 41
- Scope Generation 427
- Search and Planning 175
- security management 73
- self‐adaptation 412
- Self‐Configuration 97, 98, 100
- self‐evaluating 396
- Self‐healing 327
- Self‐Healing 97, 124, 125, 126, 128
- Self‐optimization 16, 97, 108, 124, 301–307
- Self‐organization 21, 146–154
- Self‐Organizing human systems 151
- Self‐Organizing Networks 17, 93, 140
- self‐organizing systems 148–153
- self‐programming 394, 402, 410, 411
- Service‐Based Architecture 53, 54, 78, 481
- service‐based interface 42, 55
- service‐level agreement 50, 89
- session management function 53, 56
- shared data layer 48
- Sigmoid 220
- Simulated‐ Annealing 207
- Single coordinator 424
- Single‐Agent System decomposition 423
- Single‐Agent System 423
- SLA monitoring 417
- smart network fabric 48, 49, 65
- software as a service 43
- SON Coordination 17, 94, 97, 129–132, 436,437
- SON Framework 420
- SON Function 95–97, 119, 121, 129–132
- SON management 17
- SON Operation 422
- Spatial‐Temporal Scheduling 449
- spatio–temporal patterns 150
- split RAN 58, 67
- Standard interference functions 330
- state model 386, 387, 389, 390, 391, 392
- State‐Based Configuration Management 491
- statistical learning 306
- Stochastic Gradient Descent 209
- Successive Approximation of Fixed Point 335
- Supervised Learning 204
- Symbolic AI 174, 176
- symptoms 392, 393
- Synchronized cooperative learning 420, 447
- system architecture 33, 39, 51, 52
- system state 386, 388, 389, 390, 391, 392, 393, 417
- t
- TDD 37
- TDMA 31
- Team learning 424
- Team modelling 425
- telco cloud 43, 48
- telecommunication management network 73, 74, 80
- Tensor Processing Unit 482
- Term
- Thought 154–157
- throughput 393, 397, 398, 400, 401, 402, 404, 405, 409, 410, 411
- Tilt Optimization 322
- Time Series Forecasting 196
- time series 389
- Traffic Steering 108, 109
- Transductive transfer learning 372, 374, 376
- x
- x‐haul 68
- z
- z‐score 364
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