Publication
Self-Optimization of Low Coverage and High Interference in Real 3G/4G Radio Access Networks
| Summary: | This paper presents a new single cell multi-objectiveoptimization algorithm. The objective is to optimize areas oflow coverage and high interference simultaneously, through theadjustment of the antenna tilts and/or antenna orientation. Theprocess is achieved using a specific implementation of a ParticleSwarm Optimization (PSO) algorithm. Both the detection ofsub-optimal performance areas and its subsequent optimizationare supported by Drive Test (DT) data and network topologyinformation. The antenna optimization algorithm was tested withreal data in 3rd Generation (3G)/4th Generation (4G) networks.In this work, a 3G urban scenario is highlighted, achieving anaverage optimization gain of 78%. |
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| Main Authors: | Sousa, Marco |
| Other Authors: | Martins, Andre; Vieira, Pedro |
| Subject: | Telecommunications SON, Self-optimization, Particle Swarm Optimization, Antenna Tilt |
| Year: | 2018 |
| Country: | Portugal |
| Document type: | article |
| Access type: | unknown |
| Associated institution: | Instituto Superior de Engenharia de Lisboa |
| Language: | English |
| Origin: | i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers |
| Summary: | This paper presents a new single cell multi-objectiveoptimization algorithm. The objective is to optimize areas oflow coverage and high interference simultaneously, through theadjustment of the antenna tilts and/or antenna orientation. Theprocess is achieved using a specific implementation of a ParticleSwarm Optimization (PSO) algorithm. Both the detection ofsub-optimal performance areas and its subsequent optimizationare supported by Drive Test (DT) data and network topologyinformation. The antenna optimization algorithm was tested withreal data in 3rd Generation (3G)/4th Generation (4G) networks.In this work, a 3G urban scenario is highlighted, achieving anaverage optimization gain of 78%. |
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