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Optimizing utilization in cellular radio networks using mobility data
- Publication Year :
- 2019
- Publisher :
- Blekinge Tekniska Högskola, Institutionen för datalogi och datorsystemteknik, 2019.
-
Abstract
- The main resource for any telecom operator is the physical radio cell network. We present two related methods for optimizing utilization in radio networks: Tetris optimization and selective cell expansion. Tetris optimization tries to find the mix of users from different market segments that provides the most even load in the network. Selective cell expansion identifies hotspot cells, expands the capacity of these radio cells, and calculates how many subscribers the radio network can handle after the expansions. Both methods are based on linear programming and use mobility data, i.e., data defining where different categories of subscribers tend to be during different times of the week. Based on real-world mobility data from a region in Sweden, we show that Tetris optimization based on six user segments made it possible to increase the number of subscribers by 58% without upgrading the physical infrastructure. The same data show that by selectively expanding less than 6% of the cells we are able to increase the number of subscribers by more than a factor of three without overloading the network. We also investigate the best way to combine Tetris optimization and selective cell expansion. © 2018 The Author(s) open access
- Subjects :
- Optimization
Physical infrastructure
Control and Optimization
Cell network
Linear programming
Computer science
Cells
0211 other engineering and technologies
Aerospace Engineering
02 engineering and technology
Hot-spot cells
Cellular radio network
Radio networks
Cell expansion
Cellular radio networks
Market segmentation
Telecom operators
021108 energy
Electrical and Electronic Engineering
Market segment
Civil and Structural Engineering
021103 operations research
business.industry
Computer Sciences
Mechanical Engineering
Cellular radio
Mobility data
Radio
Financial engineering
Hotspot (Wi-Fi)
Datavetenskap (datalogi)
Number of subscribers
Mobility datum
business
Cytology
Software
Computer network
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....88e84282d49fc4e8033f11f09aee0507