Application of deep learning models to forecast time series data traffic in 2g/3g/4g domains of the Vinaphone network | |
| Author | Doan Nhat Truong |
| Call Number | AIT Project no.PMDS-23-07 |
| Subject(s) | Time-series analysis Deep learning (Machine learning) Telecommunication--Vietnam--Data Processing |
| Note | A project study submitted in partial fulfillment of the requirements for the degree of Professional Master in Data Science and Artificial Intelligence Applications |
| Publisher | Asian Institute of Technology |
| Abstract | Accurate traffic forecasting is a paramount requirement for mobile network operators (MNOs) to efficiently manage network resources, ensure optimal service quality, and plan for future capacity expansions. Nowaday, with the trend of mobile subscribers shifting to using data service more than traditional voice & SMS, the need to accurately predict the amount of data traffic of total network in hourly and daily time is essential. So this research begins by outlining the critical importance of data traffic forecasting in the mobile telecommunications industry and the shortcomings of traditional forecasting methods. It then explores the capabilities of deep learning, including recurrent neural networks (RNNs), long short-term memory networks (LSTMs), Gated Recurrent Units (GRU) and convolutional neural networks (CNNs), in capturing intricate temporal patterns and dependencies within the traffic data. The primary metric used to evaluate the results is the MSE, which is used to calculate the model's accuracy. We conducted our experiments using data from the VNPT data traffic in 2G/3G/4G domain. |
| Year | 2023 |
| Type | Project |
| School | School of Engineering and Technology |
| Department | Department of Information and Communications Technologies (DICT) |
| Academic Program/FoS | Professional Master in Data Science and Artificial Intelligence Applications (PMDS) |
| Chairperson(s) | Cherdsak Kingkan (Co-Chairperson);Chutiporn Anutariya (Co-Chairperson); |
| Examination Committee(s) | Vatcharaporn Esichaikul;Chaklam Silpasuwanchai; |
| Scholarship Donor(s) | AIT Scholarships; |
| Degree | Professional Master in Data Science and Artificial Intelligence Applications - Asian Institute of Technology, 2023 |