TY - GEN
T1 - On Developing A New Method of Spectrum Demand Calculation for Mobile Broadband
T2 - 13th IEEE International Conference on Communication, Networks and Satellite, COMNETSAT 2024
AU - Hastyo, Wijanarko Joko
AU - Suryanegara, Muhammad
AU - Gunawan, Dadang
AU - Juwono, Filbert H.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This study aims to report the development of a new method for spectrum demand calculation for mobile broadband by using machine learning. The new method is built based on 2 underlying concepts: the use of throughput data and the use of machine learning methods. In the current paper, we present the early results of the use of the Auto Machine Learning library PyCaret and Prophet. By comparing with statistical methods, it is found that the machine learning method has better performance. The current analyses show that both auto machine learning PyCaret and Prophet can handle data trends. Also, it is found that the monthly downlink throughput data, which is obtained from crowdsourcing, can be used as an alternative to traffic data.
AB - This study aims to report the development of a new method for spectrum demand calculation for mobile broadband by using machine learning. The new method is built based on 2 underlying concepts: the use of throughput data and the use of machine learning methods. In the current paper, we present the early results of the use of the Auto Machine Learning library PyCaret and Prophet. By comparing with statistical methods, it is found that the machine learning method has better performance. The current analyses show that both auto machine learning PyCaret and Prophet can handle data trends. Also, it is found that the monthly downlink throughput data, which is obtained from crowdsourcing, can be used as an alternative to traffic data.
KW - machine learning
KW - mobile broadband
KW - spectrum demand
UR - http://www.scopus.com/inward/record.url?scp=85218498567&partnerID=8YFLogxK
U2 - 10.1109/COMNETSAT63286.2024.10862467
DO - 10.1109/COMNETSAT63286.2024.10862467
M3 - Conference Proceeding
AN - SCOPUS:85218498567
T3 - COMNETSAT 2024 - IEEE International Conference on Communication, Networks and Satellite
SP - 191
EP - 196
BT - COMNETSAT 2024 - IEEE International Conference on Communication, Networks and Satellite
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 28 November 2024 through 30 November 2024
ER -