TY - GEN
T1 - Towards wireless environment cognizance through incremental learning
AU - Baset, Aniqua
AU - Becker, Christopher
AU - Derr, Kurt
AU - Ramirez, Samuel
AU - Kasera, Sneha
AU - Bhaskara, Aditya
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/11
Y1 - 2019/11
N2 - With the tremendous increase in the use of wireless devices, understanding the surrounding wireless/RF environment is becoming essential for many application areas. In this work, we develop the technical building blocks needed for a spectrum monitoring system that can incrementally learn about the signals present in a deployed environment. We achieve 'incremental learning (IL)' by identifying and grouping the new/unknown signals and, automatically building new machine learning (ML) models for detecting them. A thorough evaluation of our approach demonstrates its adaptability and high accuracy with signal data from several over-the-air scenarios.
AB - With the tremendous increase in the use of wireless devices, understanding the surrounding wireless/RF environment is becoming essential for many application areas. In this work, we develop the technical building blocks needed for a spectrum monitoring system that can incrementally learn about the signals present in a deployed environment. We achieve 'incremental learning (IL)' by identifying and grouping the new/unknown signals and, automatically building new machine learning (ML) models for detecting them. A thorough evaluation of our approach demonstrates its adaptability and high accuracy with signal data from several over-the-air scenarios.
KW - Unknown signal detection
KW - Wireless signal classification
UR - https://www.scopus.com/pages/publications/85085020429
U2 - 10.1109/MASS.2019.00038
DO - 10.1109/MASS.2019.00038
M3 - Conference contribution
AN - SCOPUS:85085020429
T3 - Proceedings - 2019 IEEE 16th International Conference on Mobile Ad Hoc and Smart Systems, MASS 2019
SP - 256
EP - 264
BT - Proceedings - 2019 IEEE 16th International Conference on Mobile Ad Hoc and Smart Systems, MASS 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 16th IEEE International Conference on Mobile Ad Hoc and Smart Systems, MASS 2019
Y2 - 4 November 2019 through 7 November 2019
ER -