TY - GEN
T1 - Distributed Processing Allocation of Machine Learning in Wireless Sensor Networks
AU - Motoyama, Jun
AU - Ooka, Rina
AU - Miyoshi, Takumi
AU - Yamazaki, Taku
AU - Asaka, Takuya
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/9/28
Y1 - 2020/9/28
N2 - Distributed processing technology in wireless sensor network (WSN) has attracted attention because of the performance improvement of sensor nodes. Although the conventional methods divide and allocate computational processing of machine learning to sensor nodes, appropriate allocation has not been realized from the viewpoint of the whole network. In this paper, assuming that multiple machine learning processes occur simultaneously, we propose a processing division and allocation method to equalize processing load on sensor nodes. The evaluation results show that the method can almost fairly distribute the load to sensor nodes.
AB - Distributed processing technology in wireless sensor network (WSN) has attracted attention because of the performance improvement of sensor nodes. Although the conventional methods divide and allocate computational processing of machine learning to sensor nodes, appropriate allocation has not been realized from the viewpoint of the whole network. In this paper, assuming that multiple machine learning processes occur simultaneously, we propose a processing division and allocation method to equalize processing load on sensor nodes. The evaluation results show that the method can almost fairly distribute the load to sensor nodes.
UR - http://www.scopus.com/inward/record.url?scp=85098453295&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85098453295&partnerID=8YFLogxK
U2 - 10.1109/ICCE-Taiwan49838.2020.9258076
DO - 10.1109/ICCE-Taiwan49838.2020.9258076
M3 - Conference contribution
AN - SCOPUS:85098453295
T3 - 2020 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020
BT - 2020 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2020
Y2 - 28 September 2020 through 30 September 2020
ER -