Communicating or Computing over the MAC: Function-Centric Wireless Networks
Distributing data aggregation through multiple access channel (MAC) has been challenging in large wireless networks. In order to tackle the challenge, a computing over the MAC (CP-MAC) scheme has been proposed as a promising communication-computation integrated way for function-centric networks. In this paper, we analyze the performance of the CP-MAC scheme, compared with the traditional communication-computation separated way, i.e., a communicating over the MAC (CM-MAC) scheme. Function-centric wireless networks are considered, where the fusion center (FC) does not need the individual data of each node but only the target function. We begin with the ideal uniform-MAC scenarios, where the CP-MAC scheme is always better than the CM-MAC scheme. Then, practical non-uniform MAC scenarios are studied for both homogeneous networks with Rayleigh fading and heterogeneous networks with a different path loss. Closed-form expressions of the achievable function rate are provided using the asymptotic theory of ordered statistics. It is found that the CP-MAC scheme is not always superior to the CM-MAC scheme. Simulation results are provided to verify and illustrate our derived results.
|Keywords||Achievable rate, data aggregation, data-centric, function-centric, multiple access channel, ordered statistics, wireless networks|
|Journal||IEEE Transactions on Communications|
Chen, L. (Li), Zhao, N. (Nan), Chen, Y. (Yunfei), Yu, F.R, & Wei, G. (Guo). (2019). Communicating or Computing over the MAC: Function-Centric Wireless Networks. IEEE Transactions on Communications, 67(9), 6127–6138. doi:10.1109/TCOMM.2019.2919837