Open Access

ARTICLE

A Robust Resource Allocation Scheme for Device-to-Device Communications Based on Q-Learning

Azka Amin¹, Xihua Liu², Imran Khan³, Peerapong Uthansakul^{4, *}, Masoud Forsat⁵, Seyed Sajad Mirjavadi⁵

1 School of Business, Qingdao University, Qingdao, 266061, China.
2 School of Economics, Qingdao University, Qingdao, 266061, China.
3 Department of Electrical Engineering, University of Engineering and Technology, Peshawar, Pakistan.
4 School of Telecommunication Engineering, Suranaree University of Technology, Nakhon Ratchasima, Thailand.
5 Department of Mechanical and Industrial Engineering, College of Engineering, Qatar University, Doha, Qatar.

* Corresponding Author: Peerapong Uthansakul. Email: .