Title :
Anti-jamming decision-making in wireless communication based on Rough Sets Theory
Author :
Wang Miao ; Song Xiaoqin ; Niu Yingtao ; Tong Tingting
Author_Institution :
Dept. of Electron. & Inf. Eng., NanJing Univ. of Aeronaut. & Astronaut., Nanjing, China
Abstract :
This paper proposed anti-jamming decision-making rules extraction algorithm of wireless communication based on Rough Sets (RS) Theory. Firstly, we compress the enormous decision space and establish a relatively reduced decision-making system. Secondly, we adopt a kind of heuristic algorithm to reduce condition attributes, on this basis, we removed some redundant attribute values under the case of guaranteeing the classification capacity of the decision-making system unchanged, then, we acquire general decision rules. Furthermore, based on the power minimum criteria we could get specific decision rules. Simulation results illustrate that decision-making based on the RS Theory could acquire efficient decision rules which could realize decision-making with low complexity.
Keywords :
decision making; jamming; knowledge based systems; radiocommunication; rough set theory; telecommunication computing; antijamming decision making; classification capacity; heuristic algorithm; rough set theory; rules extraction algorithm; wireless communication; Binary phase shift keying; Cognition; Computational complexity; Decision making; Jamming; Wireless communication; Anti-jamming; Rough Sets Theory; attribute reduction; rules acquisition;
Conference_Titel :
Mechatronic Sciences, Electric Engineering and Computer (MEC), Proceedings 2013 International Conference on
Conference_Location :
Shengyang
Print_ISBN :
978-1-4799-2564-3
DOI :
10.1109/MEC.2013.6885463