Title :
Power control for mobile DS/CDMA systems using a modified Elman neural network controller
Author :
Gao, X.M. ; Gao, X.Z. ; Tanskanen, J.M.A. ; Ovaska, S.J.
Author_Institution :
Lab. of Telecommun. Technol., Helsinki Univ. of Technol., Espoo, Finland
Abstract :
It is well recognized that power control is an important technique to combat the near-far effect and increase the maximum capacity in direct sequence code division multiple access (DS/CDMA) cellular systems. We propose a modified Elman (1990) neural network (MENN) based multiple-model power control scheme to keep the received power almost constant at the base station. Unlike the conventional “bang-bang” control and fuzzy control, the MENN can identify the inverse dynamical characteristics of the channel by adaptive on-line learning. The inverse channel model is then used for reverse link power control. Hence, large overshoot and long rise time can be effectively avoided. Simulations show that the fluctuation of controlled received power is satisfactory. The overshoot and channel tracking error are small
Keywords :
adaptive systems; code division multiple access; fading; feedforward neural nets; inverse problems; land mobile radio; learning (artificial intelligence); multipath channels; power control; pseudonoise codes; radio links; recurrent neural nets; spread spectrum communication; telecommunication computing; telecommunication control; time-varying channels; adaptive online learning; base station; channel tracking error; constant received power; feedforward locally recurrent network; inverse channel model; inverse dynamical characteristics identification; mobile DS/CDMA systems; modified Elman neural network controller; multipath fading channel; multiple model power control; near-far effect; overshoot; reverse link power control; time-varying inverse dynamics; Adaptive control; Base stations; Direct-sequence code-division multiple access; Fluctuations; Fuzzy control; Inverse problems; Multiaccess communication; Neural networks; Power control; Programmable control;
Conference_Titel :
Vehicular Technology Conference, 1997, IEEE 47th
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-3659-3
DOI :
10.1109/VETEC.1997.600429