Title of article :
Novel intelligent real-time position tracking system using FPGA and fuzzy logic
Author/Authors :
Soares dos Santos، نويسنده , , Marco P. and Ferreira، نويسنده , , J.A.F.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2014
Abstract :
The main aim of this paper is to test if FPGAs are able to achieve better position tracking performance than software-based soft real-time platforms. For comparison purposes, the same controller design was implemented in these architectures. A Multi-state Fuzzy Logic controller (FLC) was implemented both in a Xilinx ® Virtex-II FPGA (XC2v1000) and in a soft real-time platform NI CompactRIO ® - 9002 . The same sampling time was used. The comparative tests were conducted using a servo-pneumatic actuation system. Steady-state errors lower than 4 μm were reached for an arbitrary vertical positioning of a 6.2 kg mass when the controller was embedded into the FPGA platform. Performance gains up to 16 times in the steady-state error, up to 27 times in the overshoot and up to 19.5 times in the settling time were achieved by using the FPGA-based controller over the software-based FLC controller.
Keywords :
Automation , Fuzzy Logic , Field Programmable Gate Array , Real-time control systems , Pneumatics , Position tracking , Control
Journal title :
ISA TRANSACTIONS
Journal title :
ISA TRANSACTIONS