DocumentCode :
2172045
Title :
A novel processor architecture for Sugeno-type fuzzy inference systems
Author :
Shriram, H.S. ; Hati, Anirban Jyoti ; Singh, Rajiv Ranjan
Author_Institution :
Dept. of Electr. & Electron. Eng., BITS Pilani, Pilani, India
fYear :
2013
fDate :
21-23 Sept. 2013
Firstpage :
117
Lastpage :
121
Abstract :
Conventional generic microcontrollers are programmed to implement fuzzy logic algorithms in a computationally intensive way that may include lengthy look-up table techniques. Although, the desired operations are achieved, the memory space occupied would be significantly large. The processing also consumes much time in the relative time frame since all the look-up operations, mathematical operations and logic operations require discrete, finite but large number of steps to complete. Provision of certain additional hardware, which is the subject of the current research, would aid optimization in terms of memory and speed of operation. This would in turn lead to development of better firmware for embedded systems. Existing embedded fuzzy systems use generic architectures which may not necessarily be optimized with respect to ease of programming, memory and speed of operation. Hence, a new architecture has been formulated which aids fuzzy processing within the confines of embedded systems. The architecture is targeted towards dual-input fuzzy inference systems, specially, those found in automotive applications. The Verilog implementation of the proposed architecture has been performed using the Xilinx FPGA series. The results indicate that the architecture is hardware efficient and capable of providing up to 2.439 MFLIPS operation.
Keywords :
automotive electronics; field programmable gate arrays; firmware; fuzzy logic; fuzzy reasoning; hardware description languages; microcontrollers; MFLIPS operation; Sugeno-type fuzzy inference systems; Verilog implementation; Xilinx FPGA series; automotive applications; dual-input fuzzy inference systems; embedded fuzzy systems; firmware; fuzzy logic algorithms; fuzzy processing; generic architectures; generic microcontrollers; logic operations; look-up table techniques; memory space; processor architecture; Fuzzy Toolbox; Generic Fuzzy Processor; Pipelined Design; Processor Architecture; Real-time Fuzzy Processing; Sugeno-type Fuzzy Systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Electronic Systems (ICAES), 2013 International Conference on
Conference_Location :
Pilani
Print_ISBN :
978-1-4799-1439-5
Type :
conf
DOI :
10.1109/ICAES.2013.6659373
Filename :
6659373
Link To Document :
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