@inproceedings{3ded818c4ebc4b90a3842dfe4c7c309c,
title = "Synchronous pipeline circuit design for an adaptive neuro-fuzzy network",
abstract = "This paper presents an efficient synchronous pipeline hardware implementation procedure for a neuro-fuzzy (NF) circuit. We decompose the NF circuit into a feedforward circuit and a backpropagation circuit. The concept of pre-calculation to share computation results between the feedforward circuit and backpropagation circuit is introduced to achieve a high throughput rate and low resource usage. A novel pipeline architecture has been adopted to fulfill the concept of pre-calculation. With the unique pipeline architecture, we have successfully enhanced the throughput rate and resource sharing between modules. Particularly, the multiplier usage has been reduced from 7 to 3 and the divider usage from 3 to 1. Finally, we have implemented the NF circuit on FGPA. Our experimental results show a superior performance than that of an asynchronous pipeline design approach and the NF system implemented on MATLAB{\textregistered}.",
author = "Lin, {Che Wei} and Wang, {Jeen Shing} and Yu, {Chun Chang} and Chen, {Ting Yu}",
year = "2007",
month = jan,
day = "1",
doi = "10.1007/978-3-540-74205-0_19",
language = "English",
isbn = "9783540742012",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "164--173",
booktitle = "Advanced Intelligent Computing Theories and Applications",
address = "Germany",
note = "3rd International Conference on Intelligent Computing, ICIC 2007 ; Conference date: 21-08-2007 Through 24-08-2007",
}