Academic Journal
Implementation of Fuzzy Logic Controller Algorithms with MF optimization on FPGA
| Title: | Implementation of Fuzzy Logic Controller Algorithms with MF optimization on FPGA |
|---|---|
| Authors: | Samet Ahmed, Yahia Kourd |
| Source: | Statistics, Optimization & Information Computing. 12:182-199 |
| Publisher Information: | International Academic Press, 2023. |
| Publication Year: | 2023 |
| Subject Terms: | Artificial intelligence, Genetic Fuzzy Systems, Quantum mechanics, Engineering, Artificial Intelligence, Fuzzy set operations, Fuzzy Rule-Based Systems, Type-2 Fuzzy Logic Systems and Applications, Controller Tuning, Generator (circuit theory), Neuro-Fuzzy Methods, Fuzzy Logic Systems, Embedded system, Biology, Analysis and Design of Fractional Order Control Systems, Control engineering, Physics, 4. Education, Controller (irrigation), Neural Network Fundamentals and Applications, Power (physics), Computer science, Agronomy, Field-programmable gate array, Programming language, Fuzzy logic, Algorithm, Fuzzy control system, Control and Systems Engineering, Computer Science, Physical Sciences, Software, Fuzzy electronics |
| Description: | In this work, we propose the design and implementation of a parallel-structured fuzzy logic controller with integral action and anti-windup. The Grey Wolf Optimization (GWO) optimization technique is used to optimize fuzzy rules, which allows for the complicated algebraic ideas of type 1 fuzzy logic algorithms to be reduced to straightforward numerical equations for FPGA target implementation. The techniques for operating a geared DC motor are optimized by the membership function structure of our controller's data propagation. Our proposed controller was implemented in Xilinx System Generator (XSG) and co-simulated on hardware and software with VIVADO and XSG tools. |
| Document Type: | Article Other literature type |
| ISSN: | 2310-5070 2311-004X |
| DOI: | 10.19139/soic-2310-5070-1790 |
| DOI: | 10.60692/e89h5-qda20 |
| DOI: | 10.60692/av7m7-1bj35 |
| Accession Number: | edsair.doi.dedup.....86789054258a0eb2c5b4556e0e3adf70 |
| Database: | OpenAIRE |
| ISSN: | 23105070 2311004X |
|---|---|
| DOI: | 10.19139/soic-2310-5070-1790 |