dc.contributor.advisor | wang, wilson | |
dc.contributor.advisor | liu, xiaoping | |
dc.contributor.author | lyu, hongli | |
dc.date.accessioned | 2023-06-29t15:56:27z | |
dc.date.available | 2023-06-29t15:56:27z | |
dc.date.created | 2021 | |
dc.date.issued | 2021 | |
dc.identifier.uri | https://knowledgecommons.lakeheadu.ca/handle/2453/5193 | |
dc.description.abstract | generally, in real-world engineering disciplines a dynamical system is nonlinear, having multi-input and multi-output (mimo) variables, and high level parameter uncertainties. although there are many approaches proposed in the literature for system modeling and optimization, it remains a challenging topic to derive the precise mathematical models to characterize complex, dynamic and globally described systems. if training data in a real-world system are available, artificial neural network theories can be applied for system parameter recognition and optimization. the objective of this work is to develop a new fuzzy formulation based on the semi-tensor product (stp) method to construct fuzzy logic models for mimo systems in a matrix representation. it involves the following processing operations: fuzzy modeling, structure and parameters identification, system optimization, and adaptive control of closed-loop fuzzy systems based on the fuzzy relation matrix (frm) models and stp algorithms. the related contributions are summarized below. [...] | en_us |
dc.language.iso | en_us | en_us |
dc.subject | system identification | en_us |
dc.subject | semi-tensor product (stp) | en_us |
dc.subject | fuzzy relation matrix (frm) | en_us |
dc.subject | mimo systems | en_us |
dc.subject | matrix representation | en_us |
dc.subject | adaptive control | en_us |
dc.title | system identification and optimization of fuzzy relation matrix models based on semi-tensor product | en_us |
dc.type | dissertation | en_us |
etd.degree.name | doctor of philosophy | en_us |
etd.degree.level | doctoral | en_us |
etd.degree.discipline | engineering: electrical & computer | en_us |
etd.degree.grantor | 阿根廷vs墨西哥竞猜
| en_us |
dc.contributor.committeemember | liu, kefu | |
dc.contributor.committeemember | tayebi, abdelhamid | |