PERFORMANCE MODELLING AND OPTIMISATION OF RF CIRCUITS USING SUPPORT VECTOR MACHINES
Ren, Xianqiang and Kazmierski, Tom (2007) PERFORMANCE MODELLING AND OPTIMISATION OF RF CIRCUITS USING SUPPORT VECTOR MACHINES. At IEEE International Mixed design conference (MIXDES), Ciechocinek, Poland, --- 2007. , 317-321.
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Description/Abstract
The paper presents a novel approach to efficient performance modelling and optimisation which can be applied to automatic synthesis of circuit-level radio frequency (RF) analogue circuits. Support vector machines regression models are used to construct automatically general performance models for RF circuits which lend themselves naturally to pattern-search optimisation by exploring the design space. Experiments show that the approach can provide accurate and extremely fast performance estimation.
| Item Type: | Conference or Workshop Item (Speech) |
|---|---|
| Additional Information: | Event Dates: 2007.06.21 - 2007.06.23 |
| Divisions: | Faculty of Physical and Applied Science > Electronics and Computer Science > EEE |
| Item ID: | 264621 |
| Date Deposited: | 03 Oct 2007 |
| Last Modified: | 01 Mar 2012 11:32 |
| Contributors: | Ren, Xianqiang (Author) Kazmierski, Tom (Author) |
| Date: | 2007 |
| Additional Information: | Event Dates: 2007.06.21 - 2007.06.23 |
| Status: | Published |
| Further Information: | Google Scholar |
| ISI Citation Count: | 0 |
| URI: | http://eprints.soton.ac.uk/id/eprint/264621 |
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