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Performance Modelling and Optimisation of RF Circuits using Support Vector Machines

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2 Author(s)
Ren, X. ; Univ. of Southampton, Southampton ; Kazmierski, T.

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.

Published in:

Mixed Design of Integrated Circuits and Systems, 2007. MIXDES '07. 14th International Conference on

Date of Conference:

21-23 June 2007