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首页> 外文期刊>IEEE Transactions on Applied Superconductivity >A genetic algorithm approach to the design of split coil magnets for MRI
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A genetic algorithm approach to the design of split coil magnets for MRI

机译:遗传算法设计MRI分裂线圈磁体

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摘要

Innovative, open magnet designs for Magnetic Resonance Imaging (MRI) of parts of human body have been recently proposed. These open configurations require notable skill in the design phase to obtain satisfactory performance in terms of compactness and field homogeneity; optimization techniques thus seems adequate to assist the designer of such devices. A novel optimization scheme, based on a genetic algorithm (GA) has been implemented for the resolution of this problem. The GA seems well suited for this applications thanks to its ability in exploring the whole design parameters space, not being trapped by local minima, but some improvements have been implemented, namely floating point parameter representation, introduction of a directional mutation operator and adaptive probability of operators action.
机译:最近已经提出了用于人体部分的磁共振成像(MRI)的创新的开放式磁体设计。这些开放式配置在设计阶段需要显着的技能,以在紧凑性和场均匀性方面获得令人满意的性能。因此,优化技术似乎足以协助此类设备的设计者。一种新的基于遗传算法(GA)的优化方案已经实现,可以解决该问题。由于GA具有探索整个设计参数空间的能力,而不会被局部最小值所束缚,因此GA似乎很适合此应用,但是已经实现了一些改进,即浮点参数表示,引入了方向突变算子和自适应概率。操作员的动作。

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