Clark D E, Westhead D R
Proteus Molecular Design Ltd., Macclesfield, U.K.
J Comput Aided Mol Des. 1996 Aug;10(4):337-58. doi: 10.1007/BF00124503.
In recent years, search and optimisation algorithms inspired by evolutionary processes have been applied with marked success to a wide variety of problems in diverse fields of study. In this review, we survey the growing application of these 'evolutionary algorithms' in one such area: computer-aided molecular design. In the course of the review, we seek to summarise the work to date and to indicate where evolutionary algorithms have met with success and where they have not fared so well. In addition to this, we also attempt to discern some future trends in both the basic research concerning these algorithms and their application to the elucidation, design and modelling of chemical and biochemical structures.
近年来,受进化过程启发的搜索和优化算法已成功应用于各个研究领域的广泛问题。在本综述中,我们调查了这些“进化算法”在一个领域——计算机辅助分子设计——中日益增长的应用。在综述过程中,我们试图总结迄今为止的工作,并指出进化算法在哪些方面取得了成功,哪些方面效果不佳。除此之外,我们还试图洞察有关这些算法的基础研究及其在化学和生化结构的阐释、设计和建模应用方面的一些未来趋势。