Evolutionary-algorithm-based strategy for computer-assisted structure elucidation

被引:17
作者
Han, YQ [1 ]
Steinbeck, C [1 ]
机构
[1] Max Planck Inst Chem Okol, D-07745 Jena, Germany
来源
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES | 2004年 / 44卷 / 02期
关键词
D O I
10.1021/ci034132y
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
An evolutionary algorithm (EA) using a graph-based data structure to explore the molecular constitution space is presented. The EA implementation proves to be a promising alternative to deterministic approaches to the problem of computer-assisted structure elucidation (CASE). While not relying on any external database, the EA-guided CASE program SENECA is able to find correct solutions within calculation times comparable to that of other CASE expert systems. The implementation presented here significantly expands the size limit of constitutional optimization problems treatable with evolutionary algorithms by introducing novel efficient graph-based genetic operators. The new EA-based search strategy is discussed including the underlying data structures, component design, parameter optimization, and evolution process control. Typical structure elucidation examples are given to demonstrate the algorithm's performance.
引用
收藏
页码:489 / 498
页数:10
相关论文
共 28 条
[1]   Stochastic algorithms for maximizing molecular diversity [J].
Agrafiotis, DK .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 1997, 37 (05) :841-851
[2]  
BREMSER W, 1978, ANAL CHIM ACTA-COMP, V2, P355
[3]   EXPECTATION RANGES OF C-13 NMR CHEMICAL-SHIFTS [J].
BREMSER, W .
MAGNETIC RESONANCE IN CHEMISTRY, 1985, 23 (04) :271-275
[4]   Genetic diversity: applications of evolutionary algorithms to combinatorial library design [J].
Brown, RD ;
Clark, DE .
EXPERT OPINION ON THERAPEUTIC PATENTS, 1998, 8 (11) :1447-1459
[5]   THE ROLE OF 2-DIMENSIONAL NUCLEAR-MAGNETIC-RESONANCE SPECTROSCOPY IN COMPUTER-ENHANCED STRUCTURE ELUCIDATION [J].
CHRISTIE, BD ;
MUNK, ME .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1991, 113 (10) :3750-3757
[6]  
Clark DE, 2001, ABSTR PAP AM CHEM S, V221, pU395
[7]   A genetic algorithm for the automated generation of small organic molecules: Drug design using an evolutionary algorithm [J].
Douguet, D ;
Thoreau, E ;
Grassy, G .
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 2000, 14 (05) :449-466
[8]   Application of a new expert system for the structure elucidation of natural products from their 1D and 2D NMR data [J].
Elyashberg, ME ;
Blinov, KA ;
Williams, AJ ;
Martirosian, ER ;
Molodtsov, SG .
JOURNAL OF NATURAL PRODUCTS, 2002, 65 (05) :693-703
[9]   Stochastic generator of chemical structure .2. Using simulated annealing to search the space of constitutional isomers [J].
Faulon, JL .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 1996, 36 (04) :731-740
[10]  
Frey C, 1998, MATCH-COMMUN MATH CO, P137