首页> 外文会议>Evolutionary Computation, 2003. CEC '03. The 2003 Congress on >Energy minimization of protein tertiary structures by local search algorithm and parallel simulated annealing using genetic crossover
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Energy minimization of protein tertiary structures by local search algorithm and parallel simulated annealing using genetic crossover

机译:蛋白质三级结构的能量最小化通过局部搜索算法和遗传交叉并行模拟退火

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In this paper, the local search algorithm to improve the searching capability of parallel simulated annealing using genetic crossover (PSA/GAc) for the energy minimization of protein tertiary structures is proposed. Our previous research shows that PSA/GAc is effective for the energy minimization of the small proteins. However, because the energy minimization of larger proteins requires larger number of calculations required to reach the global optimum. In this paper, the local search algorithm to search /spl alpha/-helix efficiently is proposed and is applied to the energy minimization of proteins. Also, for the verification of the algorithm, the test function which has a similar characteristic to the energy functions of proteins that have /spl alpha/-helix structures is proposed. Finally, PSA/GAc with the proposed local search is applied to the same proteins and its capability is discussed. The result indicates that as for the target proteins of this paper, PSA/GAc with local search has obtained the more accurate solutions and additionally, total number of evaluations required to reach the optimum can reduced. From the results, the possibility of effectiveness of proposed local search algorithm on the energy minimization of the proteins with /spl alpha/-helix has been verified.
机译:提出了一种利用遗传交叉(PSA / GAc)提高并行模拟退火搜索能力的局部搜索算法,以最小化蛋白质三级结构的能量。我们以前的研究表明,PSA / GAc可有效降低小蛋白的能量。但是,由于较大蛋白质的能量最小化需要大量计算才能达到全局最优。提出了一种有效搜索/ spl alpha /-螺旋的局部搜索算法,并将其应用于蛋白质的能量最小化。另外,为了验证算法,提出了具有与具有/ spl alpha /-螺旋结构的蛋白质的能量函数相似的特征的测试函数。最后,将具有建议的局部搜索的PSA / GAc应用于相同的蛋白质,并讨论了其功能。结果表明,对于本文的靶蛋白,通过局部搜索的PSA / GAc获得了更准确的解决方案,此外,可以减少达到最佳状态所需的评估总数。从结果来看,已经证实了所提出的局部搜索算法在具有/ splα/螺旋的蛋白质能量最小化方面的有效性的可能性。

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