Ant Colony Optimisation for Ligand Docking

被引:0
|
作者
Korb, Oliver [1 ]
Cole, Jason [1 ]
机构
[1] Cambridge Crystallog Data Ctr, Cambridge, England
来源
SWARM INTELLIGENCE | 2010年 / 6234卷
关键词
ant colony optimisation; hybridisation; protein-ligand docking; heuristic information; TEST SET; SITES;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work we propose a hybrid ant colony optimisation algorithm as an alternative search engine in the GOLD protein-ligand docking framework [4]. The approach treats the placement of a ligand molecule in the protein's binding site as a discrete assignment problem and a geometric point fitting procedure generates protein-ligand complex conformations from this representation. As in PLANTS [5,6], we combine this approach with a local search in the continuous search space of the objective function. Continuous solutions are finally reassigned to approximate solutions of the discrete assignment problem resulting in a high-performing optimisation approach. We discuss certain aspects of the hybridisation strategy including the integration of heuristic information into the search process and compare the performance to the genetic algorithm currently used in GOLD.
引用
收藏
页码:72 / 83
页数:12
相关论文
共 50 条
  • [21] Sensor optimisation using an ant colony metaphor
    Overton, G
    Worden, K
    STRAIN, 2004, 40 (02) : 59 - 65
  • [22] Optimisation of autonomous ship manoeuvres applying Ant Colony Optimisation metaheuristic
    Escario, Jose B.
    Jimenez, Juan F.
    Giron-Sierra, Jose M.
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (11) : 10120 - 10139
  • [23] An improved ant colony optimisation heuristic for graph colouring
    Dowsland, Kathryn A.
    Thompson, Jonathan M.
    DISCRETE APPLIED MATHEMATICS, 2008, 156 (03) : 313 - 324
  • [24] Clusters of entrepreneurs The application of ant colony optimisation modelling
    Butel, Lynne
    Watkins, Alison
    JOURNAL OF MODELLING IN MANAGEMENT, 2006, 1 (03) : 255 - 269
  • [25] Some practical solutions to the uncertainties of the ant colony optimisation
    Yi, Zhang
    Meng, Zhang
    Xiao-qi, Li
    Yan, Lv
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2012, 43 (04) : 327 - 334
  • [26] An ant colony optimisation algorithm for scheduling in agile manufacturing
    Liao, C. -J.
    Liao, C. -C.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2008, 46 (07) : 1813 - 1824
  • [27] An ant colony optimisation algorithm for constructing phylogenetic tree
    Chen, Ling
    Liu, Wei
    Qin, Ling
    Chen, Bolun
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2012, 44 (02) : 130 - 136
  • [28] Ant Colony Optimisation approaches for the transportation assignment problem
    D'Acierno, L.
    Gallo, M.
    Montella, B.
    URBAN TRANSPORT XVI: URBAN TRANSPORT AND THE ENVIRONMENT IN THE 21ST CENTURY, 2010, 111 : 37 - +
  • [29] Ant colony optimisation applied to a dynamically changing problem
    Angus, D
    Hendtlass, T
    DEVELOPMENTS IN APPLIED ARTIFICAIL INTELLIGENCE, PROCEEDINGS, 2002, 2358 : 618 - 627
  • [30] A cellular ant colony optimisation for the generalised Steiner problem
    Pedemonte M.
    Cancela H.
    International Journal of Innovative Computing and Applications, 2010, 2 (03) : 188 - 201