Stochastic Fractal Search Algorithm for 3D Protein Structure Prediction

被引:0
|
作者
Sun, Chuan [1 ]
Wei, Zi-qi [2 ]
Zhou, Chang-jun [1 ]
Wang, Bin [1 ]
机构
[1] Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian, Peoples R China
[2] Univ Alberta Edmonton, Comp Sci Dept, Edmonton, AB T6E 1P6, Canada
基金
中国国家自然科学基金;
关键词
Protein structure prediction; Stochastic Fractal Search algorithm; AB off-lattice model; BEE COLONY ALGORITHM; TOY MODEL;
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
Protein structure prediction (PSP) is a process to predict protein three-dimensional structures based on the known amino acid sequence, which has a very important significance for biological information research, disease treatment and drug research and development and so on. PSP is a typical NP problem: firstly, we should establish the appropriate mathematical model according to the problem; secondly, a solution process for the model was given based on an appropriate optimization algorithm. In this paper, an original protein structure prediction scheme is transformed into a numerical optimization problem by adopting AB off-lattice model. Then the minimum free energy value of protein structure will be gained by using Stochastic Fractal Search algorithm (SFS). Experiments show that the proposed method outperforms other algorithms on the accuracy of calculating the protein sequence energy value, which is turned out to be an effective way to analyze protein structure.
引用
下载
收藏
页码:156 / 160
页数:5
相关论文
共 50 条
  • [41] Stochastic Fractal Search Algorithm for Template Matching with Lateral Inhibition
    Luo, Qifang
    Zhang, Sen
    Zhou, Yongquan
    SCIENTIFIC PROGRAMMING, 2017, 2017
  • [42] Stochastic Fractal Search Algorithm in Permutation Flowshop Scheduling Problem
    Sasmito, Ayomi
    Pratiwi, Asri Bekti
    INTERNATIONAL CONFERENCE ON MATHEMATICS, COMPUTATIONAL SCIENCES AND STATISTICS 2020, 2021, 2329
  • [43] A new block matching algorithm based on stochastic fractal search
    Betka, Abir
    Terki, Nadjiba
    Toumi, Abida
    Hamiane, Madina
    Ourchani, Amina
    APPLIED INTELLIGENCE, 2019, 49 (03) : 1146 - 1160
  • [44] A new block matching algorithm based on stochastic fractal search
    Abir Betka
    Nadjiba Terki
    Abida Toumi
    Madina Hamiane
    Amina Ourchani
    Applied Intelligence, 2019, 49 : 1146 - 1160
  • [45] Stochastic Fractal Search Algorithm and its Application in Path Planning
    Li, Wenguang
    Un, Shiyu
    Li, Jianzeng
    Hu, Yongjiang
    2018 IEEE CSAA GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2018,
  • [46] A stochastic algorithm for 3D scene segmentation and reconstruction
    Han, F
    Tu, Z
    Zhu, SC
    COMPUTER VISION - ECCV 2002 PT III, 2002, 2352 : 502 - 516
  • [47] An Adaptive Prediction Target Search Algorithm for Multi-AUVs in an Unknown 3D Environment
    Li, Juan
    Zhang, Jianxin
    Zhang, Gengshi
    Zhang, Bingjian
    SENSORS, 2018, 18 (11)
  • [48] Prediction of protein secondary structure using the 3D-1D compatibility algorithm
    Ito, M
    Matsuo, Y
    Nishikawa, K
    COMPUTER APPLICATIONS IN THE BIOSCIENCES, 1997, 13 (04): : 415 - 424
  • [49] 3D model search based on stochastic ARG matching
    Nakamura, N.
    Okada, Y.
    Nijima, K.
    2006 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO - ICME 2006, VOLS 1-5, PROCEEDINGS, 2006, : 197 - +
  • [50] Genetic algorithm and Tabu search based methods for molecular 3D-structure prediction
    Hedar, Abdel-Rahman
    Ali, Ahmed Fouad
    Abdel-Hamid, Taysir Hassan
    NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION, 2011, 1 (01): : 191 - 209