Optimal vaccination schedules using simulated annealing

被引:24
|
作者
Pennisi, Marzio [1 ]
Catanuto, Roberto [1 ]
Pappalardo, Francesco [1 ,2 ]
Motta, Santo [1 ,2 ]
机构
[1] Univ Catania, Dept Math & Comp Sci, Catania, Italy
[2] Univ Catania, Fac Pharm, Catania, Italy
关键词
D O I
10.1093/bioinformatics/btn260
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Since few years the problem of finding optimal solutions for drug or vaccine protocols have been tackled using system biology modeling. These approaches are usually computationally expensive. Our previous experiences in optimizing vaccine or drug protocols using genetic algorithms required the use of a high performance computing infrastructure for a couple of days. In the present article we show that by an appropriate use of a different optimization algorithm, the simulated annealing, we have been able to downsize the computational effort by a factor10(2). The new algorithm requires computational effort that can be achieved by current generation personal computers.
引用
下载
收藏
页码:1740 / 1742
页数:3
相关论文
共 50 条
  • [1] SCALING BEHAVIOR OF OPTIMAL SIMULATED ANNEALING SCHEDULES
    CHRISTOPH, M
    HOFFMANN, KH
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1993, 26 (13): : 3267 - 3277
  • [2] Optimal simulated annealing schedules for larger problems
    Benfold, W
    Hallam, J
    Prügel-Bennett, A
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 1119 - 1126
  • [3] Optimization and analisys of vaccination schedules using Simulated Annealing and Agent Based Models
    Pennisi, Marzio
    Sanchez-Lantaron, Juan A.
    Reche, Pedro A.
    Russo, Giulia
    Pappalardo, Francesco
    2017 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2017, : 1455 - 1460
  • [4] Optimal simulated annealing schedules for self similar systems
    Ergenzinger, K.
    Hoffmann, K.H.
    Salamon, P.
    Journal of Applied Physics, 1995, 77 (11):
  • [5] OPTIMAL SIMULATED ANNEALING SCHEDULES FOR SELF-SIMILAR SYSTEMS
    ERGENZINGER, K
    HOFFMANN, KH
    SALAMON, P
    JOURNAL OF APPLIED PHYSICS, 1995, 77 (11) : 5501 - 5508
  • [6] TEMPERATURE SCHEDULES FOR SIMULATED ANNEALING
    STANDER, J
    SILVERMAN, BW
    STATISTICS AND COMPUTING, 1994, 4 (01) : 21 - 32
  • [7] EFFICIENT SCHEDULES FOR SIMULATED ANNEALING
    SRICHANDER, R
    ENGINEERING OPTIMIZATION, 1995, 24 (03) : 161 - 176
  • [8] Derivation of near-optimal pump schedules for water distribution by simulated annealing
    McCormick, G
    Powell, RS
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2004, 55 (07) : 728 - 736
  • [9] Optimal schedules for annealing algorithms
    Barzegar, Amin
    Hamze, Firas
    Amey, Christopher
    Machta, Jonathan
    PHYSICAL REVIEW E, 2024, 109 (06)
  • [10] COOLING SCHEDULES FOR OPTIMAL ANNEALING
    HAJEK, B
    MATHEMATICS OF OPERATIONS RESEARCH, 1988, 13 (02) : 311 - 329