On the mathematical modeling of soccer dynamics

被引:9
|
作者
Tenreiro Machado, J. A. [1 ]
Lopes, Antonio M. [2 ]
机构
[1] Polytech Porto, Inst Engn, Dept Elect Engn, R Dr Antonio Bernardino de Almeida 431, P-4249015 Oporto, Portugal
[2] Univ Porto, Fac Engn, UISPA LAETA INEGI, P-4200465 Oporto, Portugal
关键词
Discrete systems; Complex systems; Sport dynamics; Power law; Multidimensional scaling; Fractional calculus; DIFFUSION; GAME;
D O I
10.1016/j.cnsns.2017.04.024
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper addresses the modeling and dynamical analysis of soccer teams. Two modeling perspectives based on the concepts of fractional calculus are adopted. In the first, the power law behavior and fractional-order integration are explored. In the second, a league season is interpreted in the light of a system where the teams are represented by objects (particles) that evolve in time and interact (collide) at successive rounds with dynamics driven by the outcomes of the matches. The two proposed models embed implicitly details of players and coaches, or strategical and tactical maneuvers during the matches. Therefore, the scale of observation focuses on the teams behavior in the scope of the observed variables. Data characterizing two European soccer leagues in the season 2015-2016 are adopted and processed. The model leads to the emergence of patterns that are analyzed and interpreted. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:142 / 153
页数:12
相关论文
共 50 条
  • [1] Mathematical Modeling of Fire Dynamics
    Razdolsky, L.
    [J]. WORLD CONGRESS ON ENGINEERING 2009, VOLS I AND II, 2009, : 1713 - 1718
  • [2] Dynamics of tournaments: The soccer case a random walk approach modeling soccer leagues
    Ribeiro H.V.
    Mendes R.S.
    Malacarne L.C.
    Picoli Jr. S.
    Santoro P.A.
    [J]. The European Physical Journal B, 2010, 75 (3) : 327 - 334
  • [3] MATHEMATICAL MODELING OF PULMONARY AIRWAY DYNAMICS
    GOLDEN, JF
    CLARK, JW
    STEVENS, PM
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1973, BM20 (06) : 397 - 404
  • [4] Mathematical Modeling To Study The Dynamics Of A Molecule
    Sharma, Nitin
    Shakya, Madhvi
    [J]. 2009 INTERNATIONAL CONFERENCE ON ADVANCES IN RECENT TECHNOLOGIES IN COMMUNICATION AND COMPUTING (ARTCOM 2009), 2009, : 468 - +
  • [5] Mathematical modeling and optimization of beam dynamics
    Ovsyannikov, DA
    [J]. NONLINEAR CONTROL SYSTEMS 2001, VOLS 1-3, 2002, : 13 - 22
  • [6] Mathematical Modeling and Simulation of Antibubble Dynamics
    Yang, Junxiang
    Li, Yibao
    Jeong, Darae
    Kim, Junseok
    [J]. NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS, 2020, 13 (01) : 81 - 98
  • [7] System and Mathematical Modeling of Quadrotor Dynamics
    Goodman, Jacob M.
    Kim, Jinho
    Gadsden, S. Andrew
    Wilkerson, Stephen A.
    [J]. UNMANNED SYSTEMS TECHNOLOGY XVII, 2015, 9468
  • [8] Mathematical modeling of the dispersed phase dynamics
    Kholpanov, LP
    Lbyatov, RI
    [J]. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING, 2005, 39 (02) : 190 - 199
  • [9] Mathematical modeling of infectious disease dynamics
    Siettos, Constantinos I.
    Russo, Lucia
    [J]. VIRULENCE, 2013, 4 (04) : 295 - 306
  • [10] Introduction to Mathematical Modeling and Chaotic Dynamics
    Denes, Attila
    [J]. ACTA SCIENTIARUM MATHEMATICARUM, 2014, 80 (1-2): : 351 - 352