Modelling dynamical processes in complex socio-technical systems

被引:464
|
作者
Vespignani, Alessandro [1 ,2 ]
机构
[1] Northeastern Univ, Bouve Coll Hlth Sci, Coll Comp & Informat Sci, Dept Phys, Boston, MA 02115 USA
[2] Inst Sci Interchange ISI, I-10133 Turin, Italy
基金
美国国家科学基金会;
关键词
METAPOPULATION MODELS; PHASE-TRANSITIONS; SPREAD; EPIDEMICS; OPINION; INFLUENZA; NETWORKS; INTERNET; MOBILITY; BEHAVIOR;
D O I
10.1038/nphys2160
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In recent years the increasing availability of computer power and informatics tools has enabled the gathering of reliable data quantifying the complexity of socio-technical systems. Data-driven computational models have emerged as appropriate tools to tackle the study of dynamical phenomena as diverse as epidemic outbreaks, information spreading and Internet packet routing. These models aim at providing a rationale for understanding the emerging tipping points and nonlinear properties that often underpin the most interesting characteristics of socio-technical systems. Here, using diffusion and contagion phenomena as prototypical examples, we review some of the recent progress in modelling dynamical processes that integrates the complex features and heterogeneities of real-world systems.
引用
收藏
页码:32 / 39
页数:8
相关论文
共 50 条
  • [1] Modelling dynamical processes in complex socio-technical systems
    Alessandro Vespignani
    Nature Physics, 2012, 8 : 32 - 39
  • [3] Modelling infrastructures as socio-technical systems
    Ottens, Maarten
    Franssen, Maarten
    Kroes, Peter
    van de Poel, Ibo
    INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURES, 2006, 2 (2-3) : 133 - 145
  • [4] The Dependability of Complex Socio-technical Systems
    Anderson, Ross
    FUNDAMENTAL APPROACHES TO SOFTWARE ENGINEERING, 2011, 6603 : 1 - 1
  • [5] Ergonomists as designers: computational modelling and simulation of complex socio-technical systems
    Davis, Matthew C.
    Hughes, Helen P. N.
    McKay, Alison
    Robinson, Mark A.
    van der Wal, C. Natalie
    ERGONOMICS, 2020, 63 (08) : 938 - 951
  • [6] 1.1.3 Systemic Safety and Accident Modelling of Complex Socio-technical Systems
    Qureshi, Zahid H.
    Campbell, Alistair
    INCOSE International Symposium, 2009, 19 (01) : 21 - 35
  • [7] Formal Modelling and Analysis of Socio-Technical Systems
    Probst, Christian W.
    Kammuller, Florian
    Hansen, Rene Rydhof
    SEMANTICS, LOGICS, AND CALCULI: ESSAYS DEDICATED TO HANNE RIIS NIELSON AND FLEMMING NIELSON ON THE OCCASION OF THEIR 60TH BIRTHDAYS, 2016, 9560 : 54 - 73
  • [8] Potential of Social Modelling in Socio-Technical Systems
    Ferscha, Alois
    Zia, Kashif
    Riener, Andreas
    Sharpanskykh, Alexei
    PROCEEDINGS OF THE 2ND EUROPEAN FUTURE TECHNOLOGIES CONFERENCE AND EXHIBITION 2011 (FET 11), 2011, 7 : 235 - 237
  • [9] Modelling and Analysis of Socio-Technical System of Systems
    Lock, Russell
    Sommerville, Ian
    2010 15TH IEEE INTERNATIONAL CONFERENCE ON ENGINEERING OF COMPLEX COMPUTER SYSTEMS (ICECCS 2010), 2010, : 224 - 232
  • [10] Sequences of failure in complex socio-technical systems
    Weir, D
    KYBERNETES, 2004, 33 (3-4) : 522 - 537