Modelling dynamical processes in complex socio-technical systems

被引:473
|
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
  • [41] Data Accountability in Socio-Technical Systems
    Beckers, Kristian
    Landthaler, Joerg
    Matthes, Florian
    Pretschner, Alexander
    Waltl, Bernhard
    ENTERPRISE, BUSINESS-PROCESS AND INFORMATION SYSTEMS MODELING, BPMDS 2016, 2016, 248 : 335 - 348
  • [42] IT EVALUATION MODEL FOR SOCIO-TECHNICAL SYSTEMS
    Mahinda, Edward
    Sylla, Cheickna
    Whitworth, Brian
    TWELFTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, 2013, : 142 - 148
  • [43] Responding to Disaster in Socio-technical Systems
    Cirik, Ali Avni
    Mendonca, David
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 3928 - 3933
  • [44] INDUSTRIAL ENGINEERING AND SOCIO-TECHNICAL SYSTEMS
    VAILL, PB
    JOURNAL OF INDUSTRIAL ENGINEERING, 1967, 18 (09): : 530 - &
  • [45] Vagueness in models of socio-technical systems
    Herrmann, T
    Loser, KU
    BEHAVIOUR & INFORMATION TECHNOLOGY, 1999, 18 (05) : 313 - 323
  • [46] Assessing the reliability of socio-technical systems
    Gregoriades, Andreas
    Sutcliffe, Alistair
    Shin, Jae-Eun
    Systems Engineering, 2003, 6 (03) : 210 - 223
  • [47] The Next Generation of Socio-Technical Systems
    Steghofer, Jan-Philipp
    Diaconescu, Ada
    Marsh, Steve
    Pitt, Jeremy
    IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2017, 36 (03) : 46 - 47
  • [48] Coping with accelerating socio-technical systems
    Kirwan, B
    SAFETY SCIENCE, 2001, 37 (2-3) : 77 - 107
  • [49] Handbook on Resilience of socio-technical systems
    Stanton, Neville A.
    ERGONOMICS, 2020, 63 (02) : 237 - +
  • [50] Development of a Learning Ecosystem for Effective Learning in Socio-Technical Complex Systems
    Callupe, Maira
    Rossi, Monica
    Sullivan, Brendan
    Terzi, Sergio
    PRODUCT LIFECYCLE MANAGEMENT PLM IN TRANSITION TIMES: THE PLACE OF HUMANS AND TRANSFORMATIVE TECHNOLOGIES, PLM 2022, 2023, 667 : 587 - 596