• DocumentCode
    574789
  • Title

    A dynamical systems model for improving gestational weight gain behavioral interventions

  • Author

    Yuwen Dong ; Rivera, Daniel E. ; Thomas, Dilip Mathew ; Navarro-Barrientos, J.E. ; Downs, Danielle S. ; Savage, Jennifer S. ; Collins, Leslie M.

  • Author_Institution
    Control Syst. Eng. Lab. (CSEL), Arizona State Univ., Tempe, AZ, USA
  • fYear
    2012
  • fDate
    27-29 June 2012
  • Firstpage
    4059
  • Lastpage
    4064
  • Abstract
    Excessive gestational weight gain (GWG) represents a major public health concern. In this paper, we present a dynamical systems model that describes how a behavioral intervention can influence weight gain during pregnancy. The model relies on the integration of a mechanistic energy balance with a dynamical behavioral model. The behavioral model incorporates some well-accepted concepts from psychology: the Theory of Planned Behavior (TPB) and the principle of self-regulation which describes how internal processes within the individual can serve to reinforce the positive outcomes of an intervention. A hypothetical case study is presented to illustrate the basic workings of the model and demonstrate how the proper design of the intervention can counteract natural trends towards declines in healthy eating and reduced physical activity during the course of pregnancy. The model can be used by behavioral scientists to evaluate decision rules for adaptive time-varying behavioral interventions, or as the open-loop model for hybrid model predictive control algorithms acting as decision frameworks for such interventions.
  • Keywords
    behavioural sciences; decision making; health care; open loop systems; predictive control; psychology; adaptive time-varying behavioral interventions; behavioral scientists; decision frameworks; decision rules; dynamical behavioral model; dynamical systems model; excessive gestational weight gain; gestational weight gain behavioral interventions; healthy eating; hybrid model predictive control algorithms; mechanistic energy balance; open-loop model; planned behavior theory; pregnancy; psychology; public health concern; reduced physical activity; self-regulation principle; Adaptation models; Educational institutions; Guidelines; Mathematical model; Predictive models; Pregnancy; USA Councils;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2012
  • Conference_Location
    Montreal, QC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4577-1095-7
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2012.6315424
  • Filename
    6315424