Safety-Critical Control of Compartmental Epidemiological Models with Measurement Delays

被引:0
|
作者
Molnar, Tamas G. [1 ]
Singletary, Andrew W. [2 ]
Orosz, Gabor [1 ,3 ]
Ames, Aaron D. [2 ]
机构
[1] Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
[2] CALTECH, Dept Mech & Civil Engn, Pasadena, CA 91125 USA
[3] Univ Michigan, Dept Civil & Environm Engn, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce a methodology to guarantee safety against the spread of infectious diseases by viewing epidemiological models as control systems and by considering human interventions (such as quarantining or social distancing) as control input. We consider a generalized compartmental model that represents the form of the most popular epidemiological models and we design safety-critical controllers that formally guarantee safe evolution with respect to keeping certain populations of interest under prescribed safe limits. Furthermore, we discuss how measurement delays originated from incubation period and testing delays affect safety and how delays can be compensated via predictor feedback. We demonstrate our results by synthesizing active intervention policies that bound the number of infections, hospitalizations and deaths for epidemiological models capturing the spread of COVID-19 in the USA.
引用
收藏
页码:1052 / 1057
页数:6
相关论文
共 50 条
  • [1] Safety-Critical Control of Compartmental Epidemiological Models With Measurement Delays
    Molnar, Tamas G.
    Singletary, Andrew W.
    Orosz, Gabor
    Ames, Aaron D.
    IEEE CONTROL SYSTEMS LETTERS, 2021, 5 (05): : 1537 - 1542
  • [2] Safety-Critical Containment Control for Multi-Agent Systems With Communication Delays
    Song, Zilong
    Wu, Zheyuan
    Huang, Haocai
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2024, 11 (05): : 4911 - 4922
  • [3] Safety-Critical Control with Bounded Inputs via Reduced Order Models
    Molnar, Tamas G.
    Ames, Aaron D.
    2023 AMERICAN CONTROL CONFERENCE, ACC, 2023, : 1414 - 1421
  • [4] Safety-Critical Control With Limited Information
    Clouatre, Maison
    Thitsa, Makhin
    Kinney, Wesley
    Conti, Andrea
    Win, Moe Z.
    IEEE CONTROL SYSTEMS LETTERS, 2024, 8 : 2379 - 2384
  • [5] Safety-Critical Control of a Planar Quadrotor
    Wu, Guofan
    Sreenath, Koushil
    2016 AMERICAN CONTROL CONFERENCE (ACC), 2016, : 2252 - 2258
  • [6] Modular Adaptive Safety-Critical Control
    Cohen, Max H.
    Belta, Calin
    2023 AMERICAN CONTROL CONFERENCE, ACC, 2023, : 2969 - 2974
  • [7] On safety-critical computer control systems
    Halang, WA
    Colnaric, M
    TENTH IEEE SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, PROCEEDINGS, 1997, : 210 - 214
  • [8] Optimal Safety-Critical Control of Epidemics
    Butler, Brooks A.
    Pare, Philip E.
    IEEE CONTROL SYSTEMS LETTERS, 2023, 7 : 1819 - 1824
  • [9] Safety-Critical Control for Ensemble Systems
    Guo, Yang
    Petzke, Felix
    Rumschinski, Philipp
    Streif, Stefan
    IFAC PAPERSONLINE, 2023, 56 (02): : 3152 - 3157
  • [10] Circus models for safety-critical java programs
    Zeyda, F. (frank.zeyda@york.ac.uk), 1600, Oxford University Press (57):