Air pollution;
Respiratory disease;
Optimal control;
Stochastic model;
Data validation;
OPTIMAL-CONTROL STRATEGIES;
EPIDEMIC MODEL;
HEALTH;
D O I:
10.1016/j.amc.2023.128223
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
Respiratory diseases caused by inhalation of air pollutants are affected by seasonal changes and mitigated by air pollution control, resulting in complex dynamics. In order to investi-gate the effects of various factors such as random noise and air pollution control on res-piratory diseases, we developed deterministic and stochastic two-dimensional coupled SIS models with multiple control measures. The proposed models and parameter estimation methods, including determinations of unknown parameter values, were used to fit the Air Quality Index (AQI) data for Xi'an city in recent 10 years. The existence of the optimal solu-tions for the deterministic and stochastic models were analyzed theoretically and provided to compare the parameter fitting solutions with the optimal solutions, and give theoretical support for seeking a more reasonable air pollution optimization prevention and control scheme. To show this, we conducted numerical simulations of the optimal control solution and state evolution trajectories under different weight coefficient ratios and control objec-tives. The results show that the stochastic optimal control problem is more consistent with the practical scenario. We also formulate the optimal control problem assuming that the control variable depends on the concentration of air pollutants. The optimal control solu-tion reflected the periodic variation of the air pollution control strategy well. A comparison of cost values for different combinations of the three control measures illustrated that air pollution reduction is the most effective control measure.& COPY; 2023 Published by Elsevier Inc.
机构:
Univ N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
US EPA, ORISE Participant, 109 TW Alexander Dr, Res Triangle Pk, NC 27711 USA
US EPA, Ctr Environm Measurement & Modeling, 109 TW Alexander Dr, Res Triangle Pk, NC 27711 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Ou, Yang
;
West, J. Jason
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
West, J. Jason
;
Smith, Steven J.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Smith, Steven J.
;
Nolte, Christopher G.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Nolte, Christopher G.
;
Loughlin, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
机构:
Univ Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Univ Minho, ALGORITMI Res Ctr, P-4800058 Guimaraes, Portugal
Viana do Castelo Polytech Inst, Sch Business Studies, P-4930678 Valenca, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Rodrigues, Helena Sofia
;
Monteiro, M. Teresa T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minho, ALGORITMI Res Ctr, P-4800058 Guimaraes, Portugal
Univ Minho, Dept Prod & Syst, P-4710057 Braga, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Monteiro, M. Teresa T.
;
Torres, Delfim F. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Univ Aveiro, Dept Math, P-3810193 Aveiro, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Hlth Sci Ctr, Xian 710061, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Shen, Mingwang
;
Xiao, Yanni
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Xiao, Yanni
;
Rong, Libin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Math, Gainesville, FL 32611 USAXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Rong, Libin
;
Meyers, Lauren Ancel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Integrat Biol, Austin, TX 78712 USA
Santa Fe Inst, Santa Fe, NM 87501 USAXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
机构:
Gachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea
Duy Tan Univ, Inst Res & Dev, Da Nang 550000, VietnamGachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea
Vinh Van Tran
;
Park, Duckshin
论文数: 0引用数: 0
h-index: 0
机构:
Korea Railrd Res Inst KRRI, 176 Cheoldobakmulkwan Ro, Uiwang Si 16105, Gyeonggi Do, South KoreaGachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea
机构:
Univ N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
US EPA, ORISE Participant, 109 TW Alexander Dr, Res Triangle Pk, NC 27711 USA
US EPA, Ctr Environm Measurement & Modeling, 109 TW Alexander Dr, Res Triangle Pk, NC 27711 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Ou, Yang
;
West, J. Jason
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
West, J. Jason
;
Smith, Steven J.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Smith, Steven J.
;
Nolte, Christopher G.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
Nolte, Christopher G.
;
Loughlin, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Northwest Natl Lab, Joint Global Change Res Inst, 5825 Univ Res Court, College Pk, MD 20740 USAUniv N Carolina, Dept Environm Sci & Engn, Chapel Hill, NC 27599 USA
机构:
Univ Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Univ Minho, ALGORITMI Res Ctr, P-4800058 Guimaraes, Portugal
Viana do Castelo Polytech Inst, Sch Business Studies, P-4930678 Valenca, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Rodrigues, Helena Sofia
;
Monteiro, M. Teresa T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minho, ALGORITMI Res Ctr, P-4800058 Guimaraes, Portugal
Univ Minho, Dept Prod & Syst, P-4710057 Braga, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Monteiro, M. Teresa T.
;
Torres, Delfim F. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
Univ Aveiro, Dept Math, P-3810193 Aveiro, PortugalUniv Aveiro, CIDMA Ctr Res & Dev Math & Applicat, P-3810193 Aveiro, Portugal
机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Hlth Sci Ctr, Xian 710061, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Shen, Mingwang
;
Xiao, Yanni
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Xiao, Yanni
;
Rong, Libin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Math, Gainesville, FL 32611 USAXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
Rong, Libin
;
Meyers, Lauren Ancel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Integrat Biol, Austin, TX 78712 USA
Santa Fe Inst, Santa Fe, NM 87501 USAXi An Jiao Tong Univ, Sch Math & Stat, Dept Appl Math, Xian 710049, Shaanxi, Peoples R China
机构:
Gachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea
Duy Tan Univ, Inst Res & Dev, Da Nang 550000, VietnamGachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea
Vinh Van Tran
;
Park, Duckshin
论文数: 0引用数: 0
h-index: 0
机构:
Korea Railrd Res Inst KRRI, 176 Cheoldobakmulkwan Ro, Uiwang Si 16105, Gyeonggi Do, South KoreaGachon Univ, Dept BioNano Technol, 1342 Seongnam Daero, Gyeonggi Do 13120, South Korea