IntroductionAfrica was threatened by the coronavirus disease 2019 (COVID-19) due to the limited health care infrastructure. Rwanda has consistently used non-pharmaceutical strategies, such as lockdown, curfew, and enforcement of prevention measures to control the spread of COVID-19. Despite the mitigation measures taken, the country has faced a series of outbreaks in 2020 and 2021.In this paper, we investigate the nature of epidemic phenomena in Rwanda and the impact of imported cases on the spread of COVID-19 using endemic-epidemic spatio-temporal models. Our study provides a framework for understanding the dynamics of the epidemic in Rwanda and monitoring its phenomena to inform public health decision-makers for timely and targeted interventions.ResultsThe findings provide insights into the effects of lockdown and imported infections in Rwanda's COVID-19 outbreaks. The findings showed that imported infections are dominated by locally transmitted cases. The high incidence was predominant in urban areas and at the borders of Rwanda with its neighboring countries. The inter-district spread of COVID-19 was very limited due to mitigation measures taken in Rwanda.ConclusionThe study recommends using evidence-based decisions in the management of epidemics and integrating statistical models in the analytics component of the health information system.
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School of Mathematics, Jilin University
Interdisciplinary Center of Jilin Province for Applied MathematicsSchool of Mathematics, Jilin University
Jiwei Jia
Siyu Liu
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School of Public Health, Jilin UniversitySchool of Mathematics, Jilin University
Siyu Liu
Jian Ding
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School of Mathematics, Jilin UniversitySchool of Mathematics, Jilin University
Jian Ding
Guidong Liao
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School of Mathematics, Jilin UniversitySchool of Mathematics, Jilin University
Guidong Liao
Lihua Zhang
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Institute of AI & Robotics, Fudan University
Interdisciplinary Center of Jilin Province for Applied Mathematics
Engineering Research Center of AI & Unmanned Vehicle Systems of Jilin ProvinceSchool of Mathematics, Jilin University
Lihua Zhang
Ran Zhang
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School of Mathematics, Jilin University
Interdisciplinary Center of Jilin Province for Applied MathematicsSchool of Mathematics, Jilin University
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Pu, Xiaojun
Zhu, Jiaqi
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Zhu, Jiaqi
Wu, Yunkun
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Ecovacs Robot Co Ltd, Suzhou, Jiangsu, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Wu, Yunkun
Leng, Chang
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Leng, Chang
Bo, Zitong
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Bo, Zitong
Wang, Hongan
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Chinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
Automot Software Innovat Ctr, Chongqing, Peoples R ChinaChinese Acad Sci, Inst Software, 4 South Fourth St, Beijing, Peoples R China
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Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R ChinaBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
Zheng, Zhiguo
Liu, Shiyan
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Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R ChinaBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
Liu, Shiyan
Chen, Xiaoqi
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Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R ChinaBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
Chen, Xiaoqi
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Sela, Alon
Li, Jianxin
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Beihang Univ, Beijing Adv Innovat Ctr Big Data & Brain Comp, Beijing 100191, Peoples R China
Beihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R ChinaBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
Li, Jianxin
Li, Daqing
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Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R China
Beihang Univ, Beijing Adv Innovat Ctr Big Data Based Precis Med, Beijing 100191, Peoples R ChinaBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
Li, Daqing
Havlin, Shlomo
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Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, IsraelBar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
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Univ Utah, Dept Civil & Environm Engn, Cent Campus Dr RM 1650, Salt Lake City, UT 84112 USAUniv Utah, Dept Civil & Environm Engn, Cent Campus Dr RM 1650, Salt Lake City, UT 84112 USA
Zhou, Yirong
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Liu, Xiaoyue Cathy
Grubesic, Tony
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Univ Texas Austin, Res Sch Informat, 1616 Guadalupe St,Suite 5-202, Austin, TX 78701 USAUniv Utah, Dept Civil & Environm Engn, Cent Campus Dr RM 1650, Salt Lake City, UT 84112 USA