Modeling Monkeypox: Spread of Outbreak with Social Distancing, Quarantine and Vaccination

Mahir Demir

Makale detayları

Modeling Monkeypox: Spread of Outbreak with Social Distancing, Quarantine and Vaccination

Yazarlar:

Mahir Demir

Yayıncı:

Bitlis Eren University

Ana Başlıklar:

Ecology (Other) | Biological Mathematics

Dergi:

Bitlis Eren Üniversitesi Fen Bilimleri Dergisi Vol.14 Issue 1, pp.361-384

Belge Tipi:

Makale

Yayın Tarihi:

3/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001343821

pISSN:

2147-3129

Anahtar kelimeler:

Özet:

 In this paper, we introduced a novel mathematical model to simulate the spread of the zoonotic viral disease monkeypox, incorporating both human and rodent populations to capture the disease dynamics. Unlike previous models, we included a quarantine compartment for infected humans, a social distancing compartment for susceptible individuals, and vaccination with direct transmission to the recovered compartment, offering a more comprehensive framework for controlling the spread of monkeypox. We then compared the effectiveness of these three control measures in reducing disease transmission. To investigate the dynamics of the model, we first demonstrated that it has a unique, positive, and bounded solution. Next, we calculated the basic reproduction number, R_0 for the proposed model. A sensitivity analysis is then conducted to identify key parameters, followed by an assessment of their effects on R_0. Additionally, we analyzed the local stability of both the disease-free and endemic equilibrium points to identify the conditions under which the disease dies out or remains endemic. We first showed in stability analysis section that these three control parameters play important roles in stability of equlibrium points. After that our findings in sensitivity analysis indicated the critical role of recovery rates and incubation periods in shaping the outbreak trajectory. Besides them, our analysis of R_0 in 3-D plots showed that the human-to-human transmission β_hh has about 3 times greater impact than rodent-to-human transmission β_rh on R_0. Finally, we presented simulations to show single and combined effects of the control parameters: quarantine, social distancing and vaccination on the transmission of monkeypox virus.

 In this paper, we introduced a novel mathematical model to simulate the spread of the zoonotic viral disease monkeypox, incorporating both human and rodent populations to capture the disease dynamics. Unlike previous models, we included a quarantine compartment for infected humans, a social distancing compartment for susceptible individuals, and vaccination with direct transmission to the recovered compartment, offering a more comprehensive framework for controlling the spread of monkeypox. We then compared the effectiveness of these three control measures in reducing disease transmission. To investigate the dynamics of the model, we first demonstrated that it has a unique, positive, and bounded solution. Next, we calculated the basic reproduction number, R_0 for the proposed model. A sensitivity analysis is then conducted to identify key parameters, followed by an assessment of their effects on R_0. Additionally, we analyzed the local stability of both the disease-free and endemic equilibrium points to identify the conditions under which the disease dies out or remains endemic. We first showed in stability analysis section that these three control parameters play important roles in stability of equlibrium points. After that our findings in sensitivity analysis indicated the critical role of recovery rates and incubation periods in shaping the outbreak trajectory. Besides them, our analysis of R_0 in 3-D plots showed that the human-to-human transmission β_hh has about 3 times greater impact than rodent-to-human transmission β_rh on R_0. Finally, we presented simulations to show single and combined effects of the control parameters: quarantine, social distancing and vaccination on the transmission of monkeypox virus.

 In this paper, we introduced a novel mathematical model to simulate the spread of the zoonotic viral disease monkeypox, incorporating both human and rodent populations to capture the disease dynamics. Unlike previous models, we included a quarantine compartment for infected humans, a social distancing compartment for susceptible individuals, and vaccination with direct transmission to the recovered compartment, offering a more comprehensive framework for controlling the spread of monkeypox. We then compared the effectiveness of these three control measures in reducing disease transmission. To investigate the dynamics of the model, we first demonstrated that it has a unique, positive, and bounded solution. Next, we calculated the basic reproduction number, R_0 for the proposed model. A sensitivity analysis is then conducted to identify key parameters, followed by an assessment of their effects on R_0. Additionally, we analyzed the local stability of both the disease-free and endemic equilibrium points to identify the conditions under which the disease dies out or remains endemic. We first showed in stability analysis section that these three control parameters play important roles in stability of equlibrium points. After that our findings in sensitivity analysis indicated the critical role of recovery rates and incubation periods in shaping the outbreak trajectory. Besides them, our analysis of R_0 in 3-D plots showed that the human-to-human transmission β_hh has about 3 times greater impact than rodent-to-human transmission β_rh on R_0. Finally, we presented simulations to show single and combined effects of the control parameters: quarantine, social distancing and vaccination on the transmission of monkeypox virus.

 Bu çalışmada, zoonotik bir viral hastalık olan maymun çiçeğinin yayılımını simüle etmek için hem insan hem de kemirgen popülasyonlarını içeren yenilikçi bir matematiksel model sunduk. Önceki modellerden farklı olarak, enfekte insanlar için bir karantina bölmesi, hassas bireyler için bir sosyal mesafe bölmesi ve doğrudan iyileşen bölmeye geçişle birlikte aşılama sürecini ekleyerek maymun çiçeği yayılımını kontrol etmeye yönelik daha kapsamlı bir çerçeve sağladık. Ardından, bu üç kontrol önleminin hastalığın bulaşmasını azaltmadaki etkinliğini karşılaştırdık.Modelin dinamiklerini incelemek için öncelikle modelin çözümünün, tek, pozitif ve sınırlı olduğunu gösterdik. Daha sonra önerilen model için temel üreme sayısını R_0 hesapladık. Anahtar parametreleri belirlemek için bir duyarlılık analizi gerçekleştirdik ve bu parametrelerin R_0 üzerindeki etkilerini değerlendirdik. Ayrıca, hastalığın yok olduğu veya endemik kaldığı koşulları belirlemek için hem hastalıksız denge noktasının hem de endemik denge noktasının kararlılığını analiz ettik. Bulgularımız, maymun çiçeği dinamiklerini etkileyen temel parametrelerin aşılama, sosyal mesafe ve karantina olduğunu ortaya koydu. Duyarlılık analizi, iyileşme oranlarının ve kuluçka sürelerinin salgın eğrisi üzerindeki kritik rolünü vurguladı. Bunun yanında, insan-insan bulaşmasının β_hh kemirgen-insan bulaşmasından  β_rh daha büyük bir etkiye sahip olduğunu gösterdik. Kontrolleri eş zamalı olarak birlikte uyguladığımızda, özellikle kontrollerin parametre değerleri belirli seviyelere ulaşıldığında enfekte vakaları büyük ölçüde azaltmaktadır.

Makale detayları

Modeling Monkeypox: Spread of Outbreak with Social Distancing, Quarantine and Vaccination

Yazarlar:

Mahir Demir

Yayıncı:

Bitlis Eren University

Ana Başlıklar:

Ecology (Other) | Biological Mathematics

Dergi:

Bitlis Eren Üniversitesi Fen Bilimleri Dergisi Vol.14 Issue 1, pp.361-384

Belge Tipi:

Makale

Yayın Tarihi:

3/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001343821

pISSN:

2147-3129

Mpox

sensitivity analysis

infectious disease

basic reproduction number

stability analysis.Mpox

duyarlılık analizi

bulaşıcı hastalık

temel üreme sayısı

kararlılık analizi

Sayı

Makale detayları

Yazarlar: Mahir Demir

Yayıncı: Bitlis Eren University

Ana Başlıklar: Ecology (Other) | Biological Mathematics

Dergi: Bitlis Eren Üniversitesi Fen Bilimleri Dergisi Vol.14 Issue 1, pp.361-384

Belge Tipi: Makale

Yayın Tarihi: 3/2025

Belge Dili: İngilizce

Document ID (Org No.): 2001343821

pISSN: 2147-3129

Sayı

Yazarlar:

Mahir Demir

Yayıncı:

Bitlis Eren University

Ana Başlıklar:

Ecology (Other) | Biological Mathematics

Dergi:

Bitlis Eren Üniversitesi Fen Bilimleri Dergisi Vol.14 Issue 1, pp.361-384

Belge Tipi:

Makale

Yayın Tarihi:

3/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001343821

pISSN:

2147-3129