Unraveling pine wilt disease: Comparative study of stochastic and deterministic model using spectral method

枯萎病 松材线虫 计算机科学 随机建模 传输(电信) 数学优化 应用数学 理论(学习稳定性) 数学 统计 生态学 机器学习 生物 植物 线虫 电信
作者
Kamal Shah,Wenqi Liu,Aeshah A. Raezah,Naveed Khan,Sami Ullah Khan,Muhammad Ozair,Zubair Ahmad
出处
期刊:Expert Systems With Applications [Elsevier BV]
卷期号:240: 122407-122407 被引量:10
标识
DOI:10.1016/j.eswa.2023.122407
摘要

The pinewood nematode, which causes a disease known as pine wilt, is a serious threat to pine forests all over the world. In this paper, we analyse the dynamics of pine wilt disease and its effects on forest ecosystems using mathematical modelling of pine wilt disease, its numerical simulations, and analytical techniques. Understanding the nematode's spread, evaluating the efficiency of management efforts, and foreseeing the long-term effects on pine populations are some of our research's goals. To gain a comprehensive understanding of the dynamics of the disease, we categorize pine trees and vectors systematically into susceptible, exposed, and infected groups. We first presented disease dynamics through a flow diagram which is then transformed to system of ordinary differential equations along with non-negative initial conditions. The deterministic model is then transformed to a stochastic model. Using both deterministic and stochastic modeling approaches, this study explores the complex transmission dynamics of Pine Wilt disease. Basic reproduction number has been calculated via next generation technique and some cases of stability analysis on the basis of the values of reproduction number has been discussed. For the solution of stochastic model Legendre Spectral collocation method has been used as it is known for its high accuracy in approximating solutions to complex stochastic models. It can achieve exponential convergence rates, making it suitable for problems where high precision is required. The results of both deterministic and stochastic models are compared via different figures. We find crucial thresholds for disease transmission and highlight significant factors affecting the spread of diseases through simulations. Our research shows that preventing the severe impacts of pine wilt disease requires early detection and intervention. Additionally, our mathematical model is a useful tool for enhancing disease management plans. This research advances our knowledge of the dynamics of the pine wilt disease and provides useful advice for managing forests and promoting conservation. Our research highlights the need for quick action to protect pine forests from this harmful virus.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
kuku应助小黑采纳,获得10
3秒前
zzq发布了新的文献求助10
4秒前
4秒前
去月球数星星完成签到,获得积分10
6秒前
清脆琳完成签到,获得积分10
6秒前
LmrNla完成签到,获得积分10
7秒前
聚散流沙完成签到,获得积分10
10秒前
SciGPT应助xhs采纳,获得10
14秒前
JJ完成签到 ,获得积分10
16秒前
林尘完成签到,获得积分10
20秒前
丘比特应助lzjz采纳,获得10
21秒前
迅速寻琴完成签到 ,获得积分10
23秒前
xhs完成签到,获得积分10
24秒前
天下无双完成签到,获得积分20
24秒前
blue完成签到,获得积分10
28秒前
王十二完成签到 ,获得积分10
30秒前
30秒前
cdercder应助wang采纳,获得10
31秒前
amigos完成签到,获得积分10
31秒前
科研通AI6.1应助xiaomiao采纳,获得10
31秒前
32秒前
李爱国应助爱爱精神境界采纳,获得10
32秒前
辛勤静珊完成签到 ,获得积分10
32秒前
西西里亚完成签到,获得积分10
34秒前
pluto应助宋不凡采纳,获得10
36秒前
一一完成签到 ,获得积分10
36秒前
POTATO完成签到,获得积分10
38秒前
科研通AI2S应助星驰采纳,获得10
40秒前
mix完成签到 ,获得积分10
41秒前
安神定志完成签到,获得积分10
41秒前
半夏完成签到 ,获得积分10
44秒前
羞涩的泽洋完成签到,获得积分20
44秒前
Akim应助温暖砖头采纳,获得10
45秒前
嗯嗯完成签到,获得积分10
46秒前
47秒前
48秒前
49秒前
Imp完成签到,获得积分10
51秒前
54秒前
why完成签到,获得积分20
54秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Cronologia da história de Macau 5000
Petrology and Plate Tectonics 800
Electrode Potentials 550
Matrix Methods in Data Mining and Pattern Recognition 510
Association of Reentry Well-Being with Psychological Distress, Employment, and Housing Instability 15-Months After Incarceration 500
Trees of tropical Asia : an illustrated guide to diversity 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7034307
求助须知:如何正确求助?哪些是违规求助? 8703090
关于积分的说明 18437948
捐赠科研通 6538728
什么是DOI,文献DOI怎么找? 3114048
关于科研通互助平台的介绍 2194118
邀请新用户注册赠送积分活动 2089488