Stochastic modeling of plant-insect interaction dynamics with MEMS-based monitoring and noise effects

被引:0
作者
Ain, Qura Tul [1 ]
Qiang, Xiaoli [2 ]
Ain, Noor Ul [3 ]
Kou, Zheng [1 ]
机构
[1] Guangzhou Univ, Inst Comp Sci & Technol, Guangzhou, Peoples R China
[2] Guangzhou Univ, Sch Comp Sci & Cyber Engn, Guangzhou, Peoples R China
[3] Soochow Univ, Coll Pharmaceut Sci, Suzhou, Peoples R China
关键词
mathematical analysis; feedback mechanism; immunity dynamics; L & eacute; vy noise; MEMS; GREEN PEACH APHID; ARABIDOPSIS PHYTOALEXIN-DEFICIENT4; DEFENSE; KINASE; RESISTANCE; ELICITORS; IMMUNITY; GROWTH; GENE;
D O I
10.3389/fphy.2024.1500423
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The dynamics of plant-insect interactions play a crucial role in the ecosystem, influenced by complex molecular signaling pathways. This study extends existing deterministic models of plant-insect systems by incorporating stochastic elements and molecular interactions, particularly focusing on the roles of Botrytis Induced Kinase-1 (BIK1) and Phyto Alexin Deficient-4 (PAD4) proteins. The model evaluates the effects of constant inhibition, pulsed inhibition, and adaptive feedback control on plant biomass ( y 1 ) , insect herbivore density ( y 2 ) , PAD4 levels ( y 3 ) , and BIK1 levels ( y 4 ) . Additionally, we examine the impact of different noise types, including deterministic, Gaussian, and L & eacute;vy noise, on system variability and stability. Results indicate that our stochastic model is superior as it shows a significant reduction in BIK1 levels, particularly under higher noise intensities, which enhances PAD4 activity and improves plant defense mechanisms. Moreover, moderate noise intensity ( sigma = 0.05 ) provides an optimal balance, sustaining PAD4 levels while effectively controlling insect herbivore populations. We also integrate MEMS-based feedback mechanisms, which dynamically adjust plant biomass and molecular signaling, further stabilizing the system's response to environmental variability.
引用
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页数:15
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