Optimization approaches to Wolbachia-based biocontrol

IF 4.4 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
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引用次数: 0

Abstract

This paper proposes two realistic and biologically viable methods for Wolbachia-based biocontrol of Aedes aegypti mosquitoes, assuming imperfect maternal transmission of the Wolbachia bacterium, incomplete cytoplasmic incompatibility, and direct loss of Wolbachia infection caused by thermal stress. Both methods are based on optimization approaches and allow for the stable persistence of Wolbachia-infected mosquitoes in the wild Ae. aegypti populations in a minimum time and using the smallest quantity of Wolbachia-carrying insects to release. The first method stems from the continuous-time optimal release strategy, which is further transformed into a sequence of suboptimal impulses mimicking instantaneous releases of Wolbachia-carrying insects. The second method constitutes a novel alternative to all existing techniques aimed at the design of release strategies. It is developed using metaheuristics (ϵ-constraint method combined with the genetic algorithm) and directly produces a discrete sequence of decisions, where each element represents the quantity of Wolbachia-carrying mosquitoes to be released instantaneously and only once per a specified time unit. It turns out that a direct discrete-time optimization (second method) renders better quantifiable results compared to transforming a continuous-time optimal release function into a sequence of suboptimal impulses (first method). As an illustration, we provide examples of daily, weekly, and fortnightly release strategies designed by both methods for two Wolbachia strains, wMel and wMelPop.

基于 Wolbachia 的生物控制优化方法
本文提出了两种基于沃尔巴克氏菌对埃及伊蚊进行生物控制的现实可行的方法,假定沃尔巴克氏菌的母体传播不完全、细胞质不完全不相容以及热应力导致沃尔巴克氏菌感染的直接损失。这两种方法都是基于优化方法,可以在最短的时间内,用最少的携带沃尔巴克氏体的昆虫释放量,使沃尔巴克氏体感染的蚊子在野生埃及蚁种群中稳定存在。第一种方法源于连续时间最优释放策略,并将其进一步转化为模仿携带沃尔巴克氏体昆虫瞬时释放的次优脉冲序列。第二种方法是所有现有释放策略设计技术的新替代方法。它是利用元启发式方法(ϵ-约束法与遗传算法相结合)开发的,直接产生一个离散的决策序列,其中每个元素代表在指定时间单位内瞬时释放的携带沃尔巴克氏体的蚊子数量,并且只释放一次。事实证明,直接离散时间优化法(第二种方法)与将连续时间最优释放函数转化为次优脉冲序列(第一种方法)相比,能获得更好的量化结果。为了说明这一点,我们举例说明了用这两种方法为 wMel 和 wMelPop 这两种沃尔巴克氏菌菌株设计的每日、每周和每两周释放策略。
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来源期刊
Applied Mathematical Modelling
Applied Mathematical Modelling 数学-工程:综合
CiteScore
9.80
自引率
8.00%
发文量
508
审稿时长
43 days
期刊介绍: Applied Mathematical Modelling focuses on research related to the mathematical modelling of engineering and environmental processes, manufacturing, and industrial systems. A significant emerging area of research activity involves multiphysics processes, and contributions in this area are particularly encouraged. This influential publication covers a wide spectrum of subjects including heat transfer, fluid mechanics, CFD, and transport phenomena; solid mechanics and mechanics of metals; electromagnets and MHD; reliability modelling and system optimization; finite volume, finite element, and boundary element procedures; modelling of inventory, industrial, manufacturing and logistics systems for viable decision making; civil engineering systems and structures; mineral and energy resources; relevant software engineering issues associated with CAD and CAE; and materials and metallurgical engineering. Applied Mathematical Modelling is primarily interested in papers developing increased insights into real-world problems through novel mathematical modelling, novel applications or a combination of these. Papers employing existing numerical techniques must demonstrate sufficient novelty in the solution of practical problems. Papers on fuzzy logic in decision-making or purely financial mathematics are normally not considered. Research on fractional differential equations, bifurcation, and numerical methods needs to include practical examples. Population dynamics must solve realistic scenarios. Papers in the area of logistics and business modelling should demonstrate meaningful managerial insight. Submissions with no real-world application will not be considered.
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