Control of reaction-diffusion models in biology and social sciences

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Domènec Ruiz-Balet, E. Zuazua
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引用次数: 2

Abstract

These lecture notes address the controllability under state constraints of reaction-diffusion equations arising in socio-biological contexts. We restrict our study to scalar equations with monostable and bistable nonlinearities.

The uncontrolled models describing, for instance, population dynamics, concentrations of chemicals, temperatures, etc., intrinsically preserve pointwise bounds of the states that represent a proportion, volume-fraction, or density. This is guaranteed, in the absence of control, by the maximum or comparison principle.

We focus on the classical controllability problem, in which one aims to drive the system to a final target, for instance, a steady-state. In this context the state is required to preserve, in the presence of controls, the pointwise bounds of the uncontrolled dynamics.

The presence of constraints introduces significant added complexity for the control process. They may force the needed control-time to be large enough or even make some natural targets to be unreachable, due to the presence of barriers that the controlled trajectories might not be able to overcome.

We develop and present a general strategy to analyze these problems. We show how the combination of the various intrinsic qualitative properties of the systems' dynamics and, in particular, the use of traveling waves and steady-states' paths, can be employed to build controls driving the system to the desired target.

We also show how, depending on the value of the Allee parameter and on the size of the domain in which the process evolves, some natural targets might become unreachable. This is consistent with empirical observations in the context of endangered minoritized languages and species at risk of extinction.

Further recent extensions are presented, and open problems are settled. All the discussions are complemented with numerical simulations to illustrate the main methods and results.

生物和社会科学中反应扩散模型的控制
这些课堂讲稿讨论了在社会生物学背景下产生的反应扩散方程的状态约束下的可控性。我们的研究仅限于单稳和双稳非线性的标量方程。例如,描述种群动态、化学物质浓度、温度等的非受控模型,本质上保持了代表比例、体积分数或密度的状态的点方向界限。在没有控制的情况下,这是由最大值或比较原理保证的。我们关注经典的可控性问题,在这个问题中,人们的目标是将系统驱动到一个最终目标,例如,一个稳态。在这种情况下,在存在控制的情况下,状态需要保持不受控制的动态的点向边界。约束的存在极大地增加了控制过程的复杂性。它们可能会迫使所需的控制时间足够大,甚至使一些自然目标无法到达,因为存在控制轨迹可能无法克服的障碍。我们发展并提出了分析这些问题的总体策略。我们展示了如何结合系统动力学的各种内在定性特性,特别是行波和稳态路径的使用,可以用来构建驱动系统到期望目标的控制。我们还展示了如何根据Allee参数的值和流程发展所在域的大小,使一些自然目标变得无法到达。这与在濒危少数民族语言和濒临灭绝物种的背景下的经验观察一致。介绍了最近进一步的扩展,并解决了开放的问题。所有的讨论都辅以数值模拟来说明主要的方法和结果。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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