The Boltzmann distribution in the problem of rational choice by population of a patch under an imperfect information about its resources

Alexander N. Kirillov, Inna V. Danilova
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Abstract

The problem of rational choice by the population of a patch containing energy (nutritive) resources is considered. This problem belongs to the theory of optimal foraging, which, in turn of, studies issues related to the behavior of the population when it leaves the patch or chooses the most suitable one. In order to define the optimal patch choice for population, a variational approach, based on the idea of the Boltzmann distribution is proposed. To construct the probability distribution the utility functions are used, that take into account factors that can influence the patch choice of a population: available information about the quality of patches, the energy utility of patches, the cost of moving to the patch, the cost of information about the quality of patches. The main goal of the paper is to investigate the influence of available information about the amount of resources, contained in patches, on a decision-making process generated by the foragers while a suitable patch choosing. The optimal rationality is determined in the cases taking into account the information cost, the average energy utility of all patches, the rationality depending on the patch. The conditions under which the population, with the lack of information, select the “poor” patch, in sense of its resources, are obtained. The latter provides a theoretical justification of experimental observations, according to which a population can choose a patch with worse quality. The obtained results have a general character and may be used not only in behavioral ecology but when constructing any decision making processes.
在资源信息不完全的情况下,种群理性选择问题中的玻尔兹曼分布
考虑了人口对含有能量(营养)资源的斑块的理性选择问题。这个问题属于最优觅食理论,该理论反过来研究种群离开斑块或选择最合适的斑块时的行为问题。为了确定种群的最优斑块选择,提出了一种基于玻尔兹曼分布思想的变分方法。为了构造概率分布,使用了效用函数,它考虑了可以影响种群的补丁选择的因素:关于补丁质量的可用信息,补丁的能量效用,移动到补丁的成本,关于补丁质量的信息成本。本文的主要目的是研究关于斑块中包含的资源数量的可用信息对觅食者在选择合适的斑块时产生的决策过程的影响。在考虑信息成本、所有斑块的平均能量效用、依赖于斑块的合理性等因素的情况下确定最优合理性。在缺乏信息的情况下,人口根据其资源选择“贫穷”地区的条件是确定的。后者为实验观察提供了理论依据,根据该理论,种群可以选择质量较差的斑块。所得结果具有普遍性,不仅可用于行为生态学,也可用于构建任何决策过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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