颗粒计算在不确定优化问题中的应用

A. Alsawy, H. Hefny
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引用次数: 0

摘要

最短路径问题受到了许多研究者的关注,在我们的案例中,节点之间的距离由不同类型的不确定数表示,如:区间数、模糊数、粗糙数,其中一些可以用经典实数表示。这些异构类型的数字给最短路径的计算带来了挑战。在本文中,我们提出了一个统一颗粒数(UGN),我们称之为G-数作为任何不确定颗粒数的一般形式。G- Number代表更高层次的抽象,它只保留不同类型不确定颗粒数的共同性质,而忽略了一些在更高抽象层次中不需要考虑的特殊性质。使用这种建议的G数的主要好处是能够使用统一的形式表示所有类型的颗粒数,从而大大简化了算术运算。
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Applying granular computing in uncertain optimization problems
Shortest path problem got a lot of attention from many researchers, in our case the distances between the nodes are represented by different types of uncertain numbers such as: interval numbers, fuzzy numbers, rough numbers and also some of them could be represented by classical real numbers. These heterogeneous types of numbers are forming a challenge in calculation the shortest path. In this work we propose a Unified Granular Number (UGN), that we call it G- Number to act as a general form for any uncertain granular number. G- Number represents higher level of abstract that hold only common properties of different types of uncertain granular numbers while ignoring some particular properties which are not necessary to be considered in such higher abstract level. The main benefit of using such a proposed G- number is the ability to represent all types of granular numbers using unified formality that greatly simplifies arithmetic operations.
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