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A boundary approach for set inversion
Engineering Applications of Artificial Intelligence ( IF 8 ) Pub Date : 2021-02-08 , DOI: 10.1016/j.engappai.2021.104184
Luc Jaulin

In the paper, we present a new interval-based set inversion algorithm which takes into account the continuity of the problem. In the case where the set Y to be inverted has some volume, we show that inverting the boundary Y of Y is sufficient to reconstruct the preimage X=f1(Y). The inversion of Y separates the domain of f into two regions : one inside X and one outside. To detect which part is inside or outside, we show that we can retro-propagate the information coming from Y at negligible cost. The efficiency of the approach is illustrated on a localization problem.



中文翻译:

集反转的边界方法

在本文中,我们提出了一种新的基于区间的集反转算法,该算法考虑了问题的连续性。在设置的情况下ÿ 被反转有一定的体积,我们证明了反转边界 ÿÿ 足以重建原像 X=F-1个ÿ。倒置ÿ 分隔域 F 分为两个区域:一个内部 X还有一个在外面 为了检测哪个部分在内部还是外部,我们证明了我们可以反向传播来自ÿ费用微不足道。在定位问题上说明了该方法的效率。

更新日期:2021-02-08
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