连续玻尔兹曼机:理论方面和应用

Valeriu Beiu, D. Ioan, M.C. Dumbrava
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引用次数: 0

摘要

介绍了连续玻尔兹曼机(CBM)的概念,并给出了连续玻尔兹曼机在求解一类偏微分方程中的应用。在简要说明问题之后,从概念层面介绍了BM。基本思想被带到另一个层次,并引入了一个新的概念CBM,并详细讨论了它们之间的差异。由于玻尔兹曼机解决了困难的np完全优化问题,CBM已被用于求解稳态物理场中产生的大型椭圆偏微分方程系统。数值模拟结果证实了该煤层气的特征。
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Continuous Boltzmann machines: theoretical aspects and applications
An introduction is given to the concept of a continuous Boltzmann machine (CBM) and an application to solve a class of partial differential equations (PDEs) is detailed. After briefly stating the problems, the BM is presented at a conceptual level. The basic ideas are taken to another level, and a fresh concept, CBM, is introduced, with the differences discussed in some detail. As Boltzmann machines have solved hard NP-complete optimization problems, the CBM has been used to solve large systems of elliptic PDEs arising in steady-state physical fields. Numerical results of simulations proved the characteristic features of the CBM.<>
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