arXiv Open Access 2017

The Wigner branching random walk: Efficient implementation and performance evaluation

Yunfeng Xiong Sihong Shao
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Abstrak

To implement the Wigner branching random walk, the particle carrying a signed weight, either $-1$ or $+1$, is more friendly to data storage and arithmetic manipulations than that taking a real-valued weight continuously from $-1$ to $+1$. The former is called a signed particle and the latter a weighted particle. In this paper, we propose two efficient strategies to realize the signed-particle implementation. One is to interpret the multiplicative functional as the probability to generate pairs of particles instead of the incremental weight, and the other is to utilize a bootstrap filter to adjust the skewness of particle weights. Performance evaluations on the Gaussian barrier scattering (2D) and a Helium-like system (4D) demonstrate the feasibility of both strategies and the variance reduction property of the second approach. We provide an improvement of the first signed-particle implementation that partially alleviates the restriction on the time step and perform a thorough theoretical and numerical comparison among all the existing signed-particle implementations. Details on implementing the importance sampling according to the quasi-probability density and an efficient resampling or particle reduction are also provided.

Penulis (2)

Y

Yunfeng Xiong

S

Sihong Shao

Format Sitasi

Xiong, Y., Shao, S. (2017). The Wigner branching random walk: Efficient implementation and performance evaluation. https://arxiv.org/abs/1709.02121

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Informasi Jurnal
Tahun Terbit
2017
Bahasa
en
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arXiv
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Open Access ✓