Chrome Extension
WeChat Mini Program
Use on ChatGLM

Applying the Viterbi Algorithm to Planetary-Mass Black Hole Searches

PHYSICAL REVIEW D(2024)

Univ Autonoma Madrid | Nagoya Univ

Cited 0|Views16
Abstract
The search for subsolar mass primordial black holes (PBHs) poses achallenging problem due to the low signal-to-noise ratio, extended signalduration, and computational cost demands, compared to solar mass binary blackhole events. In this paper, we explore the possibility of investigating themass range between subsolar and planetary masses, which is not accessible usingstandard matched filtering and continuous wave searches. We propose asystematic approach employing the Viterbi algorithm, a dynamic programmingalgorithm that identifies the most likely sequence of hidden Markov statesgiven a sequence of observations, to detect signals from small mass PBHbinaries. We formulate the methodology, provide the optimal length forshort-time Fourier transforms, and estimate sensitivity. Subsequently, wedemonstrate the effectiveness of the Viterbi algorithm in identifying signalswithin mock data containing Gaussian noise. Our approach offers the primaryadvantage of being agnostic and computationally efficient.
More
Translated text
PDF
Bibtex
AI Read Science
Must-Reading Tree
Example
Generate MRT to find the research sequence of this paper
Data Disclaimer
The page data are from open Internet sources, cooperative publishers and automatic analysis results through AI technology. We do not make any commitments and guarantees for the validity, accuracy, correctness, reliability, completeness and timeliness of the page data. If you have any questions, please contact us by email: report@aminer.cn
Chat Paper

要点】:本文提出使用Viterbi算法搜索次太阳质量至行星质量范围内的原初黑洞(PBH),以提高检测效率和准确性,这一方法在传统匹配滤波和连续波搜索无法达到的范围内具有创新性。

方法】:研究采用Viterbi算法,这是一种动态规划算法,能够识别给定观测序列下最可能的隐藏马尔可夫状态序列,用于检测小质量PBH双星信号。

实验】:研究通过模拟数据(包含高斯噪声)验证了Viterbi算法的有效性,并确定了短时傅里叶变换的最优长度以及估计了灵敏度。