Analysis of the structural complexity of Crab Nebula observed at radio frequency using a multifractal approach
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arXiv
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| Format: | Preprint |
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2022
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| _version_ | 1866911778566307840 |
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| author | Chanu, Athokpam Langlen Chingangbam, Pravabati Rahman, Fazlu Singh, R. K. Brojen Kharb, Preeti |
| author_facet | Chanu, Athokpam Langlen Chingangbam, Pravabati Rahman, Fazlu Singh, R. K. Brojen Kharb, Preeti |
| contents | The Crab Nebula is an astrophysical system that exhibits complex morphological patterns at different observing frequencies. We carry out a systematic investigation of the structural complexity of the nebula using publicly available imaging data at radio frequency. For the analysis, we use the well-known multifractal detrended fluctuation analysis in two dimensions. We find that radio data exhibit long-range correlations, as expected from the underlying physics of the supernova explosion and evolution. The correlations follow a power-law scaling with length scales. The structural complexity is found to be multifractal in nature, as evidenced by the dependence of the generalized Hurst exponent on the order of the moments of the detrended fluctuation function. By repeating the analysis on shuffled data, we further probe the origin of the multifractality in the radio imaging data. For the radio data, we find that the probability density function is close to a Gaussian form. Hence, the multifractal behavior is due to the differing nature of long-range correlations of the large and small detrended fluctuation field values. We investigate the multifractal parameters across different partitions of the radio image and find that the structures across the image are highly heterogeneous, making the Crab Nebula a structurally complex astrophysical system. Our analysis thus provides a fresh perspective on the morphology of the Crab Nebula from a complexity science viewpoint. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2206_04717 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Analysis of the structural complexity of Crab Nebula observed at radio frequency using a multifractal approach Chanu, Athokpam Langlen Chingangbam, Pravabati Rahman, Fazlu Singh, R. K. Brojen Kharb, Preeti Adaptation and Self-Organizing Systems Astrophysics of Galaxies Data Analysis, Statistics and Probability The Crab Nebula is an astrophysical system that exhibits complex morphological patterns at different observing frequencies. We carry out a systematic investigation of the structural complexity of the nebula using publicly available imaging data at radio frequency. For the analysis, we use the well-known multifractal detrended fluctuation analysis in two dimensions. We find that radio data exhibit long-range correlations, as expected from the underlying physics of the supernova explosion and evolution. The correlations follow a power-law scaling with length scales. The structural complexity is found to be multifractal in nature, as evidenced by the dependence of the generalized Hurst exponent on the order of the moments of the detrended fluctuation function. By repeating the analysis on shuffled data, we further probe the origin of the multifractality in the radio imaging data. For the radio data, we find that the probability density function is close to a Gaussian form. Hence, the multifractal behavior is due to the differing nature of long-range correlations of the large and small detrended fluctuation field values. We investigate the multifractal parameters across different partitions of the radio image and find that the structures across the image are highly heterogeneous, making the Crab Nebula a structurally complex astrophysical system. Our analysis thus provides a fresh perspective on the morphology of the Crab Nebula from a complexity science viewpoint. |
| title | Analysis of the structural complexity of Crab Nebula observed at radio frequency using a multifractal approach |
| topic | Adaptation and Self-Organizing Systems Astrophysics of Galaxies Data Analysis, Statistics and Probability |
| url | https://arxiv.org/abs/2206.04717 |