ESCAPE project: fundamental detection limits of JWST/NIRCam coronographic observations

N. Godoy, E. Choquet, L. Altinier, A. Lau, R. Mayer, A. Vigan, D. Mary
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Abstract

In this study, we explored the fundamental contrast limit of NIRCam coronagraphy observations, representing the achievable performance with post-processing techniques. This limit is influenced by photon noise and readout noise, with complex noise propagation through post-processing methods like principal component analysis. We employed two approaches: developing a formula based on simplified scenarios and using Markov Chain Monte Carlo (MCMC) methods, assuming Gaussian noise properties and uncorrelated pixel noise. Tested on datasets HIP\,65426, AF\,Lep, and HD\,114174, the MCMC method provided accurate but computationally intensive estimates. The analytical approach offered quick, reliable estimates closely matching MCMC results in simpler scenarios. Our findings showed the fundamental contrast curve is significantly deeper than the current achievable contrast limit obtained with post-processing techniques at shorter separations, being 10 times deeper at $0.5''$ and 4 times deeper at $1''$. At greater separations, increased exposure time improves sensitivity, with the transition between photon and readout noise dominance occurring between $2''$ and $3''$. We conclude the analytical approach is a reliable estimate of the fundamental contrast limit, offering a faster alternative to MCMC. These results emphasize the potential for greater sensitivity at shorter separations, highlighting the need for improved or new post-processing techniques to enhance JWST NIRCam sensitivity or contrast curve.
ESCAPE项目:JWST/NIRCam冠状成像观测的基本探测极限
在这项研究中,我们探索了 NIRCamcoronagraphy 观测的基本对比度极限,这代表了利用后处理技术可以达到的性能。这一极限受光子噪声和读出噪声的影响,通过后处理方法(如主成分分析)传播复杂的噪声。我们采用了两种方法:基于简化方案开发公式和使用马尔可夫链蒙特卡洛(MCMC)方法,假设高斯噪声特性和不相关的像素噪声。分析方法提供了快速、可靠的估计值,与 MCMC 方法在较简单情况下的结果非常接近。我们的研究结果表明,在较短的分隔距离下,基本对比度曲线比目前利用后处理技术获得的可实现对比度极限要深得多,在 0.5''$ 时要深 10 倍,在 1''$ 时要深 4 倍。在更大的间隔下,曝光时间的增加会提高灵敏度,光子和读出噪声之间的过渡发生在 2''$ 和 3''$ 之间。我们的结论是,分析方法是对基本对比度极限的可靠估计,为 MCMC 提供了更快的替代方法。这些结果表明,在更短的距离上有可能获得更高的灵敏度,这就突出表明需要改进或采用新的后处理技术来提高 JWST NIRCam 的灵敏度或对比曲线。
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