Optimization Pathways for Exoplanet Atmospheric Spectroscopy Detection
DOI:
https://doi.org/10.54097/h963t581Keywords:
Exoplanet Atmosphere Detection, James Webb Space Telescope (JWST), Transit Spectroscopy, Biomarkers, Deep Learning Noise Reduction Technology.Abstract
Earth is currently facing severe environmental degradation, including pollution, climate anomalies, and the depletion of natural resources, which have prompted humanity to look beyond our planet for potential habitable worlds. Exoplanets within the habitable zone, such as K2-18b, may possess liquid water, a stable atmosphere, and organic molecules that could sustain life. The James Webb Space Telescope (JWST) has provided groundbreaking observations through transit spectroscopy revealing the presence of water vapor and possible biosignatures such as dimethyl sulfide (DMS), a compound commonly associated with biological processes on Earth. However, JWST’s data accuracy is still hindered by three major challenges: thermal and instrumental noise, stellar activity interference including flares and starspots, and limited spectral databases that fail to fully replicate cosmic conditions. To address these limitations, deep learning methods can improve signal extraction, HRCCS technology can enhance spectral precision, and quantum computing simulations can generate more realistic atmospheric spectra. Future interdisciplinary integration will advance exoplanetary research toward reliable life detection.
Downloads
References
[1] Cermak A. How we find and characterize - NASA Science NASA Science. 2024.
[2] Ibm. Convolutional Neural Networks. What are convolutional neural networks? 2025.
[3] New Frontiers of Exoplanet Science with High Resolution Cross Correlation Spectroscopy: Characterization of HD 209458b. ADS.
[4] Wogan NF, Batalha NE, Zahnle K, Krissansen-Totton J, Tsai SM, Hu R. JWST observations of K2-18b can be explained by a gas-rich mini-Neptune with no habitable surface. arXiv.org. 2024. DOI: https://doi.org/10.3847/2041-8213/ad2616
[5] Sanders GH. The Thirty Meter Telescope (TMT): an international observatory. Journal of Astrophysics and Astronomy. 2013 Jun 1; 34 (2): 81 – 6. DOI: https://doi.org/10.1007/s12036-013-9169-5
[6] Cambridge University’s Institute of Astronomy. Transit spectroscopy - Hycean Worlds. Hycean Worlds. 2025.
[7] Lea R. The James Webb Space Telescope has discovered its 1st exoplanet and snapped its picture (image). 2025 Jun 25.
[8] Quantum Detectors. You searched for photon counting efficiency — Quantum Detectors. Quantum Detectors.
[9] Keppens A, Di Pede S, Hubert D, Lambert JC, Veefkind P, Sneep M, et al. 5 years of Sentinel-5P TROPOMI operational ozone profiling and geophysical validation using ozonesonde and lidar ground-based networks. Atmospheric Measurement Techniques 2024 Jul 4; 17 (13): 3969 – 93. DOI: https://doi.org/10.5194/amt-17-3969-2024
[10] CNNs. PyTorch. PyTorch.
[11] Atomic Spectra Database | NIST. NIST. 2025.
[12] Cermak A, Cermak A. Kepler / K2 - NASA Science. NASA Science. 2025.
[13] On the abiotic origin of dimethyl sulfide: discovery of DMS in the Interstellar Medium.
[14] Schwieterman EW, Kiang NY, Parenteau MN, Harman CE, DasSarma S, Fisher TM, et al. Exoplanet Biosignatures: A review of Remotely Detectable signs of life. Astrobiology. 2018 May 4; 18 (6): 663 – 708. DOI: https://doi.org/10.1089/ast.2017.1729
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Highlights in Science, Engineering and Technology

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.







