Articles by tag: exoplanets

TOI-5205b: Crisis of the Nebular Hypothesis in Planet Formation | Analysis

How the gas giant TOI-5205b around a red dwarf challenges the planetogenesis theory. Spectral data from the Webb Telescope and implications for astronomy. Learn the details.

ExoLogica AI 2.0: JWST spectra simulator

Hybrid pipeline for exoplanets: ML validation, 14-step physics, JWST spectra synthesis. Ablation study, OOD tests, CHI index. For astrophysicists and ML specialists — explore the code and metrics.

Density Law for Habitable Exoplanets

Critical Density Law 4.8–7.8 g/cm³ from ExoLogica AI reshapes the search for life. Why ESI deceives and how to filter candidates for JWST. Analysis for astrophysicists.

Hybrid AI for exoplanet masses on XGBoost

Learn how the school project ExoLogica AI combined XGBoost with Kepler's laws for accurate prediction of exoplanet masses. Comparison of KNN, Random Forest and physical filtering. Implementation in Python for developers.

Binary planets: criteria, search and discoveries in astronomy

Explore the criteria for binary planets, modeling of rocky pairs and discoveries of JUMBO gas giants. Read the analysis of modern astronomical data.

New Method for Searching Exoplanets Using Magnetic Signals of Stars

Learn how analyzing faint magnetic signals from stars enables the detection of hundreds of exoplanets. An effective method for searching for extrasolar worlds.