transit-photometry

Hybrid CNN-Transformer model for automated exoplanet transit detection on NASA Kepler light curves. Features dual scale CNN branches, Transformer based sequence modelling, Grad CAM + SHAP + attention explainability, and Monte Carlo Dropout uncertainty quantification. 5 fold cross validated with baseline comparisons.

Deep learning system for detecting exoplanets in Kepler light curves using a 1D CNN with real-time Streamlit deployment.

Detect exoplanets from simulated light curve data using transit photometry algorithms

ARCHIVED — Merged into sovereign-arcade/games/exoplanet-miner/. See github.com/VrtxOmega/sovereign-arcade

Interactive site documenting my TIFR NIUS 2025 astrophysics research — CCD image calibration pipeline (bias frames, aperture photometry, image subtraction) and exoplanet transit detection using TESS light-curve data, PLD systematics correction, and Box Least Squares period finding.

Research-style exoplanet transit photometry lab with MAST light curves, synthetic noise controls, and interactive visual analysis.

AI pipeline that detects and classifies exoplanet transits in noisy TESS light curves - BLS/TLS search, 15 astrophysical vetting tests, a calibrated transit / eclipsing-binary / blend / other ML ensemble, and Bayesian fitting of period, depth & duration with uncertainties, plus one-page vetting sheets and a 3-page report. (BAH 2026 PS7)

Educational Python toolkit: builds an analytic trapezoid transit model and overlays it on real TESS/Kepler photometry folded on a planet's published ephemeris.

Starfold: a small browser game about doing observational astronomy on real NASA and ESA data.

An end-to-end AI-driven pipeline for automated exoplanet detection, using a hybrid framework of 1D CNNs and Box Least Squares (BLS) to filter, classify, and physically model transit signals from noisy, crowded-field TESS light curves.

SIPVA: Simultaneous Impact Parameter Variation Analysis — detecting secular perturbations in Kepler planetary systems via transit light-curve fitting (Liu & Pu 2024, arXiv:2411.06452).

A MATLAB system implementing signal conditioning and periodic correlation to detect exoplanetary transits in curve light signals.

Autonomous TESS exoplanet-candidate discovery + adversarial AI tribunal: classical transit search, six AI skeptics, provenanced dossiers on a static site.