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NPCI ICON-LEO Recoverability Study - Reproducibility Package (v3.0)

Authors: Oktenli, Burak;

NPCI ICON-LEO Recoverability Study - Reproducibility Package (v3.0)

Abstract

Reproducibility package for the manuscript "Recoverability of Ionospheric Plasma Parameters from a Compact Retarding-Potential Collector in ICON-Class Low-Earth Orbit: A Reproducible Forward-Model and Observability Analysis with Bounded AI-Assisted Inversion" (Version 3.0, July 2026). The package reproduces every quantitative result, figure, and table in the manuscript. All computations are seeded (SEED = 20260711) and deterministic, with a pinned software environment (Python 3.12; numpy 2.4.4, scipy 1.17.1, matplotlib 3.10.8; see requirements.txt). Contents: forward instrument-response model (forward_model.py); Fisher information, conditioning, and Cramer-Rao observability analysis (observability.py); Latin-hypercube Monte Carlo recovery study with Levenberg-Marquardt inversion (recovery.py); figure and equation generators; archived recovery results (recovery_results.json); 26 publication figures at 300 dpi.

Keywords

retarding potential analyzer, plasma diagnostics, Fisher information, CubeSat, ICON, ionosphere, Cramer-Rao bound, reproducibility, Monte Carlo, physics-informed AI

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average