17–23 May 2026
Hotel Hermitage, La Biodola, Isola d'Elba
Europe/Rome timezone

GWexpy: GWpy Expansions for Experiments

22 May 2026, 17:12
18m
Hotel Hermitage, La Biodola, Isola d'Elba

Hotel Hermitage, La Biodola, Isola d'Elba

Presentation Other Others

Speaker

Tatsuki Washimi

Description

GWexpy is an extension package fully compatible with GWpy, developed to support detector characterization, commissioning, and experimental R&D in gravitational-wave instrumentation. Rather than replacing established GWpy workflows, it extends them toward analysis tasks that frequently arise in real detector environments: batch handling of large auxiliary-channel sets, multi-channel correlation and subtraction studies, control-oriented analysis of complex suspensions and interferometers, and site-study applications using heterogeneous environmental data. GWexpy provides container classes for lists, dictionaries, and matrices of channels, physical-field representations for spatially distributed signals, and advanced analysis methods including PCA/ICA, nonlinear statistics, state-space modeling, fitting, ARIMA, HHT, STLT, etc. These tools enable practical studies ranging from Wiener filtering and noise classification to damping characterization, non-stationary noise prediction, Newtonian-noise related field analysis, and waveform-independent searches for burst- or ringdown-like signals. By combining strict GWpy compatibility with broader file I/O and seamless interoperability with external Python libraries, GWexpy aims to provide a unified software layer for rapid, reusable, and transferable detector studies across current observatories, site characterization campaigns, and next-generation R&D.

GitHub repository
https://github.com/tatsuki-washimi/gwexpy

Author

Tatsuki Washimi

Presentation materials

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