RF Data Notes

Notes on RF data workflows

Practical writing on signal data management, metadata, search, preview, compression, secure deployment, and the parts of RF workflows that break when captures get large.

RF Data NotesBy Paul SorensenJuly 4, 20264 min read

RF fireworks for the Fourth of July

A lighter RF Data Note for America's 250th birthday: four signal visualizations that look a little like fireworks if you squint like an SDR person.

RF dataVisualizationIQ samplesSpectrogramFourth of July
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RF Data NotesBy Paul SorensenJune 23, 20266 min read

Compression is only useful if the workflow still works

Smaller IQ files help, but compression is useful only when teams can still search, preview, move, control, and analyze the data. Long-term archives and active RF workflows may need different compression choices.

RF dataCompressionIQ capturesStorageWorkflow
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RF Data NotesBy Paul SorensenMay 15, 20267 min read

Why spectrogram preview matters for large IQ datasets

Large IQ captures are expensive to move and slow to inspect. A spectrogram preview helps teams answer the first practical question before they download the whole file: is this capture worth opening?

RF dataSpectrogram previewIQ capturesWorkflowData reuse
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RF Data NotesBy Paul SorensenApril 17, 20267 min read

The metadata RF teams wish they had six months later

Metadata feels like admin work during collection. Six months later, it is often the difference between reusing a valuable IQ capture and losing it inside the archive.

RF dataMetadataIQ capturesReproducibilitySearch
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RF Data NotesBy Paul SorensenMarch 25, 20265 min read

What should an RF data lake actually do?

An RF data lake should do more than store files. It should keep large captures, metadata, preview, access history, and analysis context connected so teams can use the data later.

RF data lakeMetadataSearchPreviewAccess control
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RF Data NotesBy Paul SorensenFebruary 24, 20265 min read

Why shared drives and object storage are not enough for RF workflows

Shared drives and object storage can hold RF data, but storage alone does not preserve the context teams need to find, preview, govern, and reuse large IQ captures.

RF workflowsShared drivesObject storageMetadataPreview
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RF Data NotesBy Paul SorensenJanuary 20, 20263 min read

RF data is not ordinary file data

Large IQ captures carry value only when the context stays with them. Metadata, preview, access history, and analysis links matter as much as the file itself.

RF dataMetadataPreviewAccess controlProvenance
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