NASA C-MAPSS Turbofan Degradation Pack

nasa.cmapss.rul@1.3.0

Run-to-failure turbofan data plus a remaining-useful-life notebook and model.

publishedUS-GOV-PD Verified publisher 2,380 installs

Content is not redistributed by the Marketplace

This package provides mappings, metadata and integration scaffolding only. Obtain the underlying content directly from NASA Prognostics Center of Excellence under its own licence.

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Overview

The C-MAPSS prognostics dataset with a worked remaining-useful-life pipeline: feature engineering notebook, trained baseline model and instance templates that bind sensor channels to Nimble Core observations.

What's inside

data

  • train_FD001.txt
  • test_FD001.txt

models

  • rul-gbm.onnx

instances

  • templates/turbofan.jsonld

notebooks

  • rul-baseline.ipynb

documentation

  • README.md

Artifact types

Dependencies

Version history

  • v1.3.0latestNimble ≥ 1.0.08/29/2026

    Current release.

  • v0.9.0Nimble ≥ 1.0.01/31/2026

    Initial public preview.

Manifest

Nimble consumes this machine-readable manifest when resolving and installing the package.

{
  "package": {
    "id": "nasa.cmapss.rul",
    "name": "NASA C-MAPSS Turbofan Degradation Pack",
    "version": "1.3.0",
    "status": "published"
  },
  "publisher": {
    "name": "NASA",
    "type": "government"
  },
  "domains": [
    "manufacturing-industrial",
    "defense-aerospace"
  ],
  "solution_areas": [
    "maintenance",
    "equipment",
    "aerospace-systems"
  ],
  "artifacts": [
    "instance-template",
    "ml-model",
    "ml-notebook",
    "training-dataset"
  ],
  "dependencies": [
    {
      "id": "nimble.core.units",
      "version": ">=1.0.0",
      "optional": true
    },
    {
      "id": "w3c.sosa-ssn",
      "version": ">=2017.1",
      "optional": false
    },
    {
      "id": "nimble.core",
      "version": ">=1.0.0",
      "optional": false
    }
  ],
  "compatibility": {
    "nimble": {
      "minimum": "1.0.0",
      "maximum": null
    }
  },
  "license": {
    "type": "US-GOV-PD",
    "name": "U.S. Government Work / Public Domain",
    "url": "https://www.usa.gov/government-works",
    "redistribution": "bundled",
    "attribution_required": true,
    "attribution": "NASA Prognostics Data Repository, U.S. Government work.",
    "source_authority": "NASA Prognostics Center of Excellence",
    "source_url": "https://www.nasa.gov/intelligent-systems-division/"
  },
  "validation": {
    "security": "scanned",
    "validation": "validated"
  },
  "contents": {
    "data": [
      "train_FD001.txt",
      "test_FD001.txt"
    ],
    "models": [
      "rul-gbm.onnx"
    ],
    "instances": [
      "templates/turbofan.jsonld"
    ],
    "notebooks": [
      "rul-baseline.ipynb"
    ],
    "documentation": [
      "README.md"
    ]
  },
  "distribution": {
    "available": false,
    "reason": "bundled"
  }
}