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Manipulation datasetOpen

TrajAir

TrajAir is a general-aviation aircraft trajectory dataset collected by CMU's AirLab (Robotics Institute) around the non-towered Pittsburgh-Butler Regional Airport (ICAO: KBTP), a single-runway GA airport ~10 miles north of Pittsburgh, PA. Data was recorded with an on-site ADS-B receiver (1090 MHz / 978 MHz, plus TIS-B for non-equipped aircraft) over 8 months (18 Sept 2020 - 23 Apr 2021), yielding 111 valid days after excluding downtime, repairs, and no-traffic bad-weather days. Each scene contains aircraft trajectories transformed into an airport-centered inertial frame with x,y,z positions (km), aircraft IDs, and frame timestamps interpolated to 1 Hz via cubic interpolation. Weather context (wind direction/velocity, given as wx, wy components in m/s) is added post-hoc from METAR data produced by the KBTP AWOS system. The data is distributed as delimited text files organized into a full 111_days/ folder, four weekly folders (7days1-4), raw CSVs by collection date, and a processed 70/30 train/test split. It was released with the baseline socially-aware prediction method TrajAirNet (ICRA 2022). This is real physical manned-aircraft data, not simulated.

Scale
2442 hours
Formats
custom
License
CC-BY-4.0
Published
2021-09-30

Decision summary

Best for

passive_log

Main blocker

Metadata requires review against the official source before publication.

Next check

Read the dataset manifest and feature schema.

Catalog assessment

Selection evidence

70/100

Provisional · confidence 35 · 2/6 evaluated

Access and governance

Access and license are declared by the source.

usefulfit 75 · confidence 85

Schema and signal coverage

No machine-readable schema has been verified yet.

unknownnot scored · confidence 15

Policy training readiness

Observation/action alignment has not been established.

unknownnot scored · confidence 15
View 3 more dimensions

World-model readiness

World-model observation, geometry, or temporal semantics are not verified.

unknownnot scored · confidence 15

Failure and recovery readiness

No verified failure/recovery annotation evidence is available yet.

unknownnot scored · confidence 15

Download and processing readiness

Scale is declared; transfer and processing estimates are not measured.

usefulfit 65 · confidence 65
Review unresolved evidence and next checks

Signal gaps

  • Observation / ego video. Not enough evidence is available to classify this signal.
  • Gaze / attention. Not enough evidence is available to classify this signal.
  • Language intent / task phase. Not enough evidence is available to classify this signal.
  • Feedback / correction / failure. Not enough evidence is available to classify this signal.

Next checks

  • Read the dataset manifest and feature schema.
  • Run a bounded sample audit before assigning Strong readiness.

Record specifics

Dataset facts

Source
CMU AirLab
Evidence
secondary claim
Formats
custom
hours
2442
Read paper

Metadata coverage

Loop signals

3/7 present or partial

Observation / ego video

No decision-grade evidence captured yet.

unknown
Gaze / attention

No decision-grade evidence captured yet.

unknown
Language intent / task phase

No decision-grade evidence captured yet.

unknown
View 4 more signal categories
Action / hand pose / robot state

TrajAir is a general-aviation aircraft trajectory dataset collected by CMU's AirLab (Robotics Institute) around the non-towered Pittsburgh-Butler Regional Airport (ICAO: KBTP), a single-runway GA airport ~10 miles north of Pittsburgh, PA. Data was recorded with an on-site ADS-B receiver (1090 MHz / 978 MHz, plus TIS-B for non-equipped aircraft) over 8 months (18 Sept 2020 - 23 Apr 2021), yielding 111 valid days after excluding downtime, repairs, and no-traffic bad-weather days. Each scene contains aircraft trajectories transformed into an airport-centered inertial frame with x,y,z positions (km), aircraft IDs, and frame timestamps interpolated to 1 Hz via cubic interpolation. Weather context (wind direction/velocity, given as wx, wy components in m/s) is added post-hoc from METAR data produced by the KBTP AWOS system. The data is distributed as delimited text files organized into a full 111_days/ folder, four weekly folders (7days1-4), raw CSVs by collection date, and a processed 70/30 train/test split. It was released with the baseline socially-aware prediction method TrajAirNet (ICRA 2022). This is real physical manned-aircraft data, not simulated.

present
Feedback / correction / failure

No decision-grade evidence captured yet.

unknown
Sim-real pairing

TrajAir is a general-aviation aircraft trajectory dataset collected by CMU's AirLab (Robotics Institute) around the non-towered Pittsburgh-Butler Regional Airport (ICAO: KBTP), a single-runway GA airport ~10 miles north of Pittsburgh, PA. Data was recorded with an on-site ADS-B receiver (1090 MHz / 978 MHz, plus TIS-B for non-equipped aircraft) over 8 months (18 Sept 2020 - 23 Apr 2021), yielding 111 valid days after excluding downtime, repairs, and no-traffic bad-weather days. Each scene contains aircraft trajectories transformed into an airport-centered inertial frame with x,y,z positions (km), aircraft IDs, and frame timestamps interpolated to 1 Hz via cubic interpolation. Weather context (wind direction/velocity, given as wx, wy components in m/s) is added post-hoc from METAR data produced by the KBTP AWOS system. The data is distributed as delimited text files organized into a full 111_days/ folder, four weekly folders (7days1-4), raw CSVs by collection date, and a processed 70/30 train/test split. It was released with the baseline socially-aware prediction method TrajAirNet (ICRA 2022). This is real physical manned-aircraft data, not simulated.

present
License / format / access

Open · CC-BY-4.0 · custom

partial
Evidence details and provenance

Official signal claims

Proprioception

Schema and annotations

No machine-readable schema facts are captured.

Sample verification

Pending. Metadata does not prove sample coverage, alignment, or file integrity.

curated official source

Integration notes

  • Metadata requires review against the official source before publication.

Catalog links

Related records