Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
109
datasets available to search
ShareScore release 0.7.1
Dataset results
109 results for “aviation”
Discovering Anomalous Aviation Safety Events Using Scalable Data Mining Algorithms
The worldwide civilian aviation system is one of the most complex dynamical systems created. Most modern commercial aircraft have onboard flight data recorders that record several hundred discrete and continuous parameters at approximately 1Hz for the entire duration of the flight. These data contain information about the flight control systems, actuators, engines, landing gear, avionics, and pilot commands. In this paper, recent advances in the development of a novel knowledge discovery process consisting of a suite of data mining techniques for identifying precursors to aviation safety incidents are discussed. The data mining techniques include scalable multiple-kernel learning for large-scale distributed anomaly detection. A novel multivariate time-series search algorithm is used to search for signatures of discovered anomalies on massive datasets. The process can identify operationally significant events due to environmental, mechanical, and human factors issues in the high-dimensional flight operations quality assurance data. All discovered anomalies are validated by a team of independent domain experts. This novel automated knowledge discovery process is aimed at complementing the state-of-the-art human-generated exceedance-based analysis that fails to discover previously unknown aviation safety incidents. In this paper, the discovery pipeline, the methods used, and some of the significant anomalies detected on real-world commercial aviation data are discussed.
Aviation Safety Reporting System: Fuel Management Issues
A sampling of reports referencing incidents of fuel mismanagement, and operational concerns for fuel planning.
Aviation Safety Reporting System: Commuter and Corporate Flight Crew Fatigue Reports
A sampling of reports referencing Commuter and Corporate flight crew fatigue issues and duty periods.
Aviation Safety Reporting System: Rotary Wing Aircraft Flight Crew Reports
A sampling of reports from flight crew of rotary wing aircraft.
Aviation Safety Reporting System: Air Traffic Controller Reports
A variety of reports from ATC Controllers.
Aviation Safety Reporting System: Air Carrier (FAR 121) Flight Crew Fatigue Reports
A sampling of reports involving air carrier (FAR 121) flight crew fatigue.
Aviation Safety Reporting System: Wake Turbulence Encounters
A sampling of reports from flight crews encountering, or affected by, turbojet wake turbulence.
Aviation Safety Reporting System: General Aviation Flight Training Reports
A sampling of reports involving general aviation flight training.
Aviation Safety Reporting System: Global Positioning (GPS) Reports
A variety of incident reports involving the use of GPS devices.
Aviation Safety Reporting System: Near Midair Collision Incidents
Reports concerning near midair collision events.
Aviation Safety Reporting System: Flight Attendant Reports
A sampling of Flight Attendant reports involving aircraft cabin issues.
Aviation Safety Reporting System: Bird or Animal Strike Reports
A sampling of reports referencing a bird or animal strike incident.
Aviation Safety Reporting System: Emergency Medical Service Incidents
A sampling of reports concerning Emergency Medical Service (EMS) incidents.
Aviation Safety Reporting System: Parachutist / Aircraft Conflicts
A sampling of reports involving parachuting activity and conflicts with aircraft.
Aviation Safety Reporting System: Cabin Smoke, Fire, Fumes, or Odor Incidents
A sampling of air carrier reports concerning cabin smoke, fire, fumes or odor related events.
Aviation Safety Reporting System: RNAV Arrival Reports
A sampling of reports that reference RNAV Arrival related incidents.
Aviation Safety Reporting System: Altitude Deviations
A sampling of altitude deviation reports.
Aviation Safety 2009 IVHM Presentations
IVHM Presentations
Aviation Safety Reporting System: Non-Tower Airport Incidents
A sampling of reports involving operations at non-tower airports.
Aviation Safety Reporting System: Maintenance Reports
A sampling of reports from aircraft maintenance personnel.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.