DAWN MCINTOSH

Member since: Oct 21, 2010, NASA Ames Research Center

ADAPT Dataset

A dataset shared by DAWN MCINTOSH, updated on Sep 22, 2010

Summary

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Advanced Diagnostics and Prognostics Testbed (ADAPT)
Project Lead: Scott Poll

Subject

Fault diagnosis in electrical power systems

Description

The Advanced Diagnostics and Prognostics Testbed (ADAPT) lab at the NASA Ames Research Center aims to provide a means to assess the effectiveness of diagnostic algorithms at detecting faults in power systems. The algorithms are evaluated using data from the Electrical Power System (EPS), which simulates the functions of a typical aerospace vehicle power system. The EPS allows for the controlled insertion of faults in repeatable failure scenarios to test if diagnostic algorithms can detect and isolate these faults.

How Data Was Acquired

This dataset was generated from the EPS in the ADAPT lab. Each data file corresponds to one experimental run of the testbed. During an experiment, a data acquisition system commands the testbed into different configurations and records data from sensors that measure system variables such as voltages, currents, temperatures and switch positions. Faults were injected in some of the experimental runs.

Sample Rates and Parameter Descriptions

Data was sampled at a rate of 2 Hz and saved into a tab delimited plain text file. There are a total of 128 sensors and typical experimental runs last for approximately five minutes. The text files have also been converted into a MATLAB environment file containing equivalent data that may be imported for viewing or computation.

Faults and Anomalies

Faults were injected into the EPS using physical or software means. Physical faults include disconnecting sources, sinks or circuit breakers. For software faults, user commands are passed through an Antagonist function before being received by the EPS, and sensor data is filtered through the same function before being seen by the user. The Antagonist function was able to block user commands, send spurious commands and alter sensor data.

External Links

Additional data from the ADAPT EPS testbed can be found at the DXC competition page - https://dashlink.arc.nasa.gov/topic/diagnostic-challenge-competition/

Other Notes

The HTML diagrams can be viewed in any brower, but its active content is best run on Internet Explorer.

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Source Files

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Support/Documentation

BNandADAPTv18.pdf
744723 539 downloads
AdaptHTMLdiagrams.zip
Diagram of the ADAPT Electical Power System
269484 106 downloads
dataset_text.zip
234841 139 downloads
dataset_matlab.zip
261313 144 downloads
Experiment_Log.xls
23040 167 downloads

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