Flight Log Analysis

This topic outlines approaches and software packages that can be used to analyze PX4 flight logs.

Reporting Flights

Flight Reporting (PX4 User Guide) explains how to download a log and report/discuss issues with a flight.

Structured Analysis

Before analyzing a flight log it is important to establish its context:

  • If the analysis is done after a malfunction, did the log capture the crash or did it stop mid-air?
  • Did all controllers track their references? The easiest way to establish this is to compare attitude roll and pitch rates to their set points.
  • Does the sensor data look valid? Was there very strong vibration (a reasonable threshold for strong vibration is anything with a peak-to-peak of more than 2-3 m/s/s).
  • If the root cause is not specific to the vehicle make sure to report it with a link to the log file (and video if one exists) on the PX4 issue tracker.

Ruling Out Power Failures

If a log file ends mid-air, two main causes are possible: a power failure or a hard fault of the operating system.

On autopilots based on the STM32 series, hard faults of the operating system are logged to the SD card. These are located on the top level of the SD card and named fault_date.log, e.g. fault_2017_04_03_00_26_05.log. Please always check for the presence of this file if a flight log ends abruptly.

Analysis Tools

Flight Review (Online Tool)

Flight Review is the successor of Log Muncher. It is used in combination with the new ULog logging format.

Key features:

  • Web based, great for end-users.
  • User can upload, load and then share report with others.
  • Interactive plots.

Flight Review Charts


pyulog is a python package to parse ULog files, along with a set of command-line scripts to extract/display ULog information and convert them to other file formats.

Key features:

  • Python library for parsing ULog files. Base library used by a number of other ULog analysis and visualisation tools.
  • Scripts to extract/display ULog information:
    • ulog_info: display information from an ULog file.
    • ulog_messages: display logged messages from an ULog file.
    • ulog_params: extract parameters from an ULog file.
  • Scripts to convert ULog files to other formats:
    • ulog2csv: convert ULog to (several) CSV files.
    • ulog2kml: convert ULog to (several) KML files.

All scripts are installed as system-wide applications (i.e. they be called on the command line - provided Python is installed), and support the -h flag for getting usage instructions. For example:

$ ulog_info -h
usage: ulog_info [-h] [-v] file.ulg

Display information from an ULog file

positional arguments:
  file.ulg       ULog input file

optional arguments:
  -h, --help     show this help message and exit
  -v, --verbose  Verbose output

Below we see the kind of information exported from a sample file using ulog_info.

$ ulog_info sample.ulg
Logging start time: 0:01:52, duration: 0:01:08
Dropouts: count: 4, total duration: 0.1 s, max: 62 ms, mean: 29 ms
Info Messages:
 sys_name: PX4
 time_ref_utc: 0
 ver_hw: AUAV_X21
 ver_sw: fd483321a5cf50ead91164356d15aa474643aa73

Name (multi id, message size in bytes)    number of data points, total bytes
 actuator_controls_0 (0, 48)                 3269     156912
 actuator_outputs (0, 76)                    1311      99636
 commander_state (0, 9)                       678       6102
 control_state (0, 122)                      3268     398696
 cpuload (0, 16)                               69       1104
 ekf2_innovations (0, 140)                   3271     457940
 estimator_status (0, 309)                   1311     405099
 sensor_combined (0, 72)                    17070    1229040
 sensor_preflight (0, 16)                   17072     273152
 telemetry_status (0, 36)                      70       2520
 vehicle_attitude (0, 36)                    6461     232596
 vehicle_attitude_setpoint (0, 55)           3272     179960
 vehicle_local_position (0, 123)              678      83394
 vehicle_rates_setpoint (0, 24)              6448     154752
 vehicle_status (0, 45)                       294      13230


pyFlightAnalysis is a cross-platform PX4 flight log (ULog) visual analysis tool, inspired by FlightPlot.

Key features:

  • Dynamic filter for displaying data
  • 3D visualization for attitude and position of drone
  • Easily replay with pyqtgraph's ROI (Region Of Interest)
  • Python based, cross-platform.

pyFlightAnalysis 1.0.1b1

FlightPlot (Desktop)

FlightPlot is a desktop based tool for log analysis. It can be downloaded from FlightPlot Downloads (Linux, MacOS, Windows).

Key features:

  • Java based, cross-platform.
  • Intuitive GUI, no programming knowledge required.
  • Supports both new and old PX4 log formats (.ulg, .px4log, .bin)
  • Allows saving plots as images.

FlightPlot Charts


PX4Tools is a log analysis toolbox for the PX4 autopilot written in Python. The recommended installation procedure is to use anaconda3. See px4tools github page for details.

Key features:

PX4Tools-based analysis

results matching ""

    No results matching ""