UWE Bristol Engineering showcase 2015
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Patrick Busch<br />
MEng Aerospace <strong>Engineering</strong> (Systems <strong>Engineering</strong>)<br />
Project Supervisor<br />
Dr. Chris Toomer<br />
Correction, calibration and evaluation of real measured data of<br />
aeroplane behaviour<br />
Introduction<br />
This study is the third in a series of masters´ theses<br />
on the topic of position, attitude and control input<br />
measurement during flight, particularly during spin<br />
of aircraft. This master´s thesis is designed to assist<br />
the PhD thesis of Steffen Schrader (University of<br />
Applied Sciences Osnabrueck) on the topic of spin<br />
prediction and simulation.<br />
Spinning<br />
Spin is a flight mode that can be referred to as<br />
autorotation around a vertical axis on a downward<br />
path. In order to enter a spin<br />
the aeroplane must be stalled<br />
and at the same time have a<br />
sufficient yaw rate or sideslip<br />
angle. When a stall occurs,<br />
the critical angle of attack<br />
is exceeded and the airflow<br />
over the wing is separated<br />
and becomes turbulent. The<br />
lift produced decreases<br />
Fig. 1: Spin<br />
considerably and hence the equilibrium of forces is<br />
unbalanced. Due to the mentioned sideslip angle<br />
or yaw rate, one wing will be stalled more than the<br />
other, resulting in a lower lift force and hence the<br />
aeroplane will start to roll in the direction of the<br />
more stalled wing. As a result from this rolling<br />
motion, a pitching and yawing moment will be<br />
induced. The drag on the more stalled wing will<br />
increase and support the rotation around the<br />
vertical axis as the aeroplane descends rapidly.<br />
Principle of Measurement<br />
To obtain position and attitude information of an<br />
aeroplane during every moment of its flight, the<br />
acceleration, measured on three axes by<br />
accelerometers, is integrated twice and the<br />
angular rate, measured around three axes by a<br />
gyroscope, is integrated once.<br />
Using the equations of motion the velocity and<br />
displacement can be calculated from the<br />
acceleration:<br />
v=∫a dt<br />
r=∫v dt<br />
And attitude is calculated from angular rate:<br />
θ=∫α dt<br />
Sentio32<br />
The measurement system implemented to record<br />
accelerations and angular<br />
rates basically consists of<br />
the Sentio32 platform and<br />
a Motion Sensor Board,<br />
which contains the actual<br />
gyroscopes and<br />
accelerometers. The Mid Fig. 2: Sentio32<br />
Sweden University designed the Sentio32<br />
hardware platform to provide a compact wireless<br />
sensor network platform that is IEEE802.15.4<br />
standard compatible and provides a high<br />
performance on local processing power. The<br />
sensors used during the measurements regarding<br />
this investigation are the capacitive 3D<br />
accelerometer KXSD9-2520 manufactured by<br />
KIONIX and two gyroscopes made by InvenSense,<br />
the IDG500 and the ISZ500.<br />
Statistical Analysis<br />
In order to obtain optimum results a universe of<br />
50 measurements was build and a statistical<br />
analysis was performed. From this data calibration<br />
curves were elaborated.<br />
Fig. 3: Statistical Analysis<br />
In order to verify the capabilities of the sensor in<br />
the second phase of the thesis flight test were<br />
conducted in two airplanes.<br />
Fig. 4: Test Aircraft, Citabria and Cessna C150<br />
Basic flight test were conducted in the C150, those<br />
consisted of rolling, pitching and yawing the<br />
airplane. Finally actual spin tests were conducted<br />
in the approved Citabria Campion.<br />
Examples of the recorded data are shown in the<br />
following figures.<br />
The cockpit<br />
instuments were<br />
captured during<br />
the basic flight<br />
tests to have a<br />
refference when<br />
evaluating the<br />
sensor data. For<br />
the spin tests an<br />
outside<br />
reference was<br />
required.<br />
Fig. 5: Inflight recordings<br />
The result, a complete recording of a spin can be<br />
seen in Fig. 6 below.<br />
Fig. 3: complete spin recording<br />
Project Summary<br />
This thesis deals with the improvement of a low-cost<br />
inertial measurement unit (IMU) for aeroplanes,<br />
which is already implemented in the Sentio32<br />
hardware platform and mounted to a 4-seated<br />
general aviation aeroplane. The correction as well as<br />
the calibration of the measured data, is the main<br />
topic of this project. The basic errors of the<br />
accelerometers and gyroscopes are elaborated based<br />
on a static test and can be traced back to a random<br />
offset of the accelerometer data and a linear drift in<br />
the angular rates. Different correction methods are<br />
applied based on a calibration curve derived from a<br />
set of measurements or a trend prediction from the<br />
measurement itself. Errors induced my motion and<br />
rotation are examined and corrected in the same way.<br />
In the end the elaborated corrections are applied<br />
flight tests that were undertaken during the course of<br />
this investigation.<br />
Project Objectives<br />
The Main Objectives are:<br />
- comparison of four similar sensors<br />
- statistical analysis of the universe<br />
- generation of a calibration curve<br />
- evaluation of the functioning of the calibration curve<br />
- conduction of flight tests to verify sensor data<br />
Project Conclusion<br />
In conclusion one can say that in the course of this<br />
investigation findings were made that did not match<br />
the desired outcome. Nevertheless the work done<br />
was not in vain. The results found exclude the<br />
Sentio32 sensor for use in the exact determination of<br />
aircraft position and attitude during flight and<br />
especially during spin. This is a valuable result since it<br />
indicates that another sensor has to be selected and<br />
installed before continuing with the inflight<br />
measurements of spin characteristics.