
include an expert system for quite detailed analysis of the drive component. A
machine condition monitoring system can e.g. detect whether the outer ring or
the inner ring of a bearing is damaged and is likely to fail within the next weeks.
Based on this information the mill personnel can arrange countermeasures and
exchange the bearing during the next planned shutdown.
Typically a few 100 vibration sensors are connected to such a system. They are
scanned one by one. Scanning occurs about every hour. The signal analysis uses
known geometrical bearing and roll data and relates them to the actual meas-
ured signals to diagnose the condition of the bearings. The measurements have
to be taken with a sampling rate of about 10 kHz to be able to diagnose bearings
in detail and to give a prediction of the remaining lifetime of the bearing.
• Process condition monitoring system (sometimes also called technological mon-
itoring system): These systems collect information from QCS sensors, vibration
sensors, pressure sensors, triggers at rolls and fabrics, etc. to analyse the reasons
for periodic quality disturbances. All collected signals are taken simultaneously
with sample rates from 100 Hz to 4 kHz, depending on sensor type and applica-
tion. The required measurement frequency is given by the revolution time of the
machine elements which can cause quality variations, like felts, rolls, pumps,
etc.
The correlation results are calculated using time synchronous averaging. A proc-
ess condition monitoring system can e.g. detect whether an applicator roll is
responsible for periodic coat weight deviations, or whether a moisture variation
is correlated with the revolution time of a press felt.
• Barring monitoring system: This system identifies calender rolls which cause
barring. Technically it works similarly to a process condition monitoring sys-
tem.
• Web inspection system: A series of cameras arranged in the CD inspect 100 % of
the produced paper. Image analysis technologies are used to automatically clas-
sify the paper defects into different categories, like bright spot, dark spot, wrin-
kle, hole, etc. The web inspection systems generate reports, independently from
QCS. Based on the camera based measurement and the image analysis, areas
with serious defects can be marked on-line. A special winder control can stop the
winder precisely at these positions, to cut off the low quality production.
• Web break monitoring: A couple of cameras are installed at the front side and
drive side of the machine to supervise positions where the web is not guided by
wires or felts, and where the paper risks to break. Optical light barriers detect
paper breaks. In the case of a paper break, the last minute of the camera read-
ings are stored to a hard disk for later analysis by the production personnel.
Based on the camera recordings it can be analysed at which position of the
machine e.g. an edge crack started to be seen, and how it evolved to a paper
break, or it can be seen whether paper clipped to a roll and caused a web break.
This allows the mill personnel to analyse the reasons for breaks and to optimize
the runnability of the machine.
9.3 Information Systems 419