TECHNICAL FIELD.
[0001] The invention relates to an improved method for controlling one or more refiners
in a process section for thermo-mechanical pulp (TMP) refining. The present invention
is applicable in all technical areas where refiners are used, such as pulp and paper
industry as well as related industries.
TECHNICAL BACKGROUND
[0002] Refiners of one sort or another play a central role in the production of high yield
pulp for the pulp and paper industry and related industries through grinding, for
example, thermo-mechanical pulp (TMP) or chemical thermo-mechanical pulp (CTMP) starting
from lignin-cellulose material such as wood chips. Two types of refiners are important
to mention here; low consistency (LC) refining where the pulp is refined at about
4 per cent consistency (dry content), and high consistency (HC) refining where the
consistency is commonly about 40 per cent. LC refining is done in a two-phase system
chips/pulp and water, while HC refining has three phases; chips/pulp, water and steam.
Refiners are also used in other industrial applications, such as for example manufacturing
of wood fiber board.
[0003] Most refiners consist of two circular plates, in between which the material to be
treated passes from the inner part to the periphery of the plates. Usually there is
one static refiner plate and one rotating refiner plate, rotating at a very high speed.
[0004] A more complete schematic illustration of a known refiner 1 is given in Figure 4.
The raw material which may consist of wood chips 5 or already treated pulp for a previous
stage enters at the center C of the refiner. In a first stage refiner as the one illustrated
in the figure, the material is transported via one or more screw feeders 7. Before
entering the actual refiner the raw material is normally mixed with dilution water
2 whose flow is usually measured and controlled. Alternatively water may be added
directly in the refiner. The material is then treated on its way to the periphery
of the refiner plates. The static refiner plate 3, or stator, is usually pushed towards
the rotating one 4, or rotor, either electro-mechanically or hydraulically. The rotating
disc or discs are driven by one or two motors 10. The grinding zone or as it is often
called the refining zone may also have a variable gap along the radius dependent on
the design of the plates. The figure also shows the outlet position 6 where the pressure
Poutlet is measured, and the point where production inlet pressure Pinlet 8 may be
measured.
[0005] The diameter of the refiner plates differ dependent on size (production capacity)
of the refiner and brand. Originally the plates (also called segments) were cast in
one piece, but nowadays they usually consist of a number of modules that are mounted
together on the stator or rotor. These segments have grinding patterns, see Figure
5, with bars 15, 15' and troughs 16 that differ dependent on supplier. The bars act
as knives that defibrillate chips or further refine the already produced pulp. In
an HC refiner, fibers, water and steam is also transported in the troughs between
the bars. The amount of steam is spatially dependent, why both water and steam may
exist together with chips/pulp in the refining zone. In an HC refiner water will normally
be bound to the fibres. Dependent on the segment design different flow patterns will
occur in the refiner. In an LC refiner no steam is generated.
[0006] There are also other types of refiners such as double disc, where both plates rotate
counter to each other, or conic refiners. Yet another type are called twin refiners,
where there are four refiner plates. A centrally placed rotor has two refiner plates
mounted one on either side, and then there are two static refiner plates that are
pushed against each other using, for example, hydraulic cylinders thus creating two
refining zones.
[0007] When refining wood chips or previously refined pulp the refiner plates are typically
pushed against each other to obtain a plate gap of approximately 0.2-0.7 mm dependent
on what type of refiner is used.
[0008] In traditional control concepts for refiner control the controlled variables consist
of the specific energy (i.e. the ratio between the refiner motor load and the pulp
production), alternatively just the motor load, the pulp consistency out of the refiner,
and best case also at least one variable describing the quality of the pulp (e.g.
Canadian Standard Freeness, CSF). To control these process variables there are typically
manipulated variables such as hydraulic pressure, dilution water flow, and wood chips
or pulp production. Moreover, a typical refiner line consists of two refiners in series;
a primary refiner (PR) and a secondary refiner (SR). Often there is also a processing
step called reject refining.
[0009] Therefore control of a complete refiner line often becomes quite complex. Examples
of commercially available control concepts may be found in the Licentiate thesis by
Lidén [1] and in the patent application
US-A-2005/263259 (
WO-A-2005/106114) [2]. These control concepts based on Model Predictive Control (MPC) using the controlled
variables described above, are used for large complex systems consisting of multiple
refiner lines but also single lines or single refiners.
[0010] An alternative control variable central in, for example, [2] is the plate gap, which
is then controlled by manipulating the hydraulic pressure
Phydr. Today there are plate gap sensors on the market which are applied directly in the
refiner plates. Usually only one gap sensor is used per refining zone, primarily to
avoid the plates clashing together, and thus not to control the gap since they are
not reliable enough.
[0011] There are also other systems on the market where the temperature and/or pressure
are measured along the refining zone for the purpose of visualizing a temperature
profile, and/or a pressure profile. When circumstances in the refiner are varied,
for example gap, production or dilution water the temperature changes and can thus
be controlled. Usually several temperature and/or pressure sensors are used placed
directly in the plate or may be encapsulated in a measurement strip, also called sensor
array, along the active radius of the refiner, see
EP0788407[3].
[0012] In
US6024309[4] a control concept is described for refining zone control where the temperature
profile is used for controlling the process. Similar subsequent patents, for example
US6314381 [5], which treats the same concept is also using the temperature profile to control
refiners.
[0013] The design of the refiners segments have proven very important for the shape of the
temperature profile along the radius, and it is crucial to take this into account
when placing the temperature and/or pressure sensors in the sensor array.
[0014] There are no other measurement devices that have been applied in the refining zone,
other than the ones mentioned above. There are, however, instruments which may be
placed in the blowline of the refiner, where the consistency of the flowing pulp can
be calculated using algorithms coupled to NIR (near infra red) measurements, which
are assumed available in, for example,
US 7,381,303 [2].
[0015] In
US 7,381,303 entitled "System and Method for Controlling a Thermo-Mechanical Wood Pulp Refiner",
assigned to Honeywell Inc, a system is described where separate controllers are used
for the fast dynamics (motor load and blow line consistency) and the slow dynamics
(pulp quality) respectively, with an optimizing coordinating control on top. It is
described that a stabilizing controller preferably regulates the refiner motor loads
and the blow-line consistencies, and that a Quality controller preferably controls
the slow dynamics associated with pulp quality variable. It is also described that
by operating the refiner lines at the maximum allowable motor loads the production
is automatically maximized for a given pulp window.
[0016] However, it has become clear to the inventors that controlling the refining process
based on measurements of specific energy as represented by motor load does not provide
reliable control over pulp quality parameters because different pulp qualities can
be produced at the same specific energy or motor load.
SUMMARY OF THE INVENTION
[0017] The aim of the present invention is to remedy one or more of the above mentioned
problems. In a first aspect of the invention, this and other aims are obtained by
a method according to claim 1.
[0018] In the first aspect of the invention a method is described for controlling a process
section for thermo-mechanical pulp (TMP) refining, which comprises the features of
claim 1.
[0019] According to an embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
by means of a mathematical process model, and wherein a change is calculated for said
at least one manipulated variable for said at least one refiner using a mathematical
process model which is described by a set of nonlinear differential equations or difference
equations with a vector valued non linear function.
[0020] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, wherein the mathematical process model is described
by a set of linear differential equations or difference equations.
[0021] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, wherein the mathematical process model is described
by Laplace transforms and transfer functions.
[0022] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change using a measurement
in which said internal state is temperature which is calculated using an array of
temperature measurements along the radius of a disc inside said at least one refiner.
[0023] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change and changing at
least one manipulated variable to affect a change in a measure or estimate of pulp
quality.
[0024] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by using the mathematical process model to mimimize
the deviation between reference values and measured values, or functions, of internal
and/or external states.
[0025] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by using the mathematical process model to mimimize
the deviation between reference values and estimated values of internal and/or external
states.
[0026] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, and by feeding the output from said at least one
first refiner into a second refiner such that said process section comprises a two
stage refiner.
[0027] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change for at least one
manipulated variable for the second refiner using said measurement of an internal
state of the second refiner and a measurement of said one or more external states
for said process section by means of a mathematical model.
[0028] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change for at least one
manipulated variable of a process section comprising two or more refiners using said
at least one measurement of an internal state for each refiner and a measurement of
an external state for each refiner and at least a quality measurement after the second
refiner.
[0029] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change for at least one
manipulated variable of a process section comprising two or more refiners using said
measurement of an internal state for each refiner and a measurement of an external
state for each refiner and a quality measurement of the second refiner in order to
optimize energy input to said process section.
[0030] According to another embodiment of the invention a method is described for controlling
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring, alternatively estimating, one or more process variables representing external
states outside of the refiner for the process section and measuring, alternatively
estimating, one or more values representing one or more internal states inside said
at least one first refiner, and the possibility to manipulate one ore more variables
using a mathematical process model, by calculating a process change using a measurement
in which said internal state is pressure (
P1) which is calculated using an array of measurements along the radius of a disc inside
said at least one refiner.
[0031] In another aspect of the present invention, a
system is described including a process section for thermo-mechanical pulp (TMP) refining,
which comprises the features of claim 16.
[0032] According to another embodiment of the invention, a system is described including
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring one or more process variables for said process section and measuring one
or more internal states in said at least one first refiner wherein the system further
comprises apparatus for applying a process change calculated on at least one manipulated
variable for said at least one refiner using said measurement or estimate of an internal
state of said at least one refiner and a measurement of said one or more process variables
for said process section by means of a mathematical model to control said at least
one first refiner wherein one or more of said plurality of sensors are arranged on
an active radius of a beating disc of a refiner in said process section.
[0033] According to another embodiment of the invention, a system is described including
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring one or more process variables for said process section and measuring one
or more internal states in said at least one first refiner wherein the system further
comprises apparatus for applying a process change calculated on at least one manipulated
variable for said at least one refiner using said measurement or estimate of an internal
state of said at least one refiner and a measurement of said one or more process variables
for said process section by means of a mathematical model to control said at least
one first refiner wherein said process section comprises two or more refiners which
are arranged connected in series, alternatively in parallel.
[0034] According to another embodiment of the invention, a system is described including
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring one or more process variables for said process section and measuring one
or more internal states in said at least one first refiner wherein the system further
comprises apparatus for applying a process change calculated on at least one manipulated
variable for said at least one refiner using said measurement or estimate of an internal
state of said at least one refiner and a measurement of said one or more process variables
for said process section by means of a mathematical model to control said at least
one first refiner wherein the system further comprises one or more control units arranged
as a control optimiser.
[0035] According to another embodiment of the invention, a system is described including
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring one or more process variables for said process section and measuring one
or more internal states in said at least one first refiner wherein the system further
comprises apparatus for applying a process change calculated on at least one manipulated
variable for said at least one refiner using said measurement or estimate of an internal
state of said at least one refiner and a measurement of said one or more process variables
for said process section by means of a mathematical model to control said at least
one first refiner wherein the system further comprises one or more control units arranged
as a state estimator.
[0036] According to another embodiment of the invention, a system is described including
a process section for thermo-mechanical pulp refining, the process section comprising
at least one first refiner having a plurality of sensors arranged in a predetermined
position on a refiner plate of said at least one first refiner, the method comprising
measuring one or more process variables for said process section and measuring one
or more internal states in said at least one first refiner wherein the system further
comprises apparatus for applying a process change calculated on at least one manipulated
variable for said at least one refiner using said measurement or estimate of an internal
state of said at least one refiner and a measurement of said one or more process variables
for said process section by means of a mathematical model to control said at least
one first refiner wherein the system further comprises a memory storage device in
which are stored one or more computer programs according to claim 15.
[0037] The aim with all refiner control systems is to secure the pulp quality at a specified
energy input to the refiners. The problem, however, is that existing control systems
on the market are slow which results in difficulties to guarantee a specific pulp
quality to a minimum energy input demand.
[0038] Traditionally, process control systems for refiners have no information from the
true refining process, i.e. the process which occurs in the refining zone and the
process descriptions are normally based on outputs to be controlled such as, specific
energy
E or the motor load
M and if available also the measured consistency
C in the blowline. These outputs are normally manipulated by changing e.g. the plate
gap (controlled by the applied hydraulic pressure
Phydr which results in a force on the plates or e.g. a electro-mechanically based force
on the plates) and the dilution water flow
FD to the refiners as described by

where Y represents the vector to be controlled and G a transfer function matrix which
describes the process dynamics by the elements
gij. The vector
U describes an input vector with variables possible to manipulate.
[0039] The drawback with traditional control systems, such as
US 7,381,303 [2] which is based on the above type of system description, is that the specific
energy or the motor load are affected by a number of process variables besides the
two mentioned above which makes it difficult to pre-specify an optimal operating window
where to run the refiners.
[0040] Another problem with this structure is that the specific energy or the motor load
will always be related to the integral of the force distribution along the radius
in the refining zone and it will not give any information about the spatial energy
consumption. It is clear, from this aspect alone, that the specific energy or motor
load provides limited information about how the local process conditions affect the
final pulp quality which is essential to get a good control performance.
[0041] Additional problems exist but one to be mentioned here is that traditional control
systems do not handle natural non-linearities caused by e.g. plate wear, fluctuations
in fiber pad distribution, different operating points et cetera which also reduce
the control performance. As a consequence, the controllability in traditional control
concepts as described above is possible to improve from a pulp quality perspective
as different qualities can be produced at the same specific energy or motor load.
THE SOLUTION
[0042] In this invention the
internal states, ζ, i.e. information (estimated or measured) directly from the refining zone plays
a vital role to describe how to find improved strategies for process control. To distinguish
the internal states from other states we introduce the
external states, η, as states obtained from measurement devices outside the refiners or estimated
from mathematical models. These states are normally possible to sample relatively
fast but still at a slower sampling rate compared with the internal states. Other
external states,
Q, typically representing measured pulp quality that may only be sampled at a much
slower sampling rate, will be important to follow as well. All states which can be
controlled are elements in the state vector
x,
i.e. 
and with this terminology a clear distinction between traditional control concepts
and this invention, with a new process optimization approach, can be described. Notice,
that each component of the state vector x may in turn be a vector.
[0043] The relationship between the input vector
ui and the state vector
xi may be described by a set of nonlinear differential equations characterized by a
vector valued nonlinear function
fi;

where i represents the refiner to be described.
[0044] Normally, the input vector can vary in size dependent on the type of refiner studied
but could typically be represented by chip or pulp production flow, dilution water
flow, and plate gap (or means to influence the plate gap such as hydraulic pressure
or alternatively an electromechanic force). For some refiners also the inlet pressure
in the pulp feeding system is possible to manipulate.
[0045] To describe this more concretely, typical
internal states to be used in this invention can be described as e.g. temperature in the refining
zone, pressure or force measurements in the refining zone or states estimated from
physical or empirical models by using different software solvers. Examples of that
is the predicted forces along the radius in the refining zone, estimated consistency
in the zone, mean fiber residence time in different regions of the zone, plate gap,
pulp quality from the refining zone et cetera. Pulp quality estimations can be valuable
when comparing them with the measured pulp quality from the downstream analyzers.
Hence, the variables can refer to a set of soft sensors (or estimates from the models)
describing the hidden process variables in the refining zone. In this model e.g. temperature
measurements can be used to get proper estimates of the energy balance which indirectly
together with zone specific data give information normally difficult to measure directly,
like the residence time, defibration/fibrillation work et cetera. The variables can
also be referred to as estimates obtained from an algorithm which uses spatial refining
zone measurements to find some optimum, like the position for the maximum temperature
in the refining zone which can be controlled by e.g.
Pinlet as described by Sikter [6].
[0046] Typical examples of
external states, which may be measured relatively fast outside the refining zone but slower than the
internal states, will be the blow-line consistency, pressure, motor load et cetera.
Such external states can also be estimated by a mathematical model. Other typical
external states, which are only possible to sample much more slowly are placed in
the vector
Q. Such states are naturally the pulp quality variables CSF, the mean fiber length and
shives et cetera which are measured downstream the refiners. If pulp quality variables
are estimated from ordinary system identification procedures, e.g. using ARMAX models,
to be used as input to the feedback control, such estimated variables will be placed
in the vector η as the sampling rate will be fast enough.
[0047] Note, external states like the motor load or combinations to get the specific energy
(load/production) are not considered to be a part of the concept described by this
invention which differs from traditional control concepts. The measured motor load
in the optimization routines may be used as a constraint to the optimization.
[0048] Moreover, it is worth to mention that the vector u can be truncated to a smaller
vector if necessary and/or extended if e.g. the plate gap can be measured accurately
(as the hydraulic pressure
Phydr could be replaced) which of course affects the size of the matrix. In the matrix
i, i.e. the number of refiners
i=
{1,2} included, is not specified and provides many possible combinations and a selection
of each structure will be refiner specific.
[0049] By distinguishing the internal and external states from each other the fast dynamics
in the refining zone can be handled and controlled faster compared with traditional
control concepts and the reason why internal states such as the refining zone temperature
measurements give a good contribution to the optimization procedure as well as the
pulp quality estimations is that local non-linearities, i.e. spatially dependent information
not captured by the specific energy (or the motor load), can be handled. An example
of such non-linearities is the different process conditions encountered before and
after the temperature maximum in the refining zone. Earlier work has shown that the
residence time of pulp material in these two parts of the refining zone will be dependent
on a complex set of phenomena. In other words the internal states, such as the temperature
measurements provide information indirectly of how the defibration/fibrillation is
carried out in the refiner since it relates to the difficulties for the steam to evacuate
from the refining zone.
[0050] Hence, from a mathematical point of view, the main variables to be controlled are
obtained from the refining zone, i.e. not from the traditional concepts based on motor
load or specific energy control. The essence will be that compared with the traditional
concept soft sensors and measurements from the refining zone provide information which
can be used almost momentarily. Of course, the consistency measured in the blow line
can be used, if available, but the spatial consistency, which is available from the
models, is to be preferred.
[0051] If a refiner line comprising two refiners is controlled a model for the whole line
can be constructed by combining the individual refiner models. For example, neglecting
the mixing effect of the blow-line and only taking the time-delay
D1 into account (which is typically in the order of 5-10 s) we have

[0052] What is actually measured of course varies from installation to installation.
[0053] Normally we would in our application expect these measurements to just be a subset
of the process states, but more generally a model equation describing the relationship
between measurements and states may include a nonlinear function, i.e.

[0054] In each iteration of the control, i.e. any time a new measurement is collected, two
optimization problems have to be solved; one to estimate the state vector x and one
to optimize the future control variables u. Then applying a receding control approach
the control variables for the first time instant are sent to the process, and when
at the next measurement instant optimizations are repeated.
[0055] The present invention describes a way, using among other things temperature and/or
pressure measurements directly in the refining zone, to control and optimize process
conditions in refiners to improve energy efficiency and pulp quality. The procedure
means that the internal states, represented by temperature and/or pressure measurements,
are primarily used to minimize the variations in pulp quality or energy consumption.
Thanks to the availability of the internal states for use in the feedback system,
the number of interaction elements can be minimized in the model based control.
[0056] The present invention presents the solution to the problems described, and concerns
use of robust temperature and/or pressure measurements in combination with available
measurement signals from the process together with a mathematical model to control
both pulp quality and energy input to refiners much faster than what is the case today.
[0057] The principle advantage of the present invention is that thanks to measuring internal
states such as temperature and/or pressure directly in the refining zone a faster
control response may be produced of variables that better correlate to the final pulp
quality than in traditional refiner control concepts. The present invention also provides
a significant improvement over the prior art by introducing model based optimization
involving internal states of the refiner. In an aspect of the invention the method:
- a) involves the temperature (and possibly force) measurements in the refiner, but
not necessarily the motor load. More importantly
- b) it treats the whole two-stage refiner line as one (multi-rate) optimal control
problem, which is described in more detail below.
[0058] A computer program, and a computer program recorded on a computer-readable medium
is disclosed in another aspect of the invention.
BRIEF DESCRIPTION OF THE DRAWINGS
[0059] A more complete understanding of the method and system of the present invention may
be had by reference to the following detailed description when taken in conjunction
with the accompanying drawings wherein:
Figure 1 shows a schematic block diagram of a method and system for controlling a
TMP pulp refining process comprising a first refiner, according to an embodiment of
the invention;
Figure 2 shows the invention according to Figure 1 in which the diagram also shows
a process comprising two refiners, according to an embodiment of the invention;
Figure 3 shows a schematic flowchart of the invention according to Figure 1 or Figure
2 and in particular steps for carrying out a method according to an embodiment of
the invention.
Prior Art
[0060] Figure 4 shows a schematic diagram for a known primary refiner, Figure 5 shows a
known refiner grinding plate arranged with temperature or pressure sensors, and Figure
6 shows a known array of temperature sensors (or pressure sensors) arranged on a refiner
plate.
DESCRIPTION OF THE PREFERRED EMBODIMENTS
[0061] Figure 1 shows a schematic diagram for a method of controlling a TMP pulp refiner.
The diagram shows a process with a single refiner 33, and a first control unit 32.
One or more setpoints 30 are input to the first control unit or control optimiser
32, or similar device with the same function. The first control unit, the control
optimiser, is arranged to manipulate external process variables such as the hydraulic
pressure
Phydr. pressing together the refiner plates, flow of wood chips 5
flow, indicated as
Fp and dilution water 2' indicated as
FD ,as inputs to the process 33. Refined pulp is produced from the process 33. External
variables 37 representing pulp consistency 37 from the process and quality Q from
sampling unit 35 are input to a second control unit, a state estimator 39. Internal
values 36 representing a temperature profile or a pressure profile from inside the
refiner using a sensors as shown 21 in Fig 6, are fed to the state estimator 39. The
state estimator calculates and sends 40 a state estimation
x̂ to the first control unit, the control optimiser 32. In the control optimiser the
estimated state is used as a starting point to calculate the future trajectories of
all state variables based on the process model. The setpoints are then compared with
the model outputs to obtain a control error. This control error is minimised with
the future changes of the manipulated variables as free variables in the optimisation.
[0062] For the primary refiner the manipulated input variables are summarized below in the
vector
u1, 
where
Fp denotes the chip production flow,
FD the dilution water flow and
Phydr the hydraulic pressure applied on the refiner plates. Notice that there are other
potential means to manipulate the force pressing the plates together, such as using
electromechanic devices. When plate gap is measured a cascaded control structure is
also an alternative, where the setpoint for the plate gap is considered as the manipulated
varaiable in the control described in this invention. However, in the sequel
Phydr will be used as a variable to describe all such plate gap changes. For some types
of refiners the inlet pressure
Pinlet may also be available as manipulated variable.
[0063] Similarly the corresponding process state variables are given in
x1 
where ξ
1 is the force (or soft sensor of force) measured inside the refiner,
T1 an array of temperature measurements along the radius inside the refiner,
C1 the blow-line consistency and Q
1 a vector of pulp quality variables such as Canadian standard freeness CSF and mean
fiber length MFL. An alternative to ξ
1 or
T1 is to use the pressure
P1 inside the refiner as a state variable.
[0064] The relationship between
u1 and
x1 may be described by a set of nonlinear differential equations characterized by a
vector valued nonlinear function
f1;

[0065] The main dynamics of the refiner are those for the actuation and sensing (more about
sensing further below). Denoting the output from the controller by
u1c the following linear differential equations approximately describe the inputs to
the refining zone

[0066] The time constant τ is roughly equal for all inputs and typically in the order of
1-5 seconds.
[0067] Alternatively the relationship may be described by Laplace transforms and transfer
functions as

[0068] Figure 2 shows a schematic block diagram for a method of controlling a TMP pulp refiner
line. The diagram shows a process with a first refiner 33, and a second refiner 34,
which are preferably arranged as a primary and a secondary refiner. A first control
unit or control optimiser 32 is supplied with one or more setpoints 30 to the first
control unit or, or similar device with the same function. The first control unit,
the control optimiser, is arranged to manipulate external process variables such as
the hydraulic pressure
Phydr. pressing together the refiner plates, flow of wood chips 5
flow, and dilution water 2' as inputs to the first refiner 33; and hydraulic pressure
Phydr and dilution water 2' to the secondary refiner. Pulp from the first refiner is led
to the second refiner 34 through a blowline (not shown). Refined pulp P is produced
from the secondary refiner 34. The refined pulp is sampled to measure one or more
quality parameters Q. External variables 37 representing pulp consistency (C) from
the primary refiner and quality 38 (Q) from sampling unit 35 are input to a second
control unit, a state estimator 39. Internal values representing a temperature profile
or a pressure profile from inside the refiner at T1 (primary) 36 and T2 (secondary)
36"using a sensors as shown 21 in Fig 6, are fed to the state estimator 39. The state
estimator calculates and sends a state estimation
x̂ to the first control unit, the control optimiser 32. In the control optimiser the
estimated state is used as a starting point to calculate the future trajectories of
all state variables based on the process model. The setpoints are then compared with
the model outputs to obtain a control error. This control error is minimised with
the future changes of the manipulated variables as free variables in the optimisation.
[0069] Commonly two refiners are arranged together in a process, as described for example
in relation to Figure 2 above. For the secondary refiner the manipulated variables
are

which again are dynamically related to the controller output as

[0070] Typical process state variables for the secondary refiner are

[0071] Again an alternative state variable is the pressure
P2 inside the refiner.
[0072] If the blow-line between the primary and secondary refiners is considered static

[0073] However, as indicated in the equation the blow-line itself introduces a time delay
D1, typically in the order of 5-10 s.
[0074] A typical set of measurements can be

where
T1 and
T2 are the temperature measurements (possibly vector valued) in primary and secondary
refiner, respectively,
C1 the measured blow-line consistency out of the primary refiner and
Q2 the pulp quality after the secondary refiner.
[0075] Here all signals may be measured every second except the final pulp quality
Q2 which is measured using a sampling analyzer equipment, typically needing 5 minutes
per sample. Furthermore the same equipment may serve several measurement points why
a sampling interval in practice often is 20-30 minutes. The measurement is often preceded
by a latency chest, which then acts like an anti-aliasing filter.
[0076] The total model becomes a set of nonlinear Differential and Algebraic Equations (DAE),
which are observed in a multi-rate sampled fashion

where

and the state variable
x(
t) is built up by
x1(
t) and
x2(
t) and possibly additional states to account for actuator and sensor dynamics.
[0077] In each iteration of the control, i.e. any time a new measurement is collected, two
optimization problems have to be solved; one to estimate the state vector
x and one to optimize the future control variables. Then applying a receding control
approach the control variables for the first time instant are sent to the process,
and when at the next measurement instant optimizations are repeated.
[0078] For the state estimation the optimization target is to the best estimate of all states
of the refiner using the available measurements. This can be done using a Kalman filter
[7] (or if the model is nonlinear extended Kalman filter) where a stochastic modelling
of the process and measurement noises is deployed. Alternatively we may apply so-called
moving horizon estimation [8]. Then the process and measurement noise are introduced
using slack variables
w and
v in a discretized version of the model

where the integer
k denotes the k:th signal value which is available at time
t = kTs, where
Ts is the sampling interval, i.e. we have for example
xk =
x(
kTs).
[0079] Then moving horizon estimation corresponds to minimizing

subject to, for example,

[0080] Here
P,
R1 and
R2 are weight matrices used for tuning of the estimator, which have a similar interpretation
and importance as the estimate and noise covariance matrices in Kalman filtering.
[0081] As indicated this optimization is typically done over a horizon [
t -
MTs, t]
, if
t is the current measurement time. Since this time interval is in the past we assume
access to historic values of the applied manipulated variables
uk. The first penalty term in the criterion is to create a link from one optimization
window to the next, where
x̂k-M denotes the estimate for this particular time instant from the optimization run at
the previous cycle. What makes this problem nonstandard, though, is that not all elements
of
yk will be available at all sampling instants, creating a multi-rate state estimation
problem. The state estimation produces a starting point for the optimization of future
manipulated variables, where future setpoints
rk are compared with some subset or combination of the state variables
m(
xk) calculated by use of the mathematical process model. A formulation of the optimization
objective may be, for example,

subject to, for example,

[0082] Here the optimization is done using Δ
uk =
uk - uk-1 as free variables, which introduces integral action in the controller.
[0083] In a traditional refiner control concept typical candidate variables to have setpoints
for are primary refiner pulp consistency
C1 and the pulp quality after the secondary refiner
Q2, but the formulation above is in no way restricted to this choice.
[0084] Notice that since the number of manipulated variables are typically more than 2 and
sometimes as many as 6 , it should be possible to have setpoints on more then two
variables. One possibility is, for example, to have setpoints for force and/or peak
temperature inside the refiners. The radial location of the peak temperature is yet
another candidate for setpoints.
[0085] In the optimization problems described above the nonlinear model is used as an equality
constraint, leading to a nonlinear model predictive control problem.
[0086] Alternatively, the model is linearized, resulting in a model of the form

[0087] Notice that due to the multi-rate nature of the measurements, the dimension of the
matrix
C will be time-varying. If such a model is used as equality constraint in the optimization
a (multi-rate) linear model predictive control problem is thus solved instead.
[0088] Figure 3 shows a simplified flowchart for one or more methods according to another
aspect of the invention. The figure shows that the method begins 50 by initializing
the time t. Each cycle starts by retrieving the measured values from the sensors 52.
These measured values (and possibly also historic values in a window of length M)
are then used together with the process model to calculate 53 a state estimate
x̂. This state estimate is then used as a starting point in the forward optimisation
which produces a sequence of changes 55 to the manipulated variables over a future
horizon of length N
u. Applying the receding horizon principle only the first change of manipulated variables
is sent to the actuators 57; after which the time is incremented 58 and the procedure
(52-57) is repeated.
[0089] The methods of condition monitoring as described above and elsewhere in this specification
may be carried out by a computer application comprising computer program elements
or software code which, when loaded in a processor or computer, causes the computer
or processor to carry out the method steps. The method may be described as comprising:
[0090] The methods of controlling and optimizing as described above and elsewhere in this
specification may be carried out by a computer application comprising computer program
elements or software code which, when loaded in a processor or computer, causes the
computer or processor to carry out the method steps. The functions of the methods,
such as the method shown in Figure 3, may be carried out by processing digital functions,
algorithms and/or computer programs and/or by analogue components or analogue circuits
or by a combination of both digital and analogue functions.
[0091] The methods of the invention may, as previously described, be carried out by means
of one or more computer programs comprising computer program code or software portions
running on a computer or a processor. The microprocessor (or processors) comprises
a central processing unit CPU performing the steps of the method according to one
or more facets of the invention. This is performed with the aid of one or more said
computer programs, such as, which are stored at least in part in memory and/or and
as such accessible by the one or more processors. The or each processor may be in
a control unit, or as a separate control optimizer unit or in a state estimator unit
or part thereof, or may as well run in a local or central control system in a local
or distributed computerised control system. It is to be understood that said computer
programs may also be run on one or more general purpose industrial microprocessors
or computers instead of one or more specially adapted computers or processors.
[0092] The computer program comprises computer program code elements or software code portions
that make the computer perform the method using equations, algorithms, data, stored
values and calculations previously described. A part of the program may be stored
in a processor as above, but also in a ROM, RAM, PROM, EPROM or EEPROM chip or similar
memory means. The program in part or in whole may also be stored on, or in, other
suitable computer readable medium such as a magnetic disk, CD-ROM or DVD disk, hard
disk, magneto-optical memory storage means, in volatile memory, in flash memory, as
firmware, stored on a data server or on one or more arrays of data servers. Other
known and suitable media, including removable memory media and other removable flash
memories, hard drives etc. may also be used. The computer programs described may also
be arranged in part as a distributed application capable of running on several different
computers or computer systems at more or less the same time. Programs as well as data
such as start positions, or flag-related information may be made available for retrieval,
delivery or, in the case of programs, execution over the Internet. Data may be accessed
by means of any of: OPC, OPC servers, an Object Request Broker such as COM, DCOM or
CORBA, a web service.
[0093] It should be noted that while the above describes exemplifying embodiments of the
invention, there are several variations and modifications which may be made to the
disclosed solution without departing from the scope of the present invention as defined
in the appended claims.
REFERENCES
[0094]
- [1] J. Lidén, Quality Control of Single Stage Double Disc Chip Refining, Licentiate Thesis,
Mid Sweden University, 2003.
- [2] M.S. Sidhu, R.J. van Fleet and M.R. Dion, System and Method for Controlling a
Thermo-Mechanical Wood Pulp Refiner, US patent US 7,381,303,2008.
- [3] A. Karlström and P. Engstrand. System for continuously measuring pressure and
temperature in the beating zone of refiners. European patent application EP 0 788 407, granted 10 February 1999.
- [4] A. Karlström, A method for guiding the beating in a refiner and arrangement for
performing the method, US Patent US6,024,309,2000.
- [5] O.M. Johansson. Refiner measurement system and method. US patent US6,314,381 Granted Nov 6 2001.
- [6] D. Sikter. Quality Control of Newsprint TMP Refining Process based on Refining Zone
Temperature Measurements, Licentiate Thesis, Chalmers University of Technology, 2007.
- [7] B.D.O Anderson and J.B. Moore. Optimal Filtering. Prentice-Hall, 1979.
- [8] C. V. Rao. Moving Horizon Strategies for the Constrained Monitoring and Control of Nonlinear
Discrete-Time Systems, Ph.D. Thesis, University of Wisconsin, 2000.
1. A method for controlling a process section for thermo-mechanical pulp (TMP) refining,
said process section comprising at least one first refiner having a plurality of temperature
or pressure sensors (21) arranged in a predetermined position (20) on a refiner plate
of said at least one first refiner (33), said method comprising measuring, alternatively
estimating, one or more process variables representing external states outside of
the refiner (η1, Q1) for said process section and measuring, alternatively estimating, one or more values
representing one or more internal states (ζ1) inside said at least one first refiner, and manipulating one or more variables (u1), and calculating a change for said at least one manipulated variable (u1) for said at least one refiner using said measurement of an internal state (ζ1) of said at least one refiner and a measurement of said one or more process external
states (η1, Q1) for said process section by means of a mathematical process model.
2. A method according to claim 1, characterised wherein the mathematical process model
is described by a set of nonlinear differential equations or difference equations
with a vector valued non linear function.
3. A method according to claim 1, characterised wherein the mathematical process model
is described by a set of linear differential equations or difference equations.
4. A method according to claim 1, characterised wherein the mathematical process model
is described by Laplace transforms and transfer functions.
5. A method according to claim 1, characterised by calculating a process change using a measurement in which said internal state is
temperature (T1) which is calculated using an array of temperature measurements along the radius
of a disc inside said at least one refiner.
6. A method according to claim 1, characterised by calculating a process change and changing at least one manipulated variable to affect
a change in a measure or estimate of pulp quality (Q1).
7. A method according to claim 1, characterised by calculating a process change and changing at least one manipulated variable to affect
a change in specific energy input (E1) to or motor load (M1) of said at least one first refiner.
8. A method according to claim 1, characterised by using the mathematical process model to mimimize the deviation between reference
values and measured values, or functions, of internal and/or external states.
9. A method according to claim 1, characterised by using the mathematical process model to mimimize the deviation between reference
values and estimated values of internal and/or external states.
10. A method according to claim 1, characterised by feeding the output from said at least one first refiner into a second refiner such
that said process section comprises a two stage refiner.
11. A method according to claim 10, characterised by calculating a process change for at least one manipulated variable (u2) for the second refiner using said measurement of an internal state (ζ2) of the second refiner and a measurement of said one or more external states (η2, Q2) for said process section by means of a mathematical model.
12. A method according to claim 1, characterised by calculating a process change for at least one manipulated variable of a process section
comprising two or more refiners using said at least one measurement of an internal
state (ζ1, ζ2) for each refiner and a measurement of an external state (η1, η2) for each refiner and at least a quality measurement (Q2) after the second refiner.
13. A method according to claim 1, characterised by calculating a process change for at least one manipulated variable of a process section
comprising two or more refiners using said measurement of an internal state (ζ1, ζ2)) for each refiner and a measurement of an external state (η1 ,η2) for each refiner and a quality measurement (Q2) of the second refiner in order to optimize energy input to said process section.
14. A method according to claim 1, characterised by calculating a process change using a measurement in which said internal state is
pressure (P1) which is calculated using an array of measurements along the radius of a disc inside
said at least one refiner.
15. A computer program for controlling a process section for thermo-mechanical pulp (TMP)
refining comprising software code portions or computer code directly loadable into
the internal memory of a digital compute to cause a computer or processor to carry
out the steps of a method according claim 1.
16. A system including a process section for thermo-mechanical pulp (TMP) refining, said
process section comprising at least one first refiner (33) having a plurality of temperature
or pressure sensors (21) arranged in a predetermined position (20) on a refiner plate
of said at least one first refiner (33) for measuring one or more internal states
(ζ1) inside said at least one first refiner, alternatively an estimating means arranged
for estimating one or more internal states (ζ1) inside said at least one first refiner, a measurement or an estimating means device
for measuring, alternatively estimating, one or more external process variables (η1, Q1) for said process section and, a manipulating means for manipulating one or more
variables (u1), wherein an apparatus is arranged for applying a process change calculated on at
least one manipulated variable (u1) for said at least one refiner using said measurement of an internal state (ζ1) of said at least one refiner and a measurement of said one or more external process
variables (η1, Q1) for said process section by means of a mathematical model to monitor and control
said at least one first refiner.
17. A system according to claim 16, characterized in that one or more of said plurality of sensors (21) are arranged on an active radius of
a beating disc of a refiner in said process section.
18. A system according to claim 16, characterized in that said process section comprises two or more refiners (33, 34) which are arranged connected
in series.
19. A system according to claim 16, characterized in that said process section comprises two or more refiners which are arranged connected
in parallel.
20. A system according to claim 16, characterized in that the system further comprises one or more control units arranged as a control optimiser
(32).
21. A system according to claim 16, characterized in that the system further comprises one or more control units arranged as a state estimator
(39).
22. A system according to claim 16, characterized in that the system further comprises a memory storage device in which are stored one or more
computer programs according to claim 15.
23. Use of a system according to any of claims 16 - 22 to monitor and control a process
handling any from the list of: pulp, paper, wood pulp, cellulose pulp.
1. Verfahren zum Steuern eines Prozessabschnitts für TMP-Refining (Thermo-Mechanical
Pulp), wobei der Prozessabschnitt mindestens einen ersten Refiner mit mehreren Temperatur-
oder Drucksensoren (21) umfasst, die an einer vorbestimmten Position (20) auf einer
Refinerplatte des mindestens einen ersten Refiners (33) angeordnet sind, wobei das
Verfahren das Messen, alternativ Schätzen, einer oder mehrerer Prozessvariablen, die
externe Zustände (η1, Q1) außerhalb des Refiners für den Prozessabschnitt darstellen, und Messen, alternativ
Schätzen, eines oder mehrerer Werte, die einen oder mehrere interne Zustände (ζ1) innerhalb des mindestens einen ersten Refiners darstellen, und Manipulieren einer
oder mehrerer Variablen (u1) und Berechnen einer Änderung für die mindestens eine manipulierte Variable (u1) für den mindestens einen Refiner unter Verwendung der Messung eines internen Zustands
(ζ1) des mindestens einen Refiners und eine Messung des einen oder der mehreren externen
Prozesszustände (η1, Q1) für den Prozessabschnitt mit Hilfe eines mathematischen Prozessmodells umfasst.
2. Verfahren nach Anspruch 1, wobei das mathematische Prozessmodell durch eine Menge
von nichtlinearen Differentialgleichungen oder Differenzengleichungen mit einer vektorwertigen
nichtlinearen Funktion beschrieben wird.
3. Verfahren nach Anspruch 1, wobei das mathematische Prozessmodell durch eine Menge
von linearen Differenzialgleichungen oder Differenzengleichungen beschrieben wird.
4. Verfahren nach Anspruch 1, wobei das mathematische Prozessmodell durch Laplace-Transformationen
und Transferfunktionen beschrieben wird.
5. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung unter Verwendung einer Messung, bei der der interne
Zustand Temperatur (T1) ist, die unter Verwendung eines Arrays von Temperaturmessungen entlang des Radius
einer Scheibe innerhalb des mindestens einen Refiners berechnet wird.
6. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung und Ändern mindestens einer manipulierten Variablen
zum Beeinflussen einer Änderung bei einem Maß oder Schätzwert der Faserstoffqualität
(Q1).
7. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung und Ändern mindestens einer manipulierten Variablen
zum Beeinflussen einer Änderung bei der spezifischen Energieeingabe (E1) in den mindestens einen ersten Refiner oder einer Motorlast (M1) des mindestens einen ersten Refiners.
8. Verfahren nach Anspruch 1, gekennzeichnet durch Verwendung des mathematischen Prozessmodells zum Minimieren der Abweichung zwischen
Referenzwerten und Messwerten oder Funktionen von internen und/oder externen Zuständen.
9. Verfahren nach Anspruch 1, gekennzeichnet durch Verwendung des mathematischen Prozessmodells zum Minimieren der Abweichung zwischen
Referenzwerten und Messwerten von internen und/oder externen Zuständen.
10. Verfahren nach Anspruch 1, gekennzeichnet durch Zuführen der Ausgabe von dem mindestens einen ersten Refiner in einen zweiten Refiner,
so dass der Prozessabschnitt einen zweistufigen Refiner umfasst.
11. Verfahren nach Anspruch 10, gekennzeichnet durch Berechnen einer Prozessänderung für mindestens eine manipulierte Variable (u2) für den zweiten Refiner unter Verwendung der Messung eines internen Zustands (ζ2) des zweiten Refiners und einer Messung des einen oder der mehreren externen Zustände
(η2, Q2) für den Prozessabschnitt mit Hilfe eines mathematischen Modells.
12. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung für mindestens eine manipulierte Variable eines Prozessabschnitts
umfassend zwei oder mehr Refiner unter Verwendung der mindestens einen Messung eines
internen Zustands (ζ1, ζ2) für jeden Refiner und eine Messung eines externen Zustands (η1, η2) für jeden Refiner und mindestens einer Qualitätsmessung (Q2) nach dem zweiten Refiner.
13. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung für mindestens eine manipulierte Variable eines Prozessabschnitts
umfassend zwei oder mehr Refiner unter Verwendung der Messung eines internen Zustands
(ζ1, ζ2) für jeden Refiner und eine Messung eines externen Zustands (η1, η2) für jeden Refiner und einer Qualitätsmessung (Q2) des zweiten Refiners, um die Energieeingabe in den Prozessabschnitt zu optimieren.
14. Verfahren nach Anspruch 1, gekennzeichnet durch Berechnen einer Prozessänderung unter Verwendung einer Messung, bei der der interne
Zustand Druck (P1) ist, der unter Verwendung eines Arrays von Messungen entlang des Radius einer Scheibe
innerhalb des mindestens einen Refiners berechnet wird.
15. Computerprogramm zum Steuern eines Prozessabschnitts für TMP-Refining umfassend Softwarecodeabschnitte
oder Computercode, die direkt in den internen Speicher eines digitalen Computers geladen
werden können, um zu bewirken, dass ein Computer oder ein Prozessor die Schritte eines
Verfahrens nach Anspruch 1 ausführen kann.
16. System mit einem Prozessabschnitt für TMP-Refining, wobei der Prozessabschnitt mindestens
einen ersten Refiner (33) mit mehreren Temperatur- oder Drucksensoren (21) umfasst,
die an einer vorbestimmten Position (20) auf einer Refinerplatte des mindestens einen
ersten Refiners (33) angeordnet sind, zum Messen eines oder mehrerer interner Zustände
(ζ1) in dem mindestens einen ersten Refiner, alternativ ein Schätzmittel ausgelegt zum
Schätzen eines oder mehrerer interner Zustände (ζ1) in dem mindestens einen ersten Refiner, eine Mess- oder ein Schätzmitteleinrichtung
zum Messen, alternativ Schätzen einer oder mehrerer externer Prozessvariablen (η1, Q1) für den Prozessabschnitt und ein Manipulierungsmittel zum Manipulieren einer oder
mehrerer Variablen (u1), wobei eine Vorrichtung ausgelegt ist zum Anwenden einer berechneten Prozessänderung
auf mindestens eine manipulierte Variable (u1) für den mindestens einen Refiner unter Verwendung der Messung eines internen Zustands
(ζ1) des mindestens einen Refiners und einer Messung der einen oder mehreren externen
Prozessvariablen (η1, Q1) für den Prozessabschnitt mit Hilfe eines mathematischen Modells, um den mindestens
einen ersten Refiner zu überwachen und zu steuern.
17. System nach Anspruch 16, dadurch gekennzeichnet, dass einer oder mehrere der mehreren Sensoren (21) auf einem aktiven Radius einer Mahlscheibe
eines Refiners in dem Prozessabschnitt angeordnet sind.
18. System nach Anspruch 16, wobei der Prozessabschnitt zwei oder mehr Refiner (33, 34)
umfasst, die seriell geschaltet angeordnet sind.
19. System nach Anspruch 16, wobei der Prozessabschnitt zwei oder mehr Refiner umfasst,
die parallel geschaltet angeordnet sind.
20. System nach Anspruch 16, dadurch gekennzeichnet, dass das System weiterhin eine oder mehrere Steuereinheiten umfasst, die als ein Steueroptimierer
(32) ausgelegt sind.
21. System nach Anspruch 16, dadurch gekennzeichnet, dass das System weiterhin eine oder mehrere Steuereinheiten umfasst, die als ein Zustandsschätzer
(39) ausgelegt sind.
22. System nach Anspruch 16, dadurch gekennzeichnet, dass das System weiterhin eine Speicherungseinrichtung umfasst, in der ein oder mehrere
Computerprogramme nach Anspruch 15 gespeichert sind.
23. Verwendung eines Systems nach einem der Ansprüche 16-22 zum Überwachen und Steuern
eines Prozesses, der einen beliebigen aus der Liste von Faserstoff, Papier, Holzzellstoff,
Zellulosezellstoff verarbeitet.
1. Procédé de commande d'une section de processus pour le raffinement de pâte à papier
thermomécanique (TMP, Thermo-Mechanical Pulp), ladite section de processus comprenant
au moins un premier raffineur ayant une pluralité de capteurs de température ou de
pression (21) agencés à une position prédéterminée (20) sur un disque de raffineur
dudit au moins un premier raffineur (33), ledit procédé consistant à mesurer, et en
variante, à estimer, une ou plusieurs variables de processus représentant des états
externes à l'extérieur du raffineur (η1, Q1) pour ladite section de processus et à mesurer, et en variante à estimer, une ou
plusieurs valeurs représentant un ou plusieurs états internes (ζ1) à l'intérieur dudit au moins un premier raffineur, et à manipuler une ou plusieurs
variables (u1), et à calculer une variation de ladite au moins une variable manipulée (u1) pour ledit au moins un raffineur en utilisant ladite mesure d'un état interne (ζ1) dudit au moins un raffineur et une mesure desdits un ou plusieurs états externes
du processus (η1, Q1) pour ladite section de processus au moyen d'un modèle de processus mathématique.
2. Procédé selon la revendication 1, caractérisé en ce que le modèle de processus mathématique est décrit par un système d'équations différentielles
non linéaires ou d'équations de différence à l'aide d'une fonction non linéaire à
valeur vectorielle.
3. Procédé selon la revendication 1, caractérisé en ce que le modèle de processus mathématique est décrit par un système équations différentielles
non linéaires ou d'équations de différence.
4. Procédé selon la revendication 1, caractérisé en ce que le modèle de processus mathématique est décrit par des transformées de Laplace et
des fonctions de transfert.
5. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus en utilisant une mesure dans laquelle
ledit état interne est une température (T1) qui est calculée en utilisant un ensemble de mesures de température suivant le rayon
d'un disque à l'intérieur audit au moins un raffineur.
6. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus et par la modification d'au moins une
variable manipulée pour affecter une modification d'une mesure ou d'une estimée de
la qualité d'une pâte à papier (Q1).
7. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus et par la modification d'au moins une
variable manipulée pour affecter une modification d'une énergie spécifique fournie
en entrée (E1) à une charge motrice (M1) dudit au moins un raffineur.
8. Procédé selon la revendication 1, caractérisé par l'utilisation du modèle de processus mathématique pour minimiser l'écart entre des
valeurs de référence et des valeurs mesurées, ou des fonctions, d'états internes et/ou
externes.
9. Procédé selon la revendication 1, caractérisé par l'utilisation du modèle de processus mathématique pour minimiser l'écart entre des
valeurs de référence et des valeurs estimées d'états internes et/ou externes.
10. Procédé selon la revendication 1, caractérisé par l'envoi de la sortie dudit au moins un premier raffineur à un second raffineur de
telle sorte que ladite section de processus comprenne un raffineur à deux étages.
11. Procédé selon la revendication 10, caractérisé par le calcul d'une modification d'un processus pour au moins une variable manipulée
(u2) pour le second raffineur en utilisant ladite mesure d'un état interne (ζ2) du second raffineur et une mesure desdits un ou plusieurs états externes (η2, Q2) pour ladite section de processus au moyen d'un modèle mathématique.
12. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus pour au moins une variable manipulée
d'une section de processus comprenant deux ou plusieurs raffineurs en utilisant ladite
au moins une mesure d'un état interne (ζ1, ζ2) pour chaque raffineur et une mesure d'un état externe (η1, η2) pour chaque raffineur et au moins une mesure de qualité (Q2) après le second raffineur.
13. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus pour au moins une variable manipulée
d'une section de processus comprenant deux ou plusieurs raffineurs en utilisant ladite
mesure d'un état interne (ζ1, ζ2) pour chaque raffineur et une mesure d'un état externe (η1, η2) pour chaque raffineur et une mesure de qualité (Q2) du second raffineur afin d'optimiser l'énergie fournie en entrée à ladite section
de processus.
14. Procédé selon la revendication 1, caractérisé par le calcul d'une modification d'un processus en utilisant une mesure dans laquelle
ledit état interne est une pression (P1) qui est calculée en utilisant un ensemble de mesures suivant le rayon d'un disque
intérieur audit au moins un raffineur.
15. Programme informatique destiné à commander une section de processus pour le raffinement
de pâte à papier thermomécanique (TMP) comprenant des parties de code logiciel ou
un code informatique pouvant être directement chargé dans la mémoire interne d'un
ordinateur numérique afin d'amener un ordinateur ou un processeur à mettre en oeuvre
les étapes d'un procédé selon la revendication 1.
16. Système comportant une section de processus pour le raffinement de pâte à papier thermomécanique
(TMP), ladite section de processus comprenant au moins un premier raffineur (33) ayant
une pluralité de capteurs de température ou de pression (21) agencés à une position
prédéterminée (20) sur un disque de raffineur dudit au moins un premier raffineur
(33) pour mesurer un ou plusieurs états internes (ζ1) à l'intérieur dudit au moins un premier raffineur, et en variante un moyen d'estimation
conçu pour estimer un ou plusieurs états internes (ζ1) à l'intérieur dudit au moins un premier raffineur, un dispositif à moyen de mesure
ou d'estimation pour mesurer, et en variante, pour estimer une ou plusieurs variables
externes du processus (η1, Q1) pour ladite section de processus, et un moyen de manipulation pour manipuler une
ou plusieurs variables (u1), dans lequel un appareil est conçu pour appliquer une modification du processus
calculée sur au moins une variable manipulée (u1) pour ledit au moins un raffineur en utilisant ladite mesure d'un état interne (ζ1) dudit au moins un raffineur et une mesure desdites une ou plusieurs variables externes
du processus (η1, Q1) pour ladite section de processus au moyen d'un modèle de processus mathématique
afin de surveiller et de commander ledit au moins un premier raffineur.
17. Système selon la revendication 16, caractérisé en ce qu'un ou plusieurs de ladite pluralité de capteurs (21) sont agencés sur un rayon actif
d'un disque travailleur d'un raffineur dans ladite section de processus.
18. Système selon la revendication 16, caractérisé en ce que ladite section de processus comprend deux ou plusieurs raffineurs (33, 34) qui sont
agencés en étant reliés en série.
19. Système selon la revendication 16, caractérisé en ce que ladite section de processus comprend deux ou plusieurs raffineurs qui sont agencés
en étant reliés en parallèle.
20. Système selon la revendication 16, caractérisé en ce que le système comprend en outre une ou plusieurs unités de commande conçues en tant
qu'optimiseur de commande (32).
21. Système selon la revendication 16, caractérisé en ce que le système comprend en outre une ou plusieurs unités de commande conçues en tant
qu'estimateur d'état (39).
22. Système selon la revendication 16, caractérisé en ce que le système comprend en outre un dispositif de stockage en mémoire dans lequel sont
stockés un ou plusieurs programmes informatiques selon la revendication 15.
23. Utilisation d'un système selon l'une quelconque des revendications 16-22 pour surveiller
et commander un processus manipulant l'un quelconque d'une pâte à papier, d'un papier,
d'une pâte de bois et d'une pâte cellulosique.