[0001] The invention relates to a method to estimate a load behavior in a laundry treatment
machine. Furthermore, the invention relates to a laundry treatment machine with a
control unit to estimate a load behavior. For example, the laundry treatment machine
is a washing machine or a drying machine or a combined washing and drying machine.
[0002] The estimation of a load inertia at the beginning of a washing cycle has a key role
to set the amount of resources such as water, detergent, bleach and softener and the
amount of energy in order to achieve a good washing performance without wasting resources
and energy. The load inertia is caused by the laundry within the drum of the laundry
treatment machine and varies in a wide range.
[0003] The washing unit is suspended to the cabinet by a set of springs and dampers. This
mechanical system is adjusted to have a resonance frequency at a relatively low angular
speed between 150 rpm and 300 rpm. During the spinning phase, the angular speed of
the drum has to cross this resonance region without interference between the tub and
the cabinet. Due to an increase of the drum size and a loading capacity of the laundry
treatment machine the available space between the tub and the cabinet decreased. As
a consequence, a precise estimation of a load unbalance is required in order to avoid
a mechanical impact between the tub and the cabinet when the resonance region is crossed.
[0004] US 2005/204482 A1 discloses a method to estimate a load inertia and a load unbalance. The estimation
is based on an angular speed signal and a torque signal during an acceleration of
the drum or during superimposition of a dither signal to a substantially constant
angular speed in order to excite the mechanical system of the laundry treatment machine.
[0005] It is an object of the present invention to provide a method to estimate a load behavior
in a laundry treatment machine in an easy, reliable and accurate manner.
[0006] This object is achieved by a method comprising the steps of claim 1. According to
the inventive method the inertia and/or the load torque is determined based on two
operations of the laundry treatment machine with two different speed controller parameters
and bandwidths of the speed controller. The speed controller regulates the angular
speed of the drive motor an is part of the speed control loop. The first operation
can be described by

and the second operation can be described by

wherein

denotes the first torque signal,

denotes the derivative of the first angular speed signal,

denotes the second torque signal,

denotes the derivative of the second angular speed signal,
T̂L denotes the load torque and
Ĵt denotes the total inertia of the laundry treatment machine with regard to a rotation
around the rotational axis.
[0007] Based on equations (1) and (2) the total inertia can be evaluated by

[0008] The load inertia can be evaluated by

wherein
- ĴL
- denotes the load inertia and
- Jm
- denotes the inertia of the laundry treatment machine.
[0009] The inertia
Jm of the laundry treatment machine is known from construction data or can be measured
by running a test without a distributed load inside the drum.
[0010] Furthermore, in case that the load inertia is evaluated according to equation (4),
the load torque can be determined, for example according to equation (1) and/or equation
(2) and/or by means of a load observer as soon as the total inertia
Ĵt is estimated according to equation (3) and the load torque observer is parametrized
accordingly.
[0011] The load torque observer enables an accurate and continuous estimation of the load
torque. The load torque observer can be easily implemented into a control unit of
a laundry treatment machine. Additional hardware components, like sensors, are not
required.
[0012] The advantages of the inventive method are as follows:
The load inertia and the total inertia can be evaluated at a constant angular speed,
for example at 100 rpm, in order to avoid the use of an acceleration ramp and to avoid
the risk of a mechanical impact between the tub and the cabinet. The same applies
for the estimation of a load unbalance based on the load torque. The method can be
used to estimate the dry load at the beginning of the washing cycle without using
an acceleration ramp in order to set the amount of resources and energy. In case of
a combined washing and drying machine or a drying machine the inertia estimation can
be used to stop the drying cycle at a desired moisture retention. Furthermore, the
inventive method can be used to estimate the wet load at the end of the washing cycle
without using an acceleration ramp. The estimated load torque and an estimation of
the load unbalance based thereon can be automatically adapted with the estimated total
inertia. The inventive method can be used in a laundry treatment machine with a large
drum and can be easily implemented in existing control units. The estimation of the
inertia and/or the load torque is not affected by friction or by the speed controller
setting. Furthermore, the estimation of the inertia and/or the load torque just requires
an operation of the laundry treatment machine at a constant angular speed without
the need of an acceleration ramp such that the inertia and/or the load torque can
be estimated in an easy and quick manner.
[0013] A method according to claim 2 ensures an easy, reliable and accurate estimation of
the load behavior. The desired angular speed or the target speed is constant. The
resulting speed fluctuations or speed oscillations depend on the bandwidth of the
speed controller and/or on the controller parameters of the speed controller, on the
mass of the load and on the total inertia. A change of the speed controller parameters
that changes the bandwidth of the speed controller at a constant desired angular speed
results in a change of the speed oscillations and of the drive torque. The angular
speed oscillations about the constant desired angular speed could be, as example,
within +- 10 rpm, or within +- 5 rpm, or within +- 2 rpm.
[0014] A method according to claim 3 ensures an easy, reliable and accurate estimation of
the load behavior. The mass of the load can be estimated in an easy and accurate manner
depending on the load torque. The unbalance mass can be estimated by

wherein
- m̂
- denotes the mass of the load which corresponds to the unbalance mass,
- max(T̂L)
- denotes the maximum of the load torque,
- g
- denotes the gravitational acceleration and
- r
- denotes the drum radius.
[0015] A method according to claim 4 ensures an easy, reliable and accurate estimation of
the load behavior. The angular load position can be estimated by solving

wherein
- Θ̂
- denotes the angular drum position in relation to a reference position,
- σ̂
- denotes the angular relative load position inside the drum,
- T̂L
- denotes the load torque,
- m̂
- denotes the mass of the load which corresponds to the unbalance mass,
- g
- denotes the gravitational acceleration and
- r
- denotes the drum radius.
[0016] The angular load position can be described by

wherein
α̂ denotes the angular position of the load in relation to the reference position
such that

since the load torque has a maximum value, if α̂ = 90°.
[0017] A method according to claim 5 ensures an easy, reliable and accurate estimation of
the load behavior. The total inertia can be easily estimated according to equation
(3). Furthermore, the load inertia can be easily estimated according to equation (4).
[0018] A method according to claim 6 ensures an easy, reliable and accurate estimation of
the load behavior. The signals are transformed into a frequency domain, in particular
by computing a Fourier Transformation (FT). This transformation enables to determine
respective first harmonics of the signals. The first harmonics are used for the subsequent
determination of the inertia and/or the load torque. The determination of the inertia
and/or the load torque is not affected by noise signals. The first harmonics comprise
information about the frequency, the amplitude and the phase of the signals. At least
one of the frequency, the amplitude and the phase are used for the subsequent estimation
of the inertia and/or the load torque.
[0019] A method according to claim 7 ensures an easy, reliable an accurate estimation of
the load behavior. By using the first harmonics of the signals the estimation of the
inertia and/or the load torque is not affected by noise signals. The first harmonics
of the signals are calculated for example by a Fourier Transformation (FT). The first
harmonics comprise information about the frequency, the amplitude and the phase of
the signals. At least one of the frequency, the amplitude and the phase are used for
the subsequent estimation of the inertia and/or the load torque.
[0020] A method according to claim 8 ensures an easy, reliable and accurate estimation of
the load behavior. The angular position and/or the drive torque of the drive motor
can either be measured or estimated. The angular position is used to calculate an
observer error.
[0021] A method according to claim 9 ensures an easy, reliable and accurate estimation of
the load behavior. The observer error is used to estimate and/or correct internal
states of the load torque observer. The internal states of the load torque observer
are in particular the observed angular position, an observed angular acceleration
and the load torque. The observer error is multiplied with observer coefficients or
observer gains. The observer coefficients are used to adapt the accuracy and the behavior
of the load torque observer.
[0022] A method according to claim 10 ensures an easy, reliable and accurate estimation
of the load behavior. The observer error is multiplied with observer coefficients
or observer gains in order to calculate observer signals. These observer signals are
used to estimate and/or correct the internal states of the observer. A first observer
signal is calculated by multiplying a derivative of the observer error with a first
observer coefficient. A second observer signal is calculated by multiplying the observer
error with a second observer coefficient. Furthermore, a third observer signal is
calculated by multiplying the observer error with a third observer coefficient and
by integrating the resulting signal. The load torque depends on the sum of the first
observer signal, the second observer signal and the third observer signal.
[0023] A method according to claim 11 ensures an easy, reliable and accurate estimation
of the load behavior. An observed angular acceleration and in consequence the observed
angular position depends on the total inertia of the laundry treatment machine and
the load. The total inertia is estimated according to equation (3). The total inertia
can be adapted during the operation of the laundry treatment machine, if necessary.
For example, the total inertia increases depending on the wetness of the laundry.
[0024] A method according to claim 12 ensures an easy, reliable and accurate estimation
of the load behavior. Sensorless drive motors are well known and do not comprise an
angular position sensor and an angular speed sensor. Hence, the angular position of
the drive motor is estimated, for example by means of a position and/or speed estimator
or a position and/or speed observer. The load torque observer is preferably provided
with an estimated angular position of the drive motor.
[0025] A method according to claim 13 ensures an easy, reliable and accurate estimation
of the load behavior. The load torque observer is provided with the desired drive
torque of the drive motor. An output signal of the speed controller is used to estimate
the drive torque. This output signal characterizes the desired electromagnetic drive
torque of the drive motor and can be used to estimate the drive torque and/or the
load torque which acts on the drum.
[0026] Furthermore, it is an object of the present invention to provide a laundry treatment
machine which enables to estimate a load behavior in an easy, reliable and accurate
manner.
[0027] This object is achieved by a laundry treatment machine with the features of claim
14. The advantages of the laundry treatment machine according to the invention correspond
to the advantages already described in connection with the method according to the
invention.
[0028] Further features, advantages and details of the invention will be apparent from the
following description of an embodiment which refers to the accompanying drawings.
- Fig. 1
- shows a schematic view of a laundry treatment machine with a drum, a drive motor and
a control unit,
- Fig. 2
- shows a schematic cross sectional view of the drum with a load located inside the
drum,
- Fig. 3
- shows a block diagram of a controller and a load torque observer implemented in the
control unit,
- Fig. 4
- shows a block diagram of the load torque observer in Fig. 3,
- Fig. 5
- shows a flow chart of a method to estimate a total inertia of the laundry treatment
machine and the load with respect to a rotation of the drum around a rotational axis,
- Fig. 6
- shows a time diagram of an angular speed and a drive torque of the drive motor during
a first operation and a second operation of the laundry treatment machine in order
to estimate the total inertia according to the flow chart in Fig. 5,
- Fig. 7
- shows a first torque signal and a first angular acceleration signal during a first
operation and a second torque signal and a second angular acceleration signal during
a second operation of the laundry treatment machine as well as a torque difference
signal and an acceleration difference signal depending on the angular position of
the drum in order to estimate the total inertia, and
- Fig. 8
- shows an estimated load torque depending on an angular position of the drum.
[0029] Fig. 1 shows a laundry treatment machine, namely a washing machine 1 with a cabinet
2 and a washing unit 3. The washing unit 3 comprises a tub 4 and a drum 5. The tub
4 is mounted to the cabinet 2 via dampers 6 and springs 7.
[0030] The drum 5 is mounted in a rotatable manner to the tub 4. The drum 5 is connected
via a drive shaft 8 with a drive motor 9. The drive motor 9 is mounted at a backside
of the tub 4. The drive motor 9 rotates the drum 5 around a horizontal rotational
axis 10.
[0031] The washing machine 1 comprises several lifters 11 to move the laundry. The lifters
11 are mounted in equal angular distances to an inner side of the drum 5.
[0032] Furthermore, the washing machine 1 comprises a control unit 12 to control the operation
of the washing machine 1. The drive motor 9 has an angular position Θ, an angular
speed ω and an angular acceleration ω̇. Due to the stiff drive shaft 8 the angular
position, the angular speed and the angular acceleration of the drum 5 corresponds
to the angular position Θ, the angular speed ω and the angular acceleration ω̇. In
case of belt driven motor, the pulley ratio will be used to evaluate the angular position,
the angular speed and the angular acceleration of the drum starting from the angular
position, the angular speed and the angular acceleration of the motor.
[0033] The load L, namely the laundry inside the drum 5 produces a load torque T
L. In case that the angular speed of the drum 5 is higher than a satelization speed
the load torque T
L can be described by

wherein
m denotes the real mass of the load L,
g denotes the gravitational acceleration,
r denotes the drum radius,

denotes the angular position of the drum in relation to a reference position Θ
0, and
σ denotes the angular relative position of the load L inside the drum, namely an
angle between the position of the load L and a drum reference position.
[0034] The angular position α of the load L can be described by

wherein
- α
- denotes the angular position of the load L in relation to the reference position θ0.
[0035] The angular positions σ and α and the mass m are unknown. The gravitational acceleration
g and the drum radius r are known. The load torque T
L has a maximum value if α = 90° such that

[0036] The drive motor 9 creates a drive torque
Tem which accelerates the drum 5. The drive torque
Tem is superimposed by the load torque T
L.
[0037] The control unit 12 comprises a speed controller 13, a torque controller 14, a first
coordinate transformation 15, a pulse width modulator 16, a position and speed observer
17, a second coordinate transformation 18 and a load torque observer 19.
[0038] The torque controller 14 is part of an inner control loop or a torque control loop
to control the drive torque
Tem of the drive motor 9. For example, the torque controller 14 is a PI controller. The
torque controller 14 is provided with a desired drive torque

and the drive motor currents which are denoted in common with i
abc. The drive motor currents i
abc are transformed by means of the second coordinate transformation 18 into a dq coordinate
system. The corresponding currents are denoted in common with i
dq. The torque controller 14 creates in the dq coordinate system desired voltages which
are denoted in common with v
*dq. The voltages v
*dq are transformed by means of the first coordinate transformation 15 into desired voltages
in an abc coordinate system which are denoted in common with v
abc. The voltages v
abc are provided to the pulse width modulator 16 which creates via a switch circuit currents
i
a, i
b, i
c to operate the drive motor 9 with a torque
Tem which corresponds to the desired torque

.
[0039] The drive motor 9 is designed sensorless, namely without a speed sensor and a torque
sensor. Therefore, the position and speed observer 17 is used to produce an estimated
angular position
Θ̂ and an estimated angular speed ω̂. The position and speed observer 17 is provided
with the voltages v
abc and the currents i
abc. The estimated angular position
Θ̂ is provided to the first coordinate transformation 15 and the second coordinate transformation
18.
[0040] The speed controller 13 is part of an outer control loop or a speed control loop.
The speed controller 13 is provided with the difference of a desired angular speed
ω
∗ and the estimated angular speed ω̂. The output signal of the speed controller 13
is the desired drive torque

.
[0041] The load torque observer 19 evaluates an estimated load torque
T̂L. The load torque observer 19 is provided with the desired drive torque

and the estimated angular position
Θ̂ as input signals. The load torque observer 19 calculates an observer error
eobs which is the difference of the estimated angular position
Θ̂ and an observed angular position
Θobs.
[0042] The load torque observer 19 calculates three observer signals k
1, k
2 and k
3. These observer signals can be described by:

wherein
k1 denotes a first observer coefficient,
k2 denotes a second observer coefficient,
k3 denotes a third observer coefficient,
s denotes a derivator, and
1/s denotes an integrator.
[0043] The observer coefficients are for example set to
K1 = 64,
K2 = 13, and
K3=5.
[0044] The estimated load torque
T̂L can be calculated by

[0045] The load torque observer 19 calculates an observed angular acceleration
ω̇obs by

wherein
Ĵt is the total inertia of those parts of the washing machine 1 which rotate around
the rotational axis 10, in particular of the drum 5 with the balancers 11, of the
drive shaft 8, of the drive motor 9, and of the load L. The total inertia can be described
by

wherein
ĴL denotes the load inertia and Jm denotes the inertia of the washing machine 1. The inertia of the washing machine
1 is known from construction data.
[0046] The load torque observer 19 calculates an observed angular speed ω
obs by integrating the observed angular acceleration ω̇
obs. Furthermore, the load torque observer 19 calculates the observed angular position
Θobs by integrating the observed angular speed
ωobs.
[0047] In the following the estimation of the total inertia
Ĵt is described in detail:
In step S
1 the speed controller 13 is parametrized with first controller parameters P
1. For example, the speed controller 13 is a PI controller.
[0048] In a second step S
2 the drum 5 is accelerated by means of the drive motor 9 as example from 0 rpm to
100 rpm.
[0049] Afterwards, in a third step S
3 the drum 5 is rotated with an essentially constant drum speed ω. During the third
step S
3 the control unit 12 transforms the desired drive torque

and the estimated angular speed ω̂ into the frequency domain by calculating a Fourier
Transformation. The first harmonic of the desired drive torque

is stored in the control unit 12 and is denoted

. Furthermore, the first harmonic information, for example the frequency, the amplitude
and the phase, of the estimated angular speed ω̂ are used to get an estimated angular
acceleration which is denoted

. The estimated angular acceleration

is stored in the control unit 12.
[0050] Afterwards, in a step S
4 the speed controller 13 is parametrized with second controller parameters P
2.
[0051] Afterwards, in a fifth step S
5 the drum 5 is rotated with an essentially constant drum speed ω. During the step
S
5 the control unit 12 transforms the desired drive torque

and the estimated angular speed ω̂ into the frequency domain by calculating a Fourier
Transformation. The first harmonic of the desired drive torque

is stored in the control unit 12 and is denoted

. Furthermore, the first harmonic information, for example the frequency, the amplitude
and the phase, of the estimated angular speed ω̂ are used to get an estimated angular
acceleration which is denoted

. The estimated angular acceleration

is stored in the control unit 12.
[0052] In a subsequent sixth step S6 the total inertia can be calculated by

[0053] The estimated total inertia
Ĵt is used to parametrize the load torque observer 19. Equation (15) is illustrated
in fig. 7.
[0054] After parameterization the load torque observer 19 can be used in a seventh step
to observe and estimate the load torque
T̂L. Furthermore, the load inertia can be calculated by

and the estimated mass
m̂m̂ of the load or the unbalance mass can be calculated by

[0055] The angular position
Θ̂ of the load L is already known. Fig. 8 illustrates the estimated load torque
T̂L.
[0056] The load inertia
ĴL, the load torque
T̂L, the mass
m̂ and the angular load position
Θ̂ characterize the behavior of the load L and can be used for several purposes, for
example to adapt the maximum spinning speed, to compensate the load L by filling the
balancers 11 with water, to estimate the dry load at the beginning of the washing
cycle and to set properly the required amount of water and/or detergent, to estimate
the wet load at the beginning of the spinning cycle and to estimate the remaining
moisture retention during a drying process.
1. Method to estimate a load behavior in a laundry treatment machine with the steps of:
- providing a laundry treatment machine (1) with a drum (5), a drive motor (9) to
rotate the drum (5) around a rotational axis (10) and a controller (13) to regulate
an angular speed of the drive motor (9),
- performing a first operation of the laundry treatment machine (1) with a load (L)
inside the drum (5), wherein the controller (13) is operated with first controller
parameters (Pi),
- determining a first torque signal

and a derivative

of a first angular speed signal of the drive motor (9) based on the first operation,
- performing a second operation of the laundry treatment machine (1) with the load
(L) inside the drum (5), wherein the controller (13) is operated with second controller
parameters (P2),
- determining a second torque signal

and a derivative

of a second angular speed signal of the drive motor (9) based on the second operation,
and
- determining an inertia (Ĵt, ĴL) and/or a load torque (T̂L) caused by the load (L) depending on the first torque signal

, the second torque signal

, the derivative

of the first angular speed signal and the derivative

of the second angular speed signal, wherein the load torque (T̂L) is determined by means of a load torque observer (19).
2. Method according to claim 1, characterized in
that at least one of the first operation and the second operation is performed at a constant
desired target angular speed (ω∗), while in particular a real speed (ω) oscillates according to the controller parameters
(P1, P2) and the load (L).
3. Method according to claim 1 or 2, characterized
by the step of determining a mass (m̂) of the load (L) depending on the load torque (T̂L).
4. Method according to at least one of the preceding claims, characterized
by the step of determining an angular load position (â) of the load (L) depending on the load torque (T̂L).
5. Method according to at least one of the preceding claims, characterized
by the step of determining a total inertia (Ĵt) of the laundry treatment machine (1) and the load (L), wherein in particular a load
inertia (ĴL) is the difference between the total inertia (Ĵt) and a machine inertia (Ĵm).
6. Method according to at least one of the preceding claims,
characterized in
that the first torque signal

, the second torque signal

the first angular speed signal and the second angular speed signal are transformed
into a frequency domain.
7. Method according to at least one of the preceding claims,
characterized in
that a respective first harmonic of the first torque signal

, of the second torque signal

, of the first angular speed signal and of the second angular speed signal are used
to determine the inertia (
Ĵt, ĴL) and/or the load torque (
T̂L).
8. Method according to at least one of the preceding claims,
characterized in
that the load torque observer (19) is provided with an angular position (
Θ̂) of the drive motor (9) and/or a drive torque

of the drive motor (9).
9. Method according to at least one of the preceding claims, characterized in
that the load torque observer (19) determines an observer error (eobs) depending on an angular position (Θ̂) of the drive motor (9) and an observed angular position (Θobs).
10. Method according to at least one of the preceding claims, characterized in
that the load torque observer (19) determines observer signals (ki, k2, k3) depending on an observer error (eobs) and observer coefficients (K1, K2, K3) to determine the load torque (T̂L) and/or an observed angular position (Θobs).
11. Method according to at least one of the preceding claims, characterized in
that the load torque observer (19) determines an observed angular position (Θobs) depending on a total inertia (Ĵt) of the laundry treatment machine (1) and the load (L).
12. Method according to at least one of claims 8 to 11, characterized in that the drive motor (9) is designed sensorless and the angular position (Θ̂) of the drive motor (9) is estimated, in particular by means of a position observer
(17).
13. Method according to at least one of claims 8 to 12,
characterized in that the drive torque

of the drive motor (9) is estimated and/or is the desired drive torque

and the output of the controller (13).
14. Laundry treatment machine with
- a drum (5),
- a drive motor (9) to rotate the drum (5) around a rotational axis (10), and
- a control unit (12) to estimate a load behavior with a controller (13) to regulate
an angular speed of the drive motor (9), wherein the control unit (12) is designed
such that
-- a first operation of the laundry treatment machine (1) with a load (L) inside the
drum (5) is performed, wherein the controller (13) is operated with first controller
parameters (Pi),
-- a first torque signal

and a derivative

of a first angular speed signal of the drive motor (9) are determined based on the
first operation,
-- a second operation of the laundry treatment machine (1) with the load (L) inside
the drum (5) is performed, wherein the controller (13) is operated with second controller
parameters (P2),
-- a second torque signal

and a derivative

of a second angular speed signal of the drive motor (9) are determined based on the
second operation, and
-- an inertia (Ĵt, ĴL) and/or a load torque (T̂L) caused by the load (L) is determined depending on the first torque signal

, the second torque signal

, the derivative

of the first angular speed signal and the derivative

of the second angular speed signal, wherein the load torque (T̂L) is determined by means of a load torque observer (19).