Technical Field
[0001] The present invention relates to, for example, an information processing device for
predicting over-time changes in the amount of waste introduced into a waste hopper
provided in a waste incineration plant.
Background Art
[0002] In general, a waste incineration plant includes: (i) a waste pit for temporarily
storing waste brought by a garbage truck; (ii) a waste hopper into which the waste
in the waste pit is periodically introduced; and (iii) an incinerator for incinerating
the waste introduced into the waste hopper. The waste in the waste pit is mixed with
use of a crane and then introduced into the waste hopper to be incinerated by the
incinerator.
[0003] The waste in the waste hopper is fed into the incinerator in predetermined amounts
to be incinerated, and is therefore gradually reduced. In order to uninterruptedly
and stably supply waste to be incinerated in the incinerator, the waste needs to be
introduced into the waste hopper before waste shortage occurs. For example, Patent
Literature 1 discloses a method of controlling a crane, including (i) calculating
time at which to introduce waste next and (ii) providing the crane with a command
to introduce the waste. The time at which to introduce the waste next is calculated
on the basis of (A) the level (i.e., waste height) to which the waste was introduced
into the hopper by the crane, (B) the weight of the waste introduced, and/or (C) the
waste feeding rate of a waste feeding device which sends the waste from the hopper
into the incinerator.
Citation List
[Patent Literature]
[0004] [Patent Literature 1]
Japanese Patent Application Publication Tokukaihei No.
10-311519 (Publication date: November 24, 1998)
Summary of Invention
Technical Problem
[0005] According to the method disclosed in Patent Literature 1, a time, in which the waste
height in the waste hopper to fall from the upper limit level to the lower limit level,
is estimated by using linear approximations on the basis of the waste feeding rate.
However, the time required for incineration changes in a complex manner depending
on, for example, the characteristics of the waste introduced into the waste hopper.
Therefore, an error occurs in this calculation method. If an error is contained in
the time of the next waste introduction, a greater amount of waste needs be introduced
into the waste hopper than required so that the waste will not be insufficient.
[0006] The present invention has been made in view of the above described problem, and an
object of an aspect of the present invention is to provide an information processing
device or the like capable of highly accurately predicting over-time changes in the
waste height in a waste hopper.
Solution to Problem
[0007] In order to attain the object, an information processing device in accordance with
an aspect of the present invention is an information processing device configured
to predict over-time changes in a waste height of waste in a waste hopper, including:
a measured value obtaining section configured to obtain a measured value of the waste
height at predetermined time intervals; and a predicted pattern information generating
section configured to generate predicted pattern information on the basis of (i) a
measured value obtained during a period from introduction of waste into the waste
hopper to next introduction of waste thereinto and (ii) a past pattern of over-time
changes in the waste height in the waste hopper, the predicted pattern information
indicating over-time changes in the waste height until the next introduction of the
waste.
Advantageous Effects of Invention
[0008] With an aspect of the present invention, it is possible to highly accurately predict
over-time changes in waste height in a waste hopper.
Brief Description of Drawings
[0009]
Fig. 1 is a block diagram schematically illustrating an example of a configuration
of an information processing device in accordance with Embodiment 1 of the present
invention.
Fig. 2 is a view schematically illustrating configurations of a waste pit, a waste
hopper, and an incinerator.
(a) of Fig. 3 is an image of an opening of waste hopper and of a surface of waste
in the waste hopper, which image is captured by a camera provided above the waste
hopper. (b) of Fig. 3 is a view schematically illustrating an example of a waste height
measuring band provided in the waste hopper.
Fig. 4 is a view illustrating a pattern of over-time changes in waste height in the
waste hopper.
Fig. 5 is a flowchart illustrating an example of a flow of a process carried out by
the information processing device.
Fig. 6 is a flowchart illustrating an example of a process of generating predicted
pattern information.
Fig. 7 is a conceptual view illustrating a process in which (i) measured values of
the waste height in the waste hopper are obtained, (ii) predicted pattern information
is generated, and then (iii) time, at which the waste height reaches a predetermined
level, is calculated on the basis of the predicted pattern information thus generated.
Fig. 8 is a view illustrating an example of a display screen which displays at least
one of: (i) predicted pattern information and (ii) predicted time calculated on the
basis of the predicted pattern information.
Fig. 9 is a block diagram schematically illustrating an example of a configuration
of an information processing device in accordance with Embodiment 2 of the present
invention.
Fig. 10 is a view illustrating an example of patterns of schedules of crane operations.
Fig. 11 is a block diagram schematically illustrating an example of a configuration
of an information processing device in accordance with Embodiment 3 of the present
invention.
Fig. 12 is a view illustrating an example of a data structure of a waste characteristic
correction coefficient.
Description of Embodiments
Embodiment 1
[0010] The following description will discuss an embodiment of the present invention in
detail.
(Schematic configuration of waste incineration plant 100)
[0011] First, a waste incineration plant 100, to which the information processing device
1 in accordance with an embodiment of the present invention can be applied, will be
described with reference to Fig. 2. Fig. 2 is a view schematically illustrating configurations
of a waste pit 90, a waste hopper 91, and an incinerator 94.
[0012] As illustrated in Fig. 2, the waste incineration plant 100 includes (i) the waste
pit 90 that temporarily stores waste which is brought by the garbage truck, (ii) the
waste hopper 91, and (iii) the incinerator 94. Furthermore, Fig. 2 shows, for example,
(i) a crane 96, (ii) a camera 92 for capturing, from above, an image of the inside
of the waste hopper 91, (iii) a waste height measuring band 93 provided at a position
so that an image of the waste height measuring band 93 is captured by the camera,
and (iv) a waste feeding device 95 for feeding waste in the waste hopper 91 to the
incinerator 94.
[0013] The waste hopper 91 is a container for storing waste to be fed to the incinerator
94. Waste G introduced into the waste hopper 91 is fed, by the waste feeding device
95, through a waste guiding path at the bottom part of the waste hopper 91 to a grate
98 of the incinerator 94, and incinerated in the incinerator 94. After the waste has
been introduced into the waste hopper 91, the waste is fed to the incinerator 94 in
a plurality of times (e.g., 10 times to 20 times). The amount and height of the waste
in the waste hopper 91 therefore show a fluctuation pattern of (i) rapidly increasing
when the waste is introduced and then (ii) decreasing over time. The pattern of the
over-time changes in the waste height in the waste hopper 91 will be described later
with concrete examples.
[0014] The camera 92 and the waste height measuring band 93 are provided for measuring
the waste height in the waste hopper 91. An upper end part of the waste height measuring
band 93 is fixed to an upper end part of the waste hopper 91 so that the waste height
measuring band 93 hangs toward the inner side of the waste hopper 91. The camera 92
is provided at a position so as to be able to capture images of a surface of the waste
G in the waste hopper 91 and the waste height measuring band 93. The camera 92 and
the waste height measuring band 93 will be described later.
[0015] The crane 96 is used to move and mix the waste G in the waste pit 90 and to introduce
the waste G inside the waste pit 90 into the waste hopper 91. The crane 96 includes
a bucket 97 suspended with use of a wire. Opening and closing actions of the bucket
97 allow the crane 96 to grab waste in the waste pit 90 and drop the grabbed waste.
[0016] The crane 96 is a crane controlled by a crane control device 4 (not illustrated).
The crane 96 includes, for example, the bucket 97 described above and the wire for
vertically moving the bucket 97. A command from the crane control device 4 controls
the crane 96 to (i) move along a rail provided above the waste pit 90 and the waste
hopper 91 and (ii) carry out a commanded operation. For example, when a command to
mix the waste G in the waste pit 90 is given, the crane 96 lowers the bucket 97 to
an instructed position in the waste pit 90 at which to grab the waste, and grabs the
waste at the position. Then, the crane 96 moves the bucket 97 to an instructed position
at which the waste is to be released, and the crane 96 opens the bucket 97 at the
indicated position to carry out mixing. That is, an operation of mixing the waste
is an operation to grab and drop the waste. In addition, when a command is given to
introduce the waste inside the waste pit 90 into the waste hopper 91, the crane 96
then (i) grabs the sufficiently mixed waste G in the waste pit 90, (ii) moves the
bucket 97 to the position above the waste hopper 91, and (iii) drops the grabbed waste
G into the waste hopper 91.
(Camera 92 and waste height measuring band 93)
[0017] The camera 92 and the waste height measuring band 93 provided for measuring the waste
height in the waste hopper 91 will be described next with reference to Fig. 3. (a)
of Fig. 3 is a waste hopper image of an opening of the waste hopper 91 and of the
surface of the waste G in the waste hopper 91, which waste hopper image is captured
by the camera 92 provided above the waste hopper.
[0018] The camera 92 is, for example, a CCD camera. While the waste incineration plant 100
is operating, the camera 92 captures waste hopper images as illustrated in (a) of
Fig. 3. A waste hopper image is transmitted from the camera 92 to the waste height
measuring device 2 (not illustrated). The waste height measuring device 2 measures
the waste height at a time point of capturing the waste hopper image by, through analysis
of the captured image, calculating the length of a part of the waste height measuring
band 93, which part is exposed above the surface of the waste in the image received.
[0019] The waste height measuring band 93 can be configured to have, for example, a scale
indicating distances from the lowest portion (bottom part) of the waste hopper 91.
(b) of Fig. 3 is a view schematically illustrating an example of the waste height
measuring band 93 provided in the waste hopper 91. For example, the waste height measuring
band 93 can have horizontal lines at positions corresponding to predetermined waste
height levels (L1 to L3). A distance between the waste height level (one of L1 to
L3) and the current waste height can be measured on the basis of, for example, (i)
which of these lines is exposed at an upper surface of the waste G and (ii) a distance
between the exposed line and the surface of the waste. For example, (a) of Fig. 3
shows that the lines of the waste height level L1 and L2 are exposed, and the line
of the waste height level L3 is not exposed because the line of the waste height level
L3 is buried in the waste G.
[0020] Note that if three levels, L1 to L3, are to be set as predetermined waste height
levels, for example, a reintroduction possible level L1, an introduction command level
L2, and a waste insufficiency level L3 can be set, respectively. Note also that more
than three levels can be set as predetermined waste height levels.
[0021] Note that the reintroduction possible level L1 is a level (waste height) at which
waste does not overflow from the waste hopper 91 even if the waste is introduced into
the waste hopper 91. Ordinarily, at this stage, no waste is to be introduced, and
the operation of moving and mixing the waste in the waste pit 90 is prioritized.
[0022] The introduction command level L2 is a level (waste height) at which a next command
to introduce waste into the waste hopper 91 is given. When the introduction command
level is reached, a command to introduce waste into the waste hopper 91 is given.
After a command to introduce waste is given to the crane 96, it takes a certain period
of time until the waste is actually introduced into the waste hopper 91. This is because
the following actions (1) to (4) are ordinarily necessary: (1) to move the crane 96
to a predetermined position where mixed waste in the waste pit 90 is present, (2)
to grab the waste, (3) to move the crane 96 to the position corresponding to the waste
hopper 91, and (4) to introduce the waste inside the bucket 97 into the waste hopper
91. The introduction command level L2 is preferably set in view of a time required
for the actions (1) to (4).
[0023] The waste insufficiency level L3 is a level (waste height) at which the waste to
be sent from the waste hopper 91 to the incinerator 94 becomes insufficient (so-called
"waste run-out" state). The incineration plant 100 is operated while the waste height
in the waste hopper 91 is regulated so that the waste height does not reach the waste
insufficiency level L3.
(Pattern of over-time changes in waste height in waste hopper 91)
[0024] Next, a typical pattern of changes in the waste height in the waste hopper 91 over
time will be described with reference to Fig. 4. Fig. 4 is a view illustrating a pattern
of the over-time changes in the waste height in the waste hopper 91. In Fig. 4, the
vertical axis indicates the waste height in the waste hopper 91, and the horizontal
axis indicates time.
[0025] As described earlier, waste G introduced into the waste hopper 91 is fed by the
waste feeding device 95 through a waste guiding path at the bottom part of the waste
hopper 91 to the grate 98 of the incinerator 94, and incinerated in the incinerator
94. Therefore, as the waste is fed from the inside of the waste hopper 91 to the incinerator
94, the waste height in the waste hopper gradually decreases. When the waste height
in the waste hopper 91 decreases to a height between the reintroduction possible level
L1 and the waste insufficiency level L3, the next waste introduction is carried out.
This causes the waste height in the waste hopper to rapidly rise. In this manner,
the waste height in the waste hopper 91 periodically repeats such a fluctuation as
rapid increases and gradual decreases. Hereinafter, a period from introduction of
waste into the waste hopper 91 to the next introduction of waste, that is, a period
in which the waste height gradually decreases after introduction of the waste will
be referred to as "cycle".
[0026] A cycle T1 indicates a period from the introduction of waste into the waste hopper
91 until the next introduction of waste. This also applies to a cycle T2 and a cycle
T3. A cycle T4 is shown in such a manner as to be divided into (i) the first half
(period T4-1) starting at the waste introduction following the period T3 and ending
when the waste height is measured three times and (ii) the second half (period T4-2)
in which the waste height has not yet been measured.
[0027] In Fig. 4, some of the measured waste heights are indicated by "x" marks, black stars,
black circles, and black triangles, and some of the predicted values of the waste
heights are indicated by a hollow star, a hollow circle, and a hollow triangle.
[0028] The information processing device 1 predicts over-time changes in the waste height
in the waste hopper 91 in each cycle. Specifically, in the cycle T4, the information
processing device 1 generates predicted pattern information which indicates over-time
changes in waste heights in the period T4-2 on the basis of (i) the measured values
(the "x" marks in the period T4-1) obtained up to the current time and (ii) the patterns
of the over-time changes in waste heights in the waste hopper 91 in the past cycles.
As will be described in detail later, the information processing device 1 uses the
generated predicted pattern information to predict (i) predicted time t1 at which
the waste height will reach the reintroduction possible level L1, (ii) predicted time
t2 at which the waste height will reach the introduction command level L2, and (iii)
predicted time t3 at which the waste height will reach the waste insufficiency level
L3. Hereinafter, a time elapsed from a time point at which one cycle started will
be simply referred to as "time".
(Configuration of information processing device 1)
[0029] The configuration of the information processing device 1 in accordance with an embodiment
of the present invention will be described next with reference to Fig. 1. Fig. 1 is
a block diagram schematically illustrating an example of the configuration of the
information processing device 1.
[0030] The information processing device 1 includes (i) a control section 10 which collectively
controls each section of the information processing device 1 and (ii) a storage section
20 which stores various data used by the information processing device 1. The control
section 10 includes a measured value obtaining section 11, a predicted pattern information
generating section 12, and a period determining section 13. The storage section 20
stores past pattern information 21. The past pattern information 21 is information
indicating past patterns of over-time changes in waste heights in the waste hopper
91 of the waste incineration plant 100. The past pattern information 21 includes information
indicating the plurality of patterns above. In the example illustrated in (c) of Fig.
7, the waste height, the time, and the probability are normalized.
[0031] The waste height measuring device 2 measures the waste height in the waste hopper
91 at predetermined time intervals (e.g., every minute). Specifically, the waste height
measuring device 2 carries out the following (1) to (3): (1) to obtain a waste hopper
image at predetermined time intervals, (2) to analyze (i) a region corresponding to
the waste height measuring band 93 included in the waste hopper image and (ii) a region
corresponding to a surface of waste G in the waste hopper 91, and (3) to measure a
value of the waste height in the waste hopper 91 at a time point at which the waste
hopper image was captured. Note that the method of measuring the waste height is not
limited to the method in this example, but can be a method in which, for example,
a sensing device such as a distance sensor is used.
[0032] The measured value obtaining section 11 obtains a measured value of the waste height
of the waste in the waste hopper 91 at predetermined time intervals. For example,
the measured value obtaining section 11 obtains the measured value of the waste height
in the waste hopper 91 each time the waste height is measured by the waste height
measuring device 2. In addition, the measured value obtaining section 11 sequentially
stores the obtained measured values in the storage section 20.
[0033] The predicted pattern information generating section 12 generates predicted pattern
information. Note that predicted pattern information is information indicating over-time
changes obtained on the basis of (i) a measured value obtained during a period from
introduction of waste into the waste hopper to next introduction of waste thereinto
and (ii) a past pattern of over-time changes in the waste height in the waste hopper
91, the predicted pattern information indicating over-time changes in the waste height
until the next introduction of the waste. For example, the information can indicate
over-time changes in the waste height from a time point at which the measured value
was last obtained to a time point at which waste is to be introduced into the waste
hopper 91 next. In this example, predicted pattern information is a curve indicating
over-time changes in a predicted value of a waste height, which predicted value follows
a measured value obtained. However, the predicted pattern information is not limited
to this example. For example, the predicted pattern information can be a non-linear
function that approximately represents over-time changes in waste height in the future.
If the predicted pattern information is an approximate function, any non-linear function
can be used. The predicted pattern information generating section 12 generates new
predicted pattern information each time waste is introduced into the waste hopper
91.
[0034] With use of the predicted pattern information generated by the predicted pattern
information generating section 12, the period determining section 13 determines a
waste introduction period from a time point at which the waste height in the waste
hopper 91 reaches the reintroduction possible level L1 to a time point at which the
waste height reaches a predetermined lower limit. Note that the predetermined lower
limit can be, for example, the waste insufficiency level L3. In this case, the waste
introduction period is a period in which the waste height in the waste hopper 91 is
(i) equal to or less than the reintroduction possible level L1 and (ii) higher than
the waste insufficiency level L3. Based on the predicted pattern information generated
by the predicted pattern information generating section 12, the period determining
section 13 can calculate predicted times t1 to t3 as predicted times at which the
waste height in the waste hopper 91 reaches the reintroduction possible level L1,
the introduction command level L2, and the waste insufficiency level L3, respectively.
(Overview of process carried out by information processing device 1)
[0035] A flow of the process carried out by the information processing device 1 will be
described with reference to Fig. 5. Fig. 5 is a flowchart illustrating an example
of a flow of the process carried out by the information processing device 1.
[0036] Each time the waste height measuring device 2 measures a waste height in the waste
hopper 91, the measured value obtaining section 11 obtains a measured value which
is a measurement result (Step S1).
[0037] The predicted pattern information generating section 12 then (i) receives the measured
values from the measured value obtaining section 11 and (ii) reads out, from the past
pattern information 21, a pattern of the past over-time changes in the waste height
in the waste hopper 91 (Step S2). Then, the predicted pattern information generating
section 12 generates predicted pattern information indicating the over-time changes
in the waste height in the waste hopper 91 from a time point at which the measured
value was last obtained to a time point at which the next waste introduction is to
be carried out (Step S3). The step S3 will be described later in detail with reference
to Fig. 6.
[0038] Next, based on the predicted pattern information generated in the step S3, the period
determining section 13 calculates a predicted time at which the waste height in the
waste hopper 91 reaches a predetermined level (Step S4). The period determining section
13 can determine the above described waste introduction period.
[0039] The information processing device 1 outputs, to an external device (e.g., the display
device 3), at least one of the predicted pattern information and the predicted time
(Step S5). The output control in the step S5 can be carried out by the predicted pattern
information generating section 12 if the predicted pattern information is to be outputted,
and can be carried out by the period determining section 13 if the predicted time
is to be outputted. In addition, a block for controlling the output of these pieces
of information can be added to the control section 10 so as to carry out the output
control in the step S5.
[0040] Next, the measured value obtaining section 11 determines whether or not the next
waste has been introduced into the waste hopper 91 (Step S6). Because the crane 96
is driven when the waste is to be introduced, the above determination can be carried
out on the basis of whether or not a signal, which indicates that the crane 96 has
taken an action to introduce the waste, has been received from the crane control device
4. Note that this determining method is not limited to any particular one. For example,
when a change in the waste height measured by the waste height measuring device 2
shifts from decreasing to increasing, it can be determined that the next waste has
been introduced.
[0041] If the measured value obtaining section 11 determines in the step S6 that the next
waste has not been introduced (NO in the step S6), the process returns to the step
S1 to obtain the next measured value. In this case, the predicted pattern information
generating section 12 generates predicted pattern information which corresponds to
a series of the measured values obtained through adding, by the subsequent processes
in the steps S2 and S3, new measured values to the measured values which have been
obtained. By thus generating new predicted pattern information on the basis of newly
obtained measured values, it is possible to improve prediction accuracy as one cycle
progresses.
[0042] If the measured value obtaining section 11 determines in the step S6 that the next
waste has been introduced (YES in the step S6), the measured value obtaining section
11 also obtains measured values of the waste height (Step S7). After the step S7,
the process proceeds to the step S2. In this case, the predicted pattern information
generating section 12 generates predicted pattern information which corresponds to
the measured values measured for newly introduced waste by the processes in the steps
S2 and S3.
[0043] After completion of one cycle, the predicted pattern information generating section
12 can add, to the past pattern information 21 stored in the storage section 20, predicted
pattern information generated by using the measured values obtained in the cycle.
(Generation of predicted pattern information)
[0044] Next, a flow of a process in which predicted pattern information is generated will
be described with use of Fig. 6 while reference to Fig. 7 is also made. Fig. 6 is
a flowchart illustrating an example of a process of generating predicted pattern information.
Fig. 7 is a view illustrating a process in which (i) measured values of the waste
height in the waste hopper 91 are obtained, (ii) predicted pattern information is
generated, and then (iii) time, at which the waste height reaches a predetermined
level, is calculated on the basis of the predicted pattern information thus generated.
[0045] Fig. 6 shows an example of a flow of the process carried out by the predicted pattern
information generating section 12. The prediction information generating section 12,
which carries out the process illustrated in Fig. 6, obtains a probability distribution
of over-time changes in the waste height by statistically analyzing a plurality of
past patterns of over-time changes in the waste heights, which over-time changes include
those similar to over-time changes in the measured values. Based on this probability
distribution, the predicted pattern information generating section 12 generates predicted
pattern information.
[0046] First, the predicted pattern information generating section 12 extracts, from the
past pattern information 21, a plurality of past patterns of over-time changes in
waste heights, which over-time changes include those similar to the over-time changes
in the measured values of the waste height in the waste hopper 91 (Step S31). The
over-time changes in the measured values of the waste height in the waste hopper 91
are obtained by the measured value obtaining section 11 during a period from a starting
time point of one cycle to a prediction starting time point t0. The predicted starting
time point t0 means a time point at which the predicted pattern information generating
section 12 starts generating predicted pattern information. (a) of Fig. 7 illustrates
the over-time changes in the waste heights over the time points at which the measured
value obtaining section 11 obtained the measured values P1 to P3. (b) of Fig. 7 illustrates
four patterns of over-time changes in waste heights, which (i) have been extracted
by the predicted pattern information generating section 12 from the past pattern information
21 and (ii) include those similar to the over-time changes in waste height over the
measured values P1 to P3. The past patterns stored in the past pattern information
21 are preferably normalized in terms of waste height and time. This allows the predicted
pattern information generating section 12 to extract, from pieces of past pattern
information on cycles under various past circumstances, past pattern information on
over-time changes similar to tendency of over-time changes in the waste height in
the current cycle.
[0047] The predicted pattern information generating section 12 then statistically analyzes
the extracted past pattern of the over-time changes in the waste height so as to calculate
a probability distribution of the over-time changes in the waste height (Step S32).
(c) of Fig. 7 illustrates a probability distribution showing how the waste height
will change over time in the future, which probability distribution is calculated
by statistically analyzing the extracted pattern of the over-time changes in the waste
height in the past.
[0048] Then, the predicted pattern information generating section 12 generates, as predicted
pattern information, a pattern of over-time changes in the waste height, which are
most probable in the calculated probability distribution (Step S33). In (d) of Fig.
7, the broken line Z indicates a curve showing over-time changes in the waste height
with the highest probability of occurring (i.e., of being measured) in the probability
distribution as illustrated in (c) of Fig. 7. Note that this curve is also a velocity
approximation curve indicating the most probable rate at which waste is fed from the
inside of the waste hopper 91 to the incinerator 94.
[0049] The predicted pattern information generating section 12 generates predicted pattern
information as indicated with the solid line (corresponding to the broken line Z in
(d) of Fig. 7) illustrated in (e) of Fig. 7, and the process proceeds to the step
S4 illustrated in Fig. 5. As illustrated in (e) of Fig. 7, predicted time t1 (plotted
with the star in the (e) of Fig. 7), at which the waste height will reach the reintroduction
possible level L1, can be predicted by using the generated predicted pattern information.
Likewise, it is also possible to predict (i) predicted time t2 (plotted with the hollow
circle in (e) of Fig. 7) at which the waste height will reach the introduction command
level L2 and (ii) predicted time t3 (plotted with the hollow triangle in (e) of Fig.
7) at which the waste height will reach the waste insufficiency level L3.
[0050] By thus predicting a time until the next waste introduction with high accuracy,
it is possible to optimize an operation schedule of the crane 96 during the period
until the next introduction of waste into the waste hopper 91. This makes it possible
to efficiently carry out an operation such as transferring and mixing the waste in
the waste pit 90, and therefore further improves the homogenization of the waste in
the waste pit 90. If the homogeneity of the waste introduced into the waste hopper
91 is improved, it is also possible to improve combustion stability of the waste in
the incinerator.
<Variations>
[0051] In the above example, the predicted pattern information generating section 12 generated
predicted pattern information by using a statistical analysis method. However, the
method of generating predicted pattern information is not limited to this example.
The predicted pattern information generating section 12 can generate predicted pattern
information by calculating a predicted value of a waste height to be measured next,
through applying a time series estimation technique such as the Kalman filter.
[0052] The predicted pattern information generating section 12 can be configured to obtain
a measured value of the waste height at predetermined time intervals from the measured
value obtaining section 11 so as to repeatedly calculate a predicted value of the
waste height at a time point which is a predetermined time ahead of the current time
point. For example, the predicted pattern information generating section 12 can employ
the Kalman filter for such a configuration. In such a case, for example, the predicted
pattern information generating section 12 can be configured to employ, as a predicted
value of the next waste height, data outputted from the Kalman filter in response
to inputting of the following (1) and (2) into the Kalman filter: (1) the current
waste height observed; and (2) a predicted value calculated a predetermined time earlier.
For example, if the predicted value of the waste height a predetermined time after
obtaining of the measured value P3 is to be calculated, the predicted pattern information
generating section 12 inputs, into the Kalman filter, (i) the measured value P3 and
(ii) a predicted value outputted at a time point at which the measured value P2 is
observed.
[0053] Alternatively, based on the over-time changes in the measured values (e.g., P1 to
P3 of Fig. 7) obtained by the measured value obtaining section 11, the predicted pattern
information generating section 12 can estimate the current (at a time point at which,
for example, the measured value P3 of Fig. 7 is measured) rate at which waste is being
fed from the inside of the waste hopper 91 to the incinerator 94. In this case, with
use of the estimated rate, the predicted pattern information generating section 12
generates predicted pattern information by calculating a predicted value corresponding
to the waste height to be measured next.
[0054] Furthermore, based on an error between the waste height measured following the measured
value P3 of Fig. 7 (e.g., measured value P4) and the predicted value calculated above,
the predicted pattern information generating section 12 can re-estimate the rate at
which the waste is fed from the inside of the waste hopper 91 to the incinerator 94
at the time point at which the measured value P4 is measured. In this case also, with
use of the estimated rate, the predicted pattern information generating section 12
generates predicted pattern information by calculating a predicted value corresponding
to the waste height to be measured next.
[0055] Each time a measured value is obtained, the predicted pattern information generating
section 12 can thus estimate the current rate at which the waste is being fed from
the inside of the waste hopper 91 to the incinerator 94. In this case also, it is
possible that, with use of the estimated rate, the predicted pattern information generating
section 12 generates predicted pattern information by sequentially calculating, by
using the time series estimation technique, a predicted value corresponding to the
waste height to be measured next.
[0056] Alternatively, the predicted pattern information generating section 12 can be configured
to generate predicted pattern information by using, for example, any of the following
methods: regression analysis, multiple regression analysis, AR model (autocorrelation
model), ARIMA model (autoregressive integrated moving average model), SARIMA model
(seasonal autoregressive integrated moving average model), and LSTM (a kind of deep
learning).
(Displaying example)
[0057] It is possible that in the step S5 of Fig. 5, at least one of the following is outputted
to the display device 3: (i) predicted pattern information generated by the predicted
pattern information generating section 12 and (ii) predicted time calculated by the
period determining section 13. Fig. 8 is a view illustrating an example of a display
screen which displays at least one of: (i) predicted pattern information and (ii)
predicted time calculated on the basis of the predicted pattern information.
[0058] The display device 3 illustrated in (a) of Fig. 8 displays the waste hopper image
of the opening of the waste hopper 91 and of the surface of the waste G in the waste
hopper 91, which waste hopper image is captured by the camera 92 provided above the
waste hopper. In the example of (a) of Fig. 8, a display region 31 displays "Time
required until re-introduction: 123 seconds". If a time required until re-introduction
is possible is to be displayed, the period determining section 13 can (i) calculate
predicted time t1 at which the waste height reaches the reintroduction possible level
L1 and (ii) calculate, as the required time, a time from the current to the predicted
time t1. In the example of (a) of Fig. 8, the display region 31 is located at an upper
end part of the display screen. However, the location of the display region 31 is
not limited to the upper end part, provided that the visibility of the waste hopper
image is secured.
[0059] (b) of Fig. 8 is an example of the display screen showing the over-time changes in
the waste height in the waste hopper 91. As in this example, the display device 3
can display, for example, (i) measured values of the waste height in the waste hopper
91, (ii) past patterns of the over-time changes in the waste heights, and (iii) predicted
pattern information generated. As illustrated in a display region 32 of (b) of Fig.
8, the display screen can display the predicted time t1, the predicted time t2, and
the predicted time t3. In the example of (b) of Fig. 8, the display screen displays
(i) predicted pattern information generated at a time point 15 minutes after the waste
was introduced into the waste hopper 91 and (ii) over-time changes in the waste height
in the waste hopper 91 with respect to the reintroduction possible level.
[0060] In this example, the display screen is displaying (i) measured values at time points
(plotted with squares in the (b) of Fig. 8) obtained by the measured value obtaining
section 11 around 16 minutes to 18 minutes after the introduction of the waste and
(ii) predicted pattern information generated by the predicted pattern information
generating section 12 by using hollow circles and a thick solid line. In this example,
the display screen is also displaying the following predicted times determined by
the period determining section 13 on the basis of the predicted pattern information
generated (see the display region 32 in (b) of Fig. 8): the predicted time "27.23
(min)" at which the waste height of the waste in the waste hopper 91 reaches the reintroduction
possible level; predicted time "31.28 (min)" at which the waste height reaches the
introduction command level; and the predicted time "35.08 (min)" at which the waste
height reaches the waste insufficiency level. In the example of (b) of Fig. 8, with
use of the solid lines (corresponding to the broken lines in (d) of Fig. 7), the display
screen displays a plurality of past patterns of over-time changes in the waste heights,
which patterns (i) were used for generating the predicted pattern information and
(ii) include over-time changes similar to the over-time changes in the measured values.
However, it is not essential to display these pieces of information.
[0061] By causing the display device 3 to thus display at least one of the predicted pattern
information and the predicted time determined on the basis of the predicted pattern
information, for example, a person monitoring the operation status of the waste incineration
plant 100 can be properly notified of information concerning (i) the current state
of the waste height in the waste hopper 91 and (ii) time at which waste is to be introduced
next.
Embodiment 2
[0062] The following description will discuss another embodiment of the present invention.
For convenience, members which are identical in function to the members described
in Embodiment 1 are given respective identical reference signs, and descriptions of
those members are not repeated.
(Configuration of information processing device 1a)
[0063] With use of certain information, the information processing device 1a can (i) determine
a schedule of an operation to be carried out by the crane 96 and (ii) give a command
to the crane control device 4 according to the schedule thus determined. Examples
of the certain information encompass: the predicted time t1 at which the waste height
in the waste hopper 91 reaches the reintroduction possible level L1; the predicted
time t2 at which the waste height reaches the introduction command level L2; and the
predicted time t3 at which the waste height reaches the waste insufficiency level
L3. With the information processing device 1a having such a configuration, it is possible
to automate the control of the crane operation. The information processing device
1a having such a configuration will be described below.
[0064] The configuration of the information processing device 1a will be described here
with reference to Fig. 9. Fig. 9 is a block diagram schematically illustrating an
example of the configuration of the information processing device in accordance with
Embodiment 2 of the present invention.
[0065] A control section 10a of the information processing device 1a includes a measured
value obtaining section 11, a predicted pattern information generating section 12,
a period determining section 13, a schedule determining section 14, and a command
output section 15. In addition to the past pattern information 21, the storage section
20a of the information processing device 1a also stores waste information 22 and operation
requiring time data 23.
[0066] The waste information 22 is information including, for example, (i) information concerning
the current status of waste (the degree to which a mixing operation and a transfer
operation are required) in the present waste pit 90 and (ii) information concerning
the characteristics of the waste introduced into the waste hopper 91.
[0067] The operation requiring time data 23 is data concerning time which is reserved for
carrying out operations to "mix", "transfer", and "introduce" waste by the crane 96.
[0068] The schedule determining section 14 is configured to (i) determine the next execution
time at which waste is to be introduced into the waste hopper 91 during a waste introduction
period and (ii) determine the number of times and execution time(s) of an operation
to be carried out in the waste pit 90 before the next execution time. For example,
reference is made to the waste information 22 and the operation requiring time data
23. Then, if there are a plurality of operations to be carried out by the crane 96
before waste is introduced into the waste hopper 91 next, the schedule determining
section 14 determines the types of the operations, the combinations of the operations,
and the order of the operations as a crane operation schedule.
[0069] The command output section 15 gives a command to the crane control device 4 so that
the action of the crane 96 will be controlled on the basis of the schedule thus determined
by the schedule determining section 14.
[0070] It is thus possible that the information processing device 1a determines a schedule
of operations to be carried out by the crane 96, and gives a command to the crane
control device 4 according to the schedule thus determined. A schedule, in which crane
operations are efficiently combined, is determined by the information processing device
1a, and the crane is controlled according to the schedule. This makes it possible
to produce efficiency in the operations to be carried out by the crane 96.
(Operation schedule)
[0071] Fig. 10 is a view illustrating an example of patterns of schedules of crane operations
as determined by the schedule determining section 14. The patterns 1 to 4 illustrated
in Fig. 10 are exemplary patterns of schedules in a case where the following three
crane operations are combined: "mixing", "transfer" and "introduction". However, the
patterns are not limited to these examples.
[0072] The pattern 1 is a schedule in which only mixing operations to mix waste in the waste
pit 90 are repeated (four times in the example illustrated in Fig. 10) before waste
is introduced next. For example, if the waste information 22 indicates that there
is no waste in the waste pit 90 which has been mixed to such an extent that the waste
is suitable for introducing into the waste hopper 91, the schedule determining section
14 can determine such a schedule as the pattern 1.
[0073] The patterns 2 and 3 are schedules in which transfer operations are inserted after
or between mixing operations. For example, in a case where mixing operations are to
be carried out at two points in the waste pit 90, the order in which the mixing operations
and the transfer operations are combined can be changed as appropriate according to
how positions at which the transfer operations and the mixing operations are to be
carried out are relative to each other.
[0074] The pattern 4 is a schedule in which a transfer operation is inserted a plurality
of times in addition to the mixing operation. The schedule determining section 14
can determine such a schedule as the pattern 4 in a case where, for example, the waste
information 22 stores information which indicates that the degree to which the waste
in the waste pit 90 needs to be moved and transferred is increasing.
[0075] The schedule determining section 14 determines a schedule including a mixing operation
to mix the waste in the waste pit 90 during the waste introduction period. This makes
it possible to introduce well-mixed waste into the waste hopper 91, and therefore
allows the waste, which is to be fed to the incinerator 94 to be incinerated, to be
stably incinerated.
Embodiment 3
[0076] The following description will discuss another embodiment of the present invention.
For convenience, members which are identical in function to the members described
in Embodiments 1 and 2 are given respective identical reference signs, and descriptions
of those members are not repeated.
(Configuration of information processing device 1b)
[0077] Predicted pattern information is generated by analysis of past patterns of over-time
changes in waste heights, and may therefore contain an error resulting from differences
in characteristics of wastes introduced into the waste hopper 91. Therefore, for the
purpose of improving the accuracy of the predicted pattern information, a configuration
can be employed so as to correct the predicted pattern information in view of the
characteristics of wastes introduced into the waste hopper 91. An information processing
device 1b thus configured will be described below.
[0078] Depending on the characteristics of waste introduced into the waste hopper 91, a
period of time required to incinerate the waste in the incinerator 94 varies. For
example, in a case of heavy and wet waste, it tends to take a longer period of time
to incinerate the waste than in the case of light and dried waste. Therefore, the
information processing device 1b in accordance with Embodiment 3 is equipped with
a function of properly correcting predicted pattern information according to the characteristics
of the waste introduction into the waste hopper 91.
[0079] The configuration of the information processing device 1b will be described with
reference to Fig. 11. Fig. 10 is a block diagram schematically illustrating an example
of the configuration of the information processing device in accordance with Embodiment
3 of the present invention.
[0080] The control section 10b of the information processing device 1b includes a measured
value obtaining section 11, a predicted pattern information generating section 12,
and a predicted pattern information correcting section 16. The storage section 20a
of the information processing device 1b stores waste characteristic correction coefficient
24 in addition to past pattern information 21.
[0081] From the crane control device 4 which controls the overall action of the crane 96,
the predicted pattern information correcting section 16 obtains weight information
which indicates the weight of waste which has been introduced into the waste hopper
91. The crane control device 4 can (i) measure the weight of the waste when the waste
grabbed in the waste pit 90 is lifted by a bucket 97 and (ii) output, to the predicted
pattern information correcting section 16, weight information that is a value concerning
an increase from the weight of the bucket 97 when the bucket 97 is empty. Alternatively,
the weight information outputted by the crane control device 4 can be a value concerning
a difference between weights before and after the output bucket 97 grabbing the waste
in the waste pit 90 is opened above the waste hopper 91.
[0082] It should be noted that the volume of waste to be grabbed by opening and closing
of the bucket 97 substantially depends on an inner space of the bucket 97 when the
bucket 97 is closed. Therefore, the weight indicated by weight information and the
specific gravity of waste introduced into the waste hopper 91 are proportional to
each other when buckets 97 of an identical size are used. That is, when the weight
information indicates heavy waste, it is assumed that the waste is wet and is therefore
difficult to incinerate. When the weight information indicates light waste, it is
assumed that the waste is dry and is therefore easy to incinerate.
[0083] The predicted pattern information correcting section 16 refers to the waste characteristic
correction coefficient 24 as illustrated in Fig. 12, so as to determine a waste characteristic
correction coefficient corresponding to the weight indicated by the weight information
obtained. Fig. 12 is a view illustrating an example of a data structure of the waste
characteristic correction coefficient 24. In the example illustrated in Fig. 12, it
is assumed that the weight V is lighter than the weight W.
[0084] For example, if the weight of the waste indicated by the weight information is less
than V, the waste introduced into the waste hopper 91 is dry and is therefore easier
to incinerate in comparison with the average wastes in the past. In this case, with
use of the waste characteristic correction coefficient C1, the predicted pattern information
correcting section 16 corrects the predicted pattern information generated by the
predicted pattern information generating section 12 so that the corrected predicted
pattern information shows that (i) the over-time changes in the waste height caused
by a feeding operation to feed the waste (which was introduced into the waste hopper
91) to the incinerator 94 are more rapid than those indicated by the predicted pattern
information generated by the predicted pattern information generating section 12 and
(ii) a period of time until the waste height reaches a predetermined waste height
level is shorter than that indicated by the predicted pattern information generated
by the predicted pattern information generating section 12.
[0085] In contrast, if the weight of the waste indicated by the weight information is more
than W, the waste introduced into the waste hopper 91 is wet and is therefore more
difficult to incinerate in comparison with the average wastes in the past. In this
case, with use of the waste characteristic correction coefficient C3, the predicted
pattern information correcting section 16 corrects the predicted pattern information
generated by the predicted pattern information generating section 12 so that the corrected
predicted pattern information shows that (ii) the over-time changes in the waste height
caused by a feeding operation to feed the waste (which was introduced into the waste
hopper 91) to the incinerator 94 are more gradual than those indicated by the predicted
pattern information generated by the predicted pattern information generating section
12 and (ii) a period of time until the waste height reaches a predetermined waste
height level is longer than that indicated by the predicted pattern information generated
by the predicted pattern information generating section 12.
[0086] Each time waste is introduced into the waste hopper 91, the predicted pattern information
is thus corrected in view of the characteristics of the waste introduced. This further
improves the accuracy of the predicted pattern information so as to make it possible
to precisely predict time at which waste is to be introduced into the waste hopper
91 next.
[Software Implementation Example]
[0087] Control blocks of the information processing devices 1, 1a, and 1b (particularly,
the control sections 10, 10a, and 10b) can be realized by a logic circuit (hardware)
provided in an integrated circuit (IC chip) or the like or can be alternatively realized
by software.
[0088] In the latter case, the information processing devices 1, 1a, and 1b each include
a computer that executes instructions of a program that is software realizing the
foregoing functions. The computer, for example, includes at least one processor and
at least one computer-readable storage medium in which the program is stored. An object
of the present invention can be achieved by the processor of the computer reading
and executing the program stored in the storage medium. Examples of the processor
encompass a central processing unit (CPU). Examples of the storage medium encompass
a "non-transitory tangible medium" such as a read only memory (ROM), a tape, a disk,
a card, a semiconductor memory, and a programmable logic circuit. The computer may
further include a random access memory (RAM) or the like in which the program is loaded.
Further, the program may be made available to the computer via any transmission medium
(such as a communication network and a broadcast wave) which allows the program to
be transmitted. Note that an aspect of the present invention can also be achieved
in the form of a computer data signal in which the program is embodied via electronic
transmission and which is embedded in a carrier wave.
[0089] The present invention is not limited to the embodiments, but can be altered by a
skilled person in the art within the scope of the claims. The present invention also
encompasses, in its technical scope, any embodiment derived by combining technical
means disclosed in differing embodiments.
[0090] Aspects of the present invention can also be expressed as follows:
In order to attain the object, an information processing device (1, 1a, 1b) in accordance
with an aspect of the present invention is an information processing device configured
to predict over-time changes in a waste height of waste in a waste hopper, including:
a measured value obtaining section (11) configured to obtain a measured value of the
waste height at predetermined time intervals; and a predicted pattern information
generating section (12) configured to generate predicted pattern information on the
basis of (i) a measured value obtained during a period from introduction of waste
into the waste hopper to next introduction of waste thereinto and (ii) a past pattern
of over-time changes in the waste height in the waste hopper, the predicted pattern
information indicating over-time changes in the waste height until the next introduction
of the waste.
[0091] According to the above configuration, the predicted pattern information indicating
the over-time changes in the waste height until the next introduction of waste is
generated on the basis of (i) measured values obtained during a period from the introduction
of the waste into the waste hopper to the next introduction of waste and (ii) a pattern
of over-time changes in waste height in the past. The predicted pattern information
thus generated reflects both the measured values and past pattern. Therefore, by using
the predicted pattern information, it is possible to highly accurately predict the
over-time changes in waste height even if the over-time changes in the waste height
shows various patterns.
[0092] The information processing device can be configured so that the predicted pattern
information generating section is configured to (i) obtain a probability distribution
of the over-time changes in the waste height on the basis of a plurality of past patterns
of over-time changes in waste heights and (ii) generate the predicted pattern information
on the basis of the probability distribution.
[0093] According to the above configuration, the predicted pattern information is generated
on the basis of the probability distribution of the over-time changes in the waste
height with use of a plurality of patterns of the over-time changes in waste heights
in the past. This makes it possible to further accurately predict over-time changes
in waste height.
[0094] The information processing device can further include: a period determining section
(13) configured to determine, with use of the predicted pattern information, a waste
introduction period until a time point at which the waste height in the waste hopper
reaches a predetermined lower limit; and a schedule determining section (14) configured
to determine (i) the number of times an operation is to be carried out in the waste
pit during the waste introduction period and (ii) one or more time points at which
the operation is to be carried out, the operation including a mixing operation to
mix the waste in the waste pit.
[0095] With the above configuration, it is possible to feed the mixed waste to an incinerator
to incinerate the waste. This makes it possible to stably incinerate waste.
[0096] The information processing device can be configured to correct the predicted pattern
information so that over-time changes in the waste height become more gradual when
waste of a heavier weight is introduced into the waste hopper.
[0097] A heavier weight of waste introduced into the waste hopper tends to cause a longer
period of time to be incinerated, so that over-time changes in waste height caused
by a feeding operation to feed the waste from the waste hopper to the incinerator
tends to be more gradual. With the above configuration, it is possible to properly
correct the predicted pattern according to the characteristics of waste introduced
into the waste hopper.
[0098] An information processing device in accordance with the foregoing aspects of the
present invention can be realized by a computer. In this case, the present invention
encompasses: an information processing program for the information processing device
which program causes a computer to operate as the foregoing sections (software elements)
of the information processing device so that the information processing device can
be realized by the computer; and a computer-readable storage medium storing the information
processing program therein.
Reference Signs List
[0099]
1, 1a, 1b Information processing device
11 Measured value obtaining section
12 Predicted pattern information generating section
13 Period determining section
14 Schedule determining section
90 Waste pit
91 Waste hopper
94 Incinerator