FIELD OF THE INVENTION
[0001] The present invention relates to the field of automatic production technologies,
and in particular, to a grayscale state sequence based feed sorting device.
DESCRIPTION OF RELATED ART
[0002] Automatic feeding is the first section for implementing production automation, and
efficient and reliable operation of a feed device is a necessary condition for successfully
completing automatic production. An automatic production line requires that the feed
device feeds materials to a loading station with a constant speed and a uniquely determined
attitude. However, raw materials are usually unordered materials that may be mixed
with defects or materials of another type. On one hand, the feed device needs to screen
raw material states to meet a requirement of the loading station; on the other hand,
the feed device further needs to remove the defects or foreign materials in the raw
materials. The core for achieving the objective of automatic feeding is a material
sorting technology.
[0003] The material sorting technology is a technology of sorting different products or
products of different grades according to a certain standard or requirement to meet
different needs. Material sorting can not only improve quality and utility of products,
but also adapt to different needs of different users, thereby achieving rational,
economic and effective use of resources, and reducing environmental pollution and
ecological damage. In this era with rapid economic development and diversified subdivided
needs, resources are gradually consumed and the environmental problem is becoming
severer. Material sorting, as a main section during material circulation processing,
is of great significance economically and ecologically.
[0004] With the emergence of concepts such as Industry 4.0 and Made in China 2025, industrial
automation has prospered, and the material sorting technology has also been gradually
developed from inefficient manual sorting to automatic sorting. Compared with the
conventional manual sorting, the automatic sorting technology has incomparable advantages
in aspects such as efficiency and accuracy, and therefore is developing rapidly. Various
physicochemical properties, such as classes and shapes, of materials to be sorted
differ greatly. As a result, mechanisms of sorting processes vary enormously. Therefore,
a specialized subject, namely, material sorting, has been developed.
[0005] Based on the sorting mechanisms, sorting methods are mainly classified into screening,
magnetic separation, optical separation, electric separation, flotation separation
and other sorting methods. The optical separation is a sorting method related to optical
attributes of sorting objects, and materials to be sorted are identified according
to optical attributes of the sorting objects, for example, light absorption, reflection,
and scattering. The core of an optical sorting device is a photoelectric detection
device and a corresponding data processing system. The photoelectric detection device
in the optical sorting method is generally provided with an optical transmitting unit
and an optical receiving unit. Main forms of the optical transmitting unit include
a point light source, a line light source, or an area light source formed by a laser,
an infrared ray, an ultraviolet ray, and other visible light of various wavelengths.
The optical receiving unit mainly includes a point grayscale sensor, a linear array
charge-coupled device, a grayscale or color image sensor, and the like.
[0006] A Chinese patent application (publication number:
CN102989693B) discloses a laser-transmission-based material sorting method and device. Materials
to be sorted are irradiated by using a laser line source, the transmission light forms
different intensity distribution at the back of the materials according to different
transparent attributes and volume scattering of different materials, and a control
system performs processing on the intensity distribution signal and compares the signal
with reserved corresponding parameters of a material to be retained in the system,
to determine whether the materials are foreign materials. The method is applicable
to sorting of materials with very good transmission properties, such as raisins, vegetables,
fruits, and marine products, but for non-transparent substances, it is relatively
difficult to implement sorting. A Chinese patent application (publication number:
CN106269570A) discloses a material sorting device and sorting method, and features of materials
to be sorted are extracted by using dual infrared images of different wavelengths.
In the method, different materials are distinguished according to infrared absorption
differences between substances. Compared with an infrared image with a single wave
band, more information is obtained from the dual infrared image in the method, thereby
helping improve accuracy of material sorting. Although the method is applicable to
most materials having infrared absorption differences, there are disadvantages of
a low sorting speed and high system costs. A Chinese patent application (publication
number:
CN104390987A) discloses a new optical fiber sensor and detection method for detecting a surface
defect of a steel ball. In the optical fiber sensor, a sensor probe is formed by using
19 fibers, and the surface defect of the steel ball is calculated by using photoelectric
conversion signals from 6 channels. In the method, roughness and a displacement change
defect on the surface of the steel ball may be accurately measured. However, because
a relatively large quantity of fibers are used, and operations of conversion and acquisition
processing on signals from 6 channels need to be performed, it is difficult to apply
the method to a material sorting system.
[0007] A time sequence is a number sequence arranged in a time order. Time sequence analysis
is a statistical method for dynamic data. The method is based on a random process
theory and a mathematical statistical method, and resolve actual problems by studying
statistical regularity of random data sequences. The time sequence analysis is a theory
and method for establishing a mathematical model through curve fitting and parameter
estimation according to time sequence data obtained through systematic observation.
The time sequence analysis is usually applied to fields such as macro-control on the
national economy, regional comprehensive development planning, enterprise operation
and management, forecasting of market potentials, meteorological and hydrological
forecasting, earthquake forecasting, forecasting of crop pest disasters, environmental
pollution control, ecological balance, astronomy, and oceanography.
[0008] By summarizing the current sorting methods, it can be found that an image-based method
is usually used to achieve relatively high sorting accuracy, but high-speed sorting
cannot be implemented due to a limited image processing speed; and to implement high-speed
sorting, a point photoelectric sensor is usually used to improve a sorting speed,
but a sorting error rate is relatively high. Therefore, a material sorting method
that can implement high-speed sorting and has a low error rate is required. Material
grayscale state sequence analysis is a technical approach to achieve the objective.
SUMMARY OF THE INVENTION
Technical Problem
[0009] To resolve the technical problem put forward in the background technology above,
the present invention provides a grayscale state sequence based feed sorting device,
thereby overcoming defects in the prior art, and implementing material sorting with
a high speed and a low error rate by detecting a grayscale state sequence of a material.
Technical Solution
[0010] In order to achieve the technical objective described above, a technical solution
of the present invention is as follows:
A grayscale state sequence based feed sorting device, including a grayscale sensor,
a main controller, a rejection mechanism, a tray, and a guide chute, where all materials
are placed on the tray and move forward along with the tray, the grayscale sensor
acquires a grayscale state sequence of a material and sends the grayscale state sequence
to the main controller, and the main controller performs identifies the grayscale
state sequence;
the main controller matches the grayscale state sequence of the material with preconfigured
standard discharge-allowed attitude data and preconfigured standard discharge-prohibited
attitude data; if the grayscale state sequence matches any one piece of the preconfigured
standard discharge-allowed attitude data, it indicates that the material is in a target
discharge attitude and the material is allowed to pass through the rejection mechanism;
and if the grayscale state sequence matches the preconfigured standard discharge-prohibited
attitude data, it indicates that the material is in a non-discharge attitude, and
the main controller controls the rejection mechanism to return the material to an
initial position of the tray; through a falling process in the rejection mechanism
and vibration of the tray, the attitude of the returned material is changed and a
system performs identification again when the material reaches the rejection mechanism
again;
if the grayscale state sequence does not match any piece of the standard discharge-allowed
attitude data and the standard discharge-prohibited attitude data, the main controller
performs a corresponding operation on the material in this condition according to
a preconfigured treatment solution, where the treatment solution includes allowing
passing through the rejection mechanism, prohibiting passing through the rejection
mechanism, and shutdown warning; and
along with operation of the feed sorting device, the material finally reaches a discharge
station in the target discharge attitude through the guide chute, or an operation
is completed according to a treatment solution preconfigured by a user.
[0011] Further, each piece of the preconfigured standard discharge-allowed attitude data
or standard discharge-prohibited attitude data includes a plurality of grayscale states
and a state transition sequence between grayscale states; and in a case that the grayscale
state sequence of the material acquired by the grayscale sensor meets the state transition
sequence in the preconfigured standard discharge-allowed attitude data or standard
discharge-prohibited attitude data, it is determined that the grayscale state sequence
of the material matches the standard discharge-allowed attitude data or the standard
discharge-prohibited attitude data.
[0012] Further, each grayscale state in the preconfigured standard discharge-allowed attitude
data or standard discharge-prohibited attitude data includes a value range of a grayscale
value and an occurrence frequency or duration of the grayscale value.
[0013] Further, the preconfigured standard discharge-allowed attitude data or standard discharge-prohibited
attitude data is obtained through learning by using the feed sorting device in advance,
a material is enabled to move forward on the tray in a determined attitude, the grayscale
sensor acquires a grayscale state sequence of the material within an entire detection
area and sends the grayscale state sequence to the main controller, the main controller
analyzes features of the grayscale state sequence to obtain grayscale states included
in the material and a state transition sequence, that is, preconfigured standard attitude
data, the preconfigured standard attitude data is stored in the main controller, and
the standard attitude data is preconfigured as the standard discharge-allowed attitude
data or the standard discharge-prohibited attitude data by the user.
[0014] Further, the grayscale sensor is a photoelectric sensor and includes an optical transmitting
unit and an optical receiving unit, where the optical transmitting unit transmits
a modulated optical signal, and the optical receiving unit outputs a grayscale value
of a material at a light spot detection position.
[0015] Further, if the material is transparent or semitransparent, a thru-beam-type photoelectric
sensor is used as the photoelectric sensor; and if the material is non-transparent,
a reflective photoelectric sensor is used as the photoelectric sensor.
[0016] Further, in a case that a reflective photoelectric sensor is used as the photoelectric
sensor, an emission light wavelength of the optical transmitting unit is adjusted
according to a reflective attribute of the material.
[0017] Further, a plurality of pieces of standard discharge-allowed attitude data, a plurality
of pieces of standard discharge-prohibited attitude data, and a plurality of treatment
solutions for unmatched materials are preconfigured in the main controller, and a
discharge attitude or a combination of discharge attitudes of a material is flexibly
changed according to different requirements of the discharge station.
[0018] Further, grayscale state sequences of materials that are important or easy to be
confused are pre-selected as feature templates, and operations of the rejection mechanism
that respectively correspond to the feature templates are set, to help distinguish
states with high resemblance; and for other grayscale state sequences that do not
belong to the feature templates, treatment solutions are preconfigured, and corresponding
operations of the rejection mechanism or a warning operation is performed according
to the treatment solutions, thereby reducing a setting quantity and difficulty of
the feature templates of materials whose states are easy to be distinguished.
Advantageous Effect
[0019] Beneficial effects achieved by using the technical solution described above:
- (1) In the present invention, a time sequence analysis method is applied to a material
sorting system. When a material passes through a photoelectric detection area, a calculation
unit performs discrete time sampling on a grayscale sensor to obtain a grayscale state
sequence, and type information is obtained by analyzing and calculating a variation
feature of the state sequence. Compared with a classification method based on a single
grayscale value, the method can greatly improve the accuracy of material feature identification.
- (2) In the present invention, there is no need to stop in the photoelectric detection
area during a feeding process, and compared with an image processing method, the grayscale
state sequence feature identification method has a higher speed, thereby helping improve
operation efficiency of a feed device.
- (3) The present invention is compatible to a thru-beam-type grayscale sensor and a
reflective grayscale sensor, thereby meeting feed sorting requirements of transparent,
semitransparent, and non-transparent materials.
BRIEF DESCRIPTION OF THE DRAWINGS
[0020]
FIG. 1 is a schematic structural diagram of the present invention;
FIG. 2 is a diagram of grayscale state transition of material discharge according
to an embodiment; and
FIG. 3 is a schematic diagram of a grayscale sequence of different attitudes of a
material A according to an embodiment.
[0021] Descriptions of reference numerals: 1. Tray; 2. Guide chute; 3. Grayscale sensor;
4. Main controller; 5. Rejection mechanism; 6. Discharge station; 7. Target discharge
attitude; 8. Non-discharge attitude.
DETAILED DESCRIPTION OF THE INVENTION
[0022] Technical solutions of the present invention are described below in detail with reference
to the accompanying drawings.
[0023] In the present invention, a grayscale state sequence based feed sorting device is
designed. As shown in FIG. 1, the device includes three parts: a grayscale sensor
3, a main controller 4, and a rejection mechanism 5, and in combination with a tray
1, a guide chute 2, and a discharge station 6, a programmable universal feed sorting
devices is formed.
[0024] A working process of the device is as follows: all materials are placed on the tray
1 and move forward along with the tray 1, the grayscale sensor 3 acquires a grayscale
state sequence of a material and sends the grayscale state sequence to the main controller
4, and the main controller 4 determines whether the acquired grayscale state sequence
is already identified. If the grayscale state sequence is already identified, the
main controller 4 matches the acquired grayscale state sequence of the material with
preconfigured standard discharge attitude data; if the grayscale state sequence of
the material matches the preconfigured standard discharge attitude data, it indicates
that the material is in a target discharge attitude 7 and the material is allowed
to pass through the rejection mechanism 5; and if the grayscale state sequence of
the material does not match the preconfigured standard discharge attitude data, it
indicates that the material is in a non-discharge attitude 8, and the main controller
4 controls the rejection mechanism 5 to return the material to an initial position
of the tray 1; through falling of the material in the rejection mechanism 5 and vibration
of the tray 1, the discharge attitude of the returned material is changed; and if
the grayscale state sequence is not identified, the main controller 4 controls the
tray 1 to stop operation, and simultaneously sends abnormal alarm information to a
staff member. Along with operation of the feed sorting device, all materials finally
reach the discharge station 6 in the target discharge attitude through the guide chute
2.
[0025] In this embodiment, the grayscale sensor 3 is a photoelectric sensor and includes
an optical transmitting unit and an optical receiving unit, where the optical transmitting
unit transmits a modulated optical signal, and the optical receiving unit outputs
a grayscale value of a material at a light spot detection position. If the material
is transparent or semitransparent, a thru-beam-type photoelectric sensor is used as
the photoelectric sensor; and if the material is non-transparent, a reflective photoelectric
sensor is used as the photoelectric sensor. In a case that a reflective photoelectric
sensor is used as the photoelectric sensor, an emission light wavelength of the optical
transmitting unit is adjusted according to a reflective attribute of the material,
so that a reflective signal has better quality and a higher signal-to-noise ratio.
[0026] To perform the grayscale state matching operation, standard discharge attitude data
needs to be predefined. The standard discharge attitude data is a state sequence including
grayscale states corresponding to discharge attitudes of a material and a transition
relationship between states. The state sequence is predesigned in the main controller,
and transition conditions between all state transition sequences and states constitute
a standard for determining a material type. The state sequence may be constituted
by manually controlling the material to move with a suitable and constant speed in
the target attitude in front of the grayscale sensor, and simultaneously controlling
the main controller to perform sampling and learning. Therefore, the main controller
needs to be provided with a learning control interface, for example, a learning key.
After the learning key is pressed, the main controller enters into a learning state,
the material in a correct attitude is enabled to pass through in front of the grayscale
sensor with a constant speed, and after detecting that the material completely passes
through the detection area, the main controller performs state transition on the acquired
grayscale sequence. It is determined that data points of proximate grayscale values
are a same grayscale state, thereby obtaining a state space including all grayscale
states of attitudes of a target material. A target feature may be defined as a state
sequence including a set of specified state transition sequences in the state space.
S is used for representing a grayscale state, G is used for representing a grayscale
value, and F is used for representing an occurrence frequency of a grayscale or duration
of the grayscale. Specific implementations are described by using a single piece of
preconfigured target attitude data as an example herein. Extension to a plurality
of pieces of preconfigured target attitude data may be implemented according to this
example. Such extension without creative efforts still falls within the patent protection
scope of the present invention.
[0027] FIG. 2 is a diagram of transition of discharge attitude states of a single target
material. A condition of entering an S 1 state is that: a grayscale value is between
0.7 and 0.9, and a continuous occurrence frequency of the grayscale value is equal
to 4. A condition of entering an S2 state is that: a grayscale sequence in which the
grayscale is in a range of 0.3 to 0.5 continuously occurs for three times before timeout.
A condition of entering an S4 state is that the grayscale value is decreased to be
less than 0.1 before timeout. An unconditional output result of S4 is true, and an
unconditional output result of S3 is false. From the figure, it can be seen that a
grayscale state sequence of attitudes of the target material is M={S1->S2->S4}, and
the result is true only for a material grayscale state sequence the same as this state
sequence, and then it is determined that the attitude of the material is a discharge
attitude; otherwise, the rejection mechanism performs an operation of returning the
material to the tray.
[0028] A derivation process of a grayscale state sequence is described below by using four
surfaces of a material A as an example. FIG. 3 shows four possible feed attitudes
a, b, c, and d of the material A in FIG. 1. From FIG. 1, it can be seen that the discharge
station requires a discharge attitude to be the attitude a in FIG. 3. The main controller
needs to calculate four grayscale sequences in FIG. 3, separate the attitude a, and
return materials of the attitudes b, c, and d to the tray through the rejection mechanism.
Symbol G[x] is used for representing a grayscale sequence x. Through measurement,
it is obtained that:
G[a]={0.05, 0.88, 0.87, 0.85, 0.86, 0.66, 0.41, 0.42, 0.39, 0.04}
G[b]={0.03, 0.38, 0.41, 0.43, 0.40, 0.39, 0.61, 0.78, 0.86, 0.01}
G[c]={0.02, 0.81, 0.83, 0.79, 0.85, 0.79, 0.81, 0.78, 0.77, 0.78, 0.87, 0.79, 0.81,
0.83, 0.82, 0.84, 0.81, 0.83, 0.78, 0.75, 0.81, 0.01}
G[d]={0.04, 0.15, 0.43, 0.51, 0.81, 0.82, 0.79, 0.81, 0.81, 0.78, 0.79, 0.84, 0.79,
0.85, 0.81, 0.79, 0.83, 0.81, 0.35, 0.15, 0.01}
[0030] A result obtained from state transition judgment performed on G[a] is S[a], and an
output result is true. A grayscale sequence represented by G[b] does not meet the
condition of entering S1, and the grayscale sequence thereof is empty, and therefore
a result is empty. A grayscale sequence represented by G[c] may successfully enter
the S1 state, but wait overtime in the S1 state, thereby entering S3, and a result
is false. A judgment result of G[d] is the same as that of G[c].
[0031] By means of judgment on the output results in the diagram of sequence state result
transition, "true" represents being the same as the target discharge attitude, and
"false" represents being different from the target discharge attitude. Therefore,
it can be concluded that the state a belongs to the target discharge attitude, and
the states b, c, and d do not belong to the target discharge attitude.
[0032] From the foregoing judgment results, it can be seen that a material with an abnormal
discharge attitude may be strictly screened out by using a state sequence and transition
conditions between states. The main controller may process, in real time, grayscale
data received by the grayscale sensor, without waiting until the entire material grayscale
state sequence is acquired. Grayscale state sequence analysis is an almost real-time
online data processing method. The entire process of grayscale sampling, feature identification,
calculation and judgment, and responding has a small calculation burden, and may be
completed before the material moves to the rejection device. Such a design has almost
no impact on a discharge speed. When material type changes, learning may be performed
again, to create a transition diagram of discharge attitude grayscale states of a
new target material. This conversion operation can be completed by guiding a computing
unit with a small amount of manual intervention.
[0033] A grayscale state sequence based feed sorting device provided in the present invention
provides a new idea for automatic feeding. Automatic feeding is a section of great
significance during automatic production. It is difficult to universalize a conventional
feed device because material objects are of various types and have greatly different
features. As a result, it is expensive to customize a feed device. Therefore, it is
of great economic value and practical significance to implement a programmable universal
feed device with high efficiency and high reliability.
[0034] The embodiment described above is merely for describing the technical concept of
the present invention, but is not intended to limit the protection scope of the present
invention. All technical concepts put forward according to the present invention and
any modifications made based on the technical solution fall within the protection
scope of the present invention.
1. A grayscale state sequence based feed sorting device, comprising a grayscale sensor,
a main controller, a rejection mechanism, a tray, and a guide chute, wherein all materials
are placed on the tray and move forward along with the tray, the grayscale sensor
acquires a grayscale state sequence of a material and sends the grayscale state sequence
to the main controller, and the main controller identifies the grayscale state sequence;
the main controller matches the grayscale state sequence with preconfigured standard
discharge-allowed attitude data and preconfigured standard discharge-prohibited attitude
data; if the grayscale state sequence matches any one piece of the preconfigured standard
discharge-allowed attitude data, it indicates that the material is in a target discharge
attitude and the material is allowed to pass through the rejection mechanism; and
if the grayscale state sequence matches the preconfigured standard discharge-prohibited
attitude data, it indicates that the material is in a non-discharge attitude, and
the main controller controls the rejection mechanism to return the material to an
initial position of the tray; through a falling process in the rejection mechanism
and vibration of the tray, the attitude of the returned material is changed and a
system performs identification again when the material reaches the rejection mechanism
again;
if the grayscale state sequence does not match any piece of the standard discharge-allowed
attitude data and the standard discharge-prohibited attitude data, the main controller
performs a corresponding operation on the material in this condition according to
a preconfigured treatment solution, wherein the treatment solution comprises allowing
passing through the rejection mechanism, prohibiting passing through the rejection
mechanism, and shutdown warning; and
along with operation of the feed sorting device, the material finally reaches a discharge
station in the target discharge attitude through the guide chute, or an operation
is completed according to a treatment solution preconfigured by a user.
2. The grayscale state sequence based feed sorting device according to claim 1, wherein
each piece of the preconfigured standard discharge-allowed attitude data or standard
discharge-prohibited attitude data comprises a plurality of grayscale states and a
state transition sequence between grayscale states; and in a case that the grayscale
state sequence of the material acquired by the grayscale sensor meets the state transition
sequence in the preconfigured standard discharge-allowed attitude data or standard
discharge-prohibited attitude data, it is determined that the grayscale state sequence
of the material matches the standard discharge-allowed attitude data or the standard
discharge-prohibited attitude data.
3. The grayscale state sequence based feed sorting device according to claim 2, wherein
each grayscale state in the preconfigured standard discharge-allowed attitude data
or standard discharge-prohibited attitude data comprises a value range of a grayscale
value and an occurrence frequency or duration of the grayscale value.
4. The grayscale state sequence based feed sorting device according to claim 2, wherein
the preconfigured standard discharge-allowed attitude data or standard discharge-prohibited
attitude data is obtained through learning by using the feed sorting device in advance,
a material is enabled to move forward on the tray in a determined attitude, the grayscale
sensor acquires a grayscale state sequence of the material within an entire detection
area and sends the grayscale state sequence to the main controller, the main controller
analyzes features of the grayscale state sequence to obtain grayscale states comprised
in the material and a state transition sequence, that is, preconfigured standard attitude
data, the preconfigured standard attitude data is stored in the main controller, and
the standard attitude data is preconfigured as the standard discharge-allowed attitude
data or the standard discharge-prohibited attitude data by the user.
5. The grayscale state sequence based feed sorting device according to claim 1, wherein
the grayscale sensor is a photoelectric sensor and comprises an optical transmitting
unit and an optical receiving unit, the optical transmitting unit transmits a modulated
optical signal, and the optical receiving unit outputs a grayscale value of the material
at a light spot detection position.
6. The grayscale state sequence based feed sorting device according to claim 5, wherein
if the material is transparent or semitransparent, a thru-beam-type photoelectric
sensor is used as the photoelectric sensor; and if the material is non-transparent,
a reflective photoelectric sensor is used as the photoelectric sensor.
7. The grayscale state sequence based feed sorting device according to claim 6, wherein
in a case that a reflective photoelectric sensor is used as the photoelectric sensor,
an emission light wavelength of the optical transmitting unit is adjusted according
to a reflective attribute of the material.
8. The grayscale state sequence based feed sorting device according to claim 1, wherein
a plurality of pieces of standard discharge-allowed attitude data, a plurality of
pieces of standard discharge-prohibited attitude data, and a plurality of treatment
solutions for unmatched materials are preconfigured in the main controller, and a
discharge attitude or a combination of discharge attitudes of a material is flexibly
changed according to different requirements of the discharge station.
9. The grayscale state sequence based feed sorting device according to claim 1, wherein
grayscale state sequences of materials that are important or easy to be confused are
pre-selected as feature templates, and operations of the rejection mechanism that
respectively correspond to the feature templates are set; for other grayscale state
sequences that do not belong to the feature templates, treatment solutions are preconfigured,
and corresponding operations of the rejection mechanism or a warning operation is
performed according to the treatment solutions.