DK181541B1 - A system and a method for the grading of sliced products - Google Patents
A system and a method for the grading of sliced products Download PDFInfo
- Publication number
- DK181541B1 DK181541B1 DKPA202200882A DKPA202200882A DK181541B1 DK 181541 B1 DK181541 B1 DK 181541B1 DK PA202200882 A DKPA202200882 A DK PA202200882A DK PA202200882 A DKPA202200882 A DK PA202200882A DK 181541 B1 DK181541 B1 DK 181541B1
- Authority
- DK
- Denmark
- Prior art keywords
- food product
- processing means
- cutting device
- sliced
- image recognition
- Prior art date
Links
- 238000000034 method Methods 0.000 title claims abstract description 38
- 235000013305 food Nutrition 0.000 claims abstract description 88
- 238000010191 image analysis Methods 0.000 claims abstract description 4
- 238000005520 cutting process Methods 0.000 claims description 63
- 238000012545 processing Methods 0.000 claims description 51
- 238000004891 communication Methods 0.000 claims description 24
- 238000004458 analytical method Methods 0.000 claims description 7
- 238000005286 illumination Methods 0.000 claims description 4
- 238000004519 manufacturing process Methods 0.000 claims description 3
- 238000013473 artificial intelligence Methods 0.000 abstract description 4
- 238000005516 engineering process Methods 0.000 abstract description 3
- 238000010801 machine learning Methods 0.000 abstract description 3
- 238000003384 imaging method Methods 0.000 description 25
- 238000001303 quality assessment method Methods 0.000 description 6
- 238000003908 quality control method Methods 0.000 description 4
- 238000007689 inspection Methods 0.000 description 3
- 235000013372 meat Nutrition 0.000 description 3
- 238000012544 monitoring process Methods 0.000 description 3
- 230000003213 activating effect Effects 0.000 description 2
- 238000004364 calculation method Methods 0.000 description 2
- 235000013622 meat product Nutrition 0.000 description 2
- 238000012546 transfer Methods 0.000 description 2
- 239000002699 waste material Substances 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 1
- 230000004888 barrier function Effects 0.000 description 1
- 238000007599 discharging Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
Classifications
-
- A—HUMAN NECESSITIES
- A22—BUTCHERING; MEAT TREATMENT; PROCESSING POULTRY OR FISH
- A22C—PROCESSING MEAT, POULTRY, OR FISH
- A22C17/00—Other devices for processing meat or bones
- A22C17/0006—Cutting or shaping meat
- A22C17/0033—Cutting slices out of a piece of meat
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B26—HAND CUTTING TOOLS; CUTTING; SEVERING
- B26D—CUTTING; DETAILS COMMON TO MACHINES FOR PERFORATING, PUNCHING, CUTTING-OUT, STAMPING-OUT OR SEVERING
- B26D5/00—Arrangements for operating and controlling machines or devices for cutting, cutting-out, stamping-out, punching, perforating, or severing by means other than cutting
- B26D5/007—Control means comprising cameras, vision or image processing systems
Landscapes
- Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Wood Science & Technology (AREA)
- Zoology (AREA)
- Food Science & Technology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Forests & Forestry (AREA)
- Mechanical Engineering (AREA)
- Image Analysis (AREA)
Abstract
This invention relates to a system and a method for the grading of sliced food products, for finding foreign objects and/or for determining the quality grade of each slice in real-time during the slicing process using vision technology including image analysis, optionally combined with the use of machine learning and/or the implementation of artificial intelligence (AI).
Description
DK 181541 B1 1
A SYSTEM AND A METHOD FOR THE GRADING OF SLICED PRODUCTS
This invention relates to a system and a method for the grading of sliced food products, for finding foreign objects and/or for determining the quality grade of each slice in real-time during the slicing process using vision technology including image analysis, optionally combined with the use of machine learning and/or the implementation of artificial intelligence (AI).
There are various methods to detect surface characteristics on food items as described in, e.g., US2013133490, WO2011053601, WO2013023778, WO2014082012,
WO2015167585, WO2016139611, US2017108855, WO2018087390, and WO2020007804.
Methods are also known for detecting foreign bodies in food items as described in e.g., WO2017048783, WO2018022598, and WO2019171312.
WO2007148041 discloses a vision system for viewing the end face of a food product mounted in a machine. However, the grading system and method described herein, wherein the food product is fully exposed for the recording of images by the imaging means for grading of the food product, is not disclosed.
Finally, disc cutting equipments are known from and described in, e.g.,
WO2017127824, and WO2020225530.
It is generally associated with inherent challenges to perform realtime inspection or to ensure that there are no foreign objects concealed in sliced meat products. Due to the speed of the process and the presence of bulky mechanical slicing tools, there are physical barriers to examining the surfaces of each cut piece.
On the one hand, the foreign bodies may be embedded in the original meat product, or the foreign bodies may be added at random during the cutting process.
It is an object of the invention to provide a system for grading sliced food products.
In the context of this invention, grading includes quality control, quality assessment, and/or the recognition of foreign objects in a sliced food product.
The grading system of the invention is for finding foreign objects and/or for determining the quality grade of each slice in real-time during the slicing process using
DK 181541 B1 2 vision technology including image analysis, optionally combined with the use of machine learning and/or the implementation of artificial intelligence (AI).
Although the food product is sometimes partially or completely covered by the cutting tool, the system according to the invention allows the recording of one or more images of the total cutting surface for use in an inspection and quality assessment due to the use of a delaying trigger device, which device enables a delay of the image recording to a time when the cutting surfaces are fully exposed to recording.
Cutting speed may vary from product to product. Depending on the product in question, the cutting speed may vary, e.g., of from about 50 to about 2000 rpm. These variations in speed result in large differences in the angular velocity at which the rotatable cutting tool moves at a given time, which makes it difficult to use a simple time offset as a starting point for delaying the image capturing time.
Using a triggering device according to the invention, the system of the invention allows for a desired delay no matter at what speed the slicer proceeds, and independent of a delay measured in angular velocity or time delay.
The output of an analysis according to this invention can be used in the production line for discarding slices containing foreign objects and/or for sorting the sliced products into user-defined products grades.
The grading system of the invention may be used as an add-on device, or as a built-in device in existing slicing equipment.
The grading system of the invention is capable of analysing a given area on the slicer cutting rail, including food products lying in a cutting rail, ready for being sliced.
Moreover, the analysed area in the cutting rail may include several individual products that may be sliced simultaneously, and the grading system of the invention may perform dual-sided analysis, e.g., by analysing the front end of the next sliced piece and the back end of the previously sliced piece lying on the conveyor, and each individual slice may be analysed separately during the slicing process.
The grading system of the invention may be characterised by comprising the essential elements described in the claims, and which system is characterised in that the food product (9) is fully exposed for the recording of one or more images by the imaging means (5) for grading of the food product (9).
In another aspect, the invention relates to a method for the grading of sliced food products, which method comprises the process steps described in the claims, which method is characterised in that the system for grading the sliced food products that is comprising the rotatable cutting device (2), the cutting device detector (3), the triggering device (4), the imaging means (5), the processing means (6), the lighting means (7), and the conveying means (8) is the system according to claim 1.
DK 181541 B1 3
Other objects of the invention will be apparent to the person skilled in the art from reading the following detailed description and accompanying drawings.
Any combination of two or more of the embodiments described herein is considered within the scope of the present invention.
The present invention is further illustrated by reference to the accompanying drawing, in which Fig. 1 shows an overview of the grading system of the invention.
The system of the invention
In its first aspect, the invention relates to a system for grading sliced food products. In the context of this invention, grading includes quality control, quality assessment, and/or the recognition of foreign objects in a sliced food product.
The system of the invention may be characterised by comprising the following essential elements: a. a rotatable cutting device (2), configured for slicing a food product (9); b. a cutting device detector (3), in communication with the triggering device (4), which cutting device detector is configured for monitoring the rotation of the rotatable cutting device (2) and for transferring the signal to the triggering device (4); c. a triggering device (4), in communication with the cutting device detector (3) and, optionally, in communication with the processing means (6), which triggering device is configured for delaying the signal received from the cutting device detector (3); d. an imaging means (5), in communication with the triggering device (4) and with the processing means (6), and, optionally, in communication with the lighting means (7), which imaging means is configured for recording one or more images of the food product (9) and for transmitting the obtained data to the processing means (6), and, optionally, configured for activating the lighting means (7) for illumination of the food product (9) during exposure time; e. a processing means (6), in communication with the triggering device (4) and with the imaging means (5), which processing means is configured for performing soft-ware calculation and/or for performing image assessment for carrying out grading sliced food products; f. a lighting means (7), optionally in communication with the imaging means (5), and/or in communication with the processing means (6), which lighting means is configured for illuminating the food product (9) during the image acquisition;
DK 181541 B1 4 g. a conveying means (8), optionally in communication with the processing means (6), which conveying means is configured for receiving and forwarding the sliced food product (9A); and the system of the invention may further be characterised in that the food product (9), i.e., the entire food product (9) and/or the sliced/cut food product (9A), is fully exposed for recording one or more images by the imaging means (5) for grading (i.e., inspection and quality assessment) of the food product (9).
The rotatable cutting device
The cutting device/knife (2) for use according to the invention shall be configured for slicing the food product (9). This action is normally accomplished by use of a rotatable cutting and/or slicing device, and such devices are well known in the industry and readily commercially available, as described in, e.g., WO2017127824 and
WO2020225530.
The cutting device detector
The cutting device detector (3) for use according to the invention shall be configured for monitoring the rotation of the cutting device (2) and for transmitting the obtained signal to the triggering device (4).
Such detectors, e.g., a building detector, or a commercially available detector such as a photoelectric sensors or photoelectric switches and represents devices that are turned off and on by the presence or absence of received light.
The monitoring action according to the invention may, e.g., be accomplished by emitting a light beam that is broken for each revolution of the cutting device (2), i.e., detects each single rotation of the cutting device, and detects when the rotating slicer knife (2) passes the detector (3).
In another embodiment, the cutting device detector (3) is constituted by a signal emitted from the rotatable cutting device (2). Since most cutting devices knows the exact position of the knife and often will be able to signal this position, e.g., the upper position of the knife, the rotatable cutting device (2) can be said to also include an inherent cutting device detector (3).
The triggering device
The triggering device (4) of the invention represents a special electronic unit that can delay the signal received from the cutting device detector (3) for a predetermined time (fixed time delay mode), or for a predetermined number of degrees of rotation (fixed degree delay mode) of the rotatable cutting device (2).
DK 181541 B1
The triggering device (4) of the invention comprises software, stored on a CPU, that monitors the speed of the rotatable cutting device (2) and calculates the optimal triggering time based on information stored in the processing means (6).
In the fixed timing delay mode, the triggering device is set to delay the signal 5 obtained by the cutting device detector (3) by the amount of time, defined during the initial setup of the triggering device (4) by the processing means (6).
In the fixed degree delay mode, the angle delay is calculated using the rotating cutting device (2) angular velocity. The triggering device measure the rotatable cutting device (2) frequency (RPM), and the build in software calculate the current delay needed for delaying the trigger signal from the cutting device detector (3), the number of degrees defined during the initial setup by the processing means (6).
The imaging means/camera
The imaging means (5) for use according to the invention shall be configured for recording one or more images of the food product (9) in question, i.e., the entire food product (9) and/or the sliced/cut food product (9A), and for transmitting the obtained data to the processing means (6).
The imaging means (5) for use according to the invention may also be configured for activating the lighting means (7) for illumination of the food product (9) during the entire exposure time.
To fulfil its various purposes, the imaging means (5) for use according to the invention shall be in communication with the triggering device (4) and with the processing means (6), and, optionally, in communication with the lighting means (7).
The imaging means (5) for use according to the invention may be contemplated as a part of a machine vision system comprising hardware and software components.
The lens captures the image and presents it to the sensor in the form of light. The sensor in a machine vision camera converts this light into a digital image, which is then sent to the processing means (6) for analysis.
After acquisition of the image, the imaging means (5) sends the image data to the processing means (6) for further processing.
The processing means
For receiving input from, and for guiding the relevant devices used according to the invention, the system of the invention comprises one or more processing means (6).
If two or more processing means are employed, these processors may be in inter- communication with one or more of the other processing means. The processing means (6) for use according to the invention may be any commercially available processor/PC/PLC.
DK 181541 B1 6
The processing means (6) for use according to the invention shall be configured for performing soft-ware calculation and/or for performing image assessment for carrying out grading sliced food products, and shall be capable of processing, analysing, and measuring various characteristics for decision making.
In the context of this invention, grading includes quality control, quality assessment, and/or the recognition of foreign objects in a sliced food product.
In one embodiment, the food object is analysed for foreign objects, e.g., plastic objects. This may be accomplished using traditional pixel by pixel algorithms, or by using artificial intelligence (AI) solutions.
In another embodiment, the food product, including the entire food product (9) and/or the sliced/cut food product (9A), is analysed for fat and meat contents, and for calculating, e.g., a ratio and ratio result for individual food product slices (9A). This may, e.g., be accomplished using a pre-trained neural network for determining the fat/meat ration.
In a third embodiment, the processing means (6) may, e.g., calculate and set the actual trigger delay angle to the trigger device (4). The trigger delay angle may be used by the trigger device (4) to dynamically calculate the delay time used for triggering the imaging means (5). The actual calculated delay time may, e.g., be calculated using the actual knife rotation speed along with the set delay angle.
The rotation speed of the rotatable cutting device (2) may also be determined by the processing means (6) and may be used for correct precise triggering of the camera independent of the speed of the rotatable cutting device (2)
The lighting means/light
The lighting means (7) for use according to the invention may be any available light source, including the ambient light and/or specific light sources, that can be configured for illuminating the food product (9), i.e., the entire food product (9) and/or the sliced/cut food product (9A), that may be, e.g., meat slices, during the image acquisition.
Lighting illuminates the part of the food product to be inspected and allows its features to stand out so it can be clearly seen by the imaging means (5).
Moreover, the lighting means/light for use according to the invention shall be configured for illuminating the food product at least during the image assessment process, where images are recorded by the imaging means (5).
In the context of this invention, a sufficient illumination may be supplied by a relatively dim ambient light, or by a flashlight capable of providing light during the entire image acquisition process, or a strong flash of light during a part of the image acquisition process.
DK 181541 B1 7
The conveying means
The conveying means (8) for use according to the invention shall be configured for transporting, i.e., receiving and forwarding, the sliced food product.
In one embodiment, the conveyor belt is advanced with a constant speed, enabling removal of the sliced products.
In another embodiment, the conveyor belt is equipped with an encoder (8B), allowing it to be in operation with the processing means (6), via a signal (8C) emitted by the encoder. This allows for the processing means to calculate the exact location of each sliced/cut food product (9A), as it is led away by the conveying means (8). By knowing the speed of the conveyor belt, and the release of each sliced/cut food product, the processing means will be able to allocate a given time stamp to each sliced/cut food product, and subsequently to calculate the exact position of the sliced/cut food product (9A) on the conveying belt.
The disposal/discharge device
In a third embodiment, the system of the invention further comprises a disposal/discharge device (8A), in communication with the processing means (6), which disposal device is configured for removing/discharging a sliced/cut food product (9A) that is specifically identified and designated by the processing means (6).
By knowing the speed of the conveyor belt by input (8C) from the encoder (8B), the disposal/discharge device for use according to the invention will be able to calculate the exact position of the sliced/cut food product (9A) on the conveying belt.
The disposal/discharge device (8A) for use according to the invention may, e.g., function by ejecting a scraper/pusher, that can hit and remove the identified work piece (9A) from the conveying means (8), and, e.g., for collect the discharged and ejected products in a waste container.
In another embodiment, the processing means will reverse the conveyer belt for discarding the sliced/cut food product in a waste container.
The method of the invention
In another aspect, the invention relates to a method for the grading of sliced food products. In the context of this invention, grading includes quality control, quality assessment, and/or the recognition of foreign objects in a sliced food product.
In a preferred embodiment, the method of the invention is accomplished by use of the system of the invention.
The method of the invention may be characterised by comprising the following process steps:
DK 181541 B1 8 i. providing the food product (9) to be graded and subjecting the food product (9) to analysis by an imaging means (5), which imaging means (5) is in communication and/or cooperation with a processing means (6), while the food product (9) is being illuminated by use of a lighting means (7); ii. slicing the provided food product (9) by means of a rotatable cutting device (2) to obtain one or more sliced/cut food products (9A), while the rotatable cutting device (2) is being monitored by a cutting device detector (3) that is in communication with a triggering device (4), which triggering device is configured for delaying the signal received from the cutting device detector (3); iii. processing/analysis of the data obtained in step i by the imaging means (5) for grading of the subjected food product (9) by use of a processing means (6) that is in communication/cooperation with the imaging means (5) and, optionally, with the triggering device (4); and iv. collecting the sliced/cut food product (9A) on a conveying means (8) configured for forwarding the sliced food product for further processing down the production line.
The method of the invention may be further characterised in that the method of the invention offers the possibility to fully expose the food product (9) during the recording of images by the imaging means (5), due to the presence of the triggering device (4), allowing delay of the signal received from the cutting device detector (3).
In another embodiment, the method of the invention further comprises the use of a disposal/discharge device (8A), configured for disposal/discharge of the sliced/cut food products (9A) that are identified by the imaging means (5) and by the processing means (6) as being outside the product specifications, or that contain foreign objects.
The present invention is further illustrated by reference to the accompanying drawing, in which:
Fig. 1 shows an overview of the grading system of the invention: Rotatable cutting device/knife (2); Cutting device detector/photoelectric switch (3); Detector signal (3A);
Trigger device/trigger (4); Controlled trigger signal (4A); Imaging means/camera (5);
Image transfer/signal (5A); Light trigger signal (5B); Processing means/PC/controller (6);
Trigger signal (6A); Disposal device signal (6B); Lighting means/light (7); Conveying means/conveyor belt (8); Disposal/discharge device/sorting unit (8A); Encoder (8B);
Signal (8C) emitted by the encoder (8B); Food product (9); and Sliced/cut food product (9A).
DK 181541 B1 9
List of reference signs
This is a listing of various elements relating to the present invention.
Alternative/synonymous designations are separated by slashes: 1. The grading system of the invention 2. Rotatable cutting device/knife 3. Cutting device detector/photoelectric switch 3A. Detector signal 4. Trigger device/trigger 4A. Controlled trigger signal 5. Imaging means/camera 5A. Image transfer/signal 5B. Light trigger signal 6. Processing means/PC/controller 6A. Trigger signal 6B. Disposal device signal 7. Lighting means/light 8. Conveying means/conveyor belt 8A. Disposal/discharge device/sorting unit 8B. Encoder 8C. Signal emitted by the encoder (8B) 9. Food product 9A. Sliced/cut food product
Claims (2)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
DKPA202200882A DK181541B1 (en) | 2022-09-28 | 2022-09-28 | A system and a method for the grading of sliced products |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
DKPA202200882A DK181541B1 (en) | 2022-09-28 | 2022-09-28 | A system and a method for the grading of sliced products |
Publications (2)
Publication Number | Publication Date |
---|---|
DK181541B1 true DK181541B1 (en) | 2024-04-22 |
DK202200882A1 DK202200882A1 (en) | 2024-04-22 |
Family
ID=90790714
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
DKPA202200882A DK181541B1 (en) | 2022-09-28 | 2022-09-28 | A system and a method for the grading of sliced products |
Country Status (1)
Country | Link |
---|---|
DK (1) | DK181541B1 (en) |
-
2022
- 2022-09-28 DK DKPA202200882A patent/DK181541B1/en active IP Right Grant
Also Published As
Publication number | Publication date |
---|---|
DK202200882A1 (en) | 2024-04-22 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP7265569B2 (en) | A device for acquiring and analyzing product-specific data of products in the food processing industry, a system equipped with the device, and a product processing method in the food processing industry | |
US5544757A (en) | Method and device for seperating pieces of wood | |
US6563904B2 (en) | Apparatus and method for detecting and removing undesirable material from workpieces | |
US9622492B2 (en) | Shrimp processing system and methods | |
JP7455135B2 (en) | Food processing equipment and food processing method | |
US20070193425A1 (en) | Slicing of food products | |
AU2005297369A1 (en) | Method and system for detecting characteristics of lumber using end scanning | |
US20100267320A1 (en) | Fat Cover Measurement Device | |
WO2021161341A1 (en) | System for modular multi-grade sorting and a method thereof | |
US6922652B2 (en) | Automated quality assurance method and apparatus and method of conducting business | |
DK181541B1 (en) | A system and a method for the grading of sliced products | |
WO2017118757A1 (en) | A system and method for determining the presence and/or position of at least one bone in a meat piece | |
EP3487637B1 (en) | Measuring device for multispectral measuring of quality features or defects of products and method therefor | |
DK180343B1 (en) | System and method for automatic removal of foreign objects from a food surface | |
US11937612B2 (en) | Imaging based portion cutting | |
DK201901038A1 (en) | On-line determination of quality characteristics of meat products | |
KR20230071375A (en) | Automatic Sorting Separation System for Recycled PET | |
CN117054430A (en) | Device and method for inspecting containers by means of position detection | |
DK201901036A1 (en) | Automatic removal of contamination on carcasses | |
Bowman et al. | Machine Vision Sensing for Meat Processing Automation |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PAT | Application published |
Effective date: 20240329 |
|
PME | Patent granted |
Effective date: 20240422 |