A METHOD FOR ASSESSING QUALITY OF A TRANSVERSAL SEALING OF A FOOD PACKAGE
20240317444 ยท 2024-09-26
Inventors
- Fabrizio FENU (Modena, IT)
- Luca MALTONI (Modena, IT)
- Alessandro Brehas (Modena, IT)
- Edoardo MOTTI (Modena, IT)
Cpc classification
B65B57/16
PERFORMING OPERATIONS; TRANSPORTING
B29C66/81433
PERFORMING OPERATIONS; TRANSPORTING
G01N21/8851
PHYSICS
B29L2031/7166
PERFORMING OPERATIONS; TRANSPORTING
B29C65/8253
PERFORMING OPERATIONS; TRANSPORTING
B65B51/144
PERFORMING OPERATIONS; TRANSPORTING
B29C66/81435
PERFORMING OPERATIONS; TRANSPORTING
B29C66/306
PERFORMING OPERATIONS; TRANSPORTING
B29C66/346
PERFORMING OPERATIONS; TRANSPORTING
G01N21/909
PHYSICS
International classification
B65B57/16
PERFORMING OPERATIONS; TRANSPORTING
B65B51/14
PERFORMING OPERATIONS; TRANSPORTING
Abstract
A method (400) for assessing quality of a transversal sealing (102) of a paperboard-based food package (100), wherein the food package (100) comprises a longitudinal scaling (104), and is provided with an reference imprint (106) in connection to the transversal sealing (102) is provided. The method (400) comprising, capturing (S402), by a camera (202), image data of the transversal scaling (102), determining (S404), in the image data, a position of the reference imprint (106), determining (S406), in the image data, a position of a reference line (104), determining (S408) quality measurement data of the transversal sealing (102) based on the position of the reference imprint (106) relative to the position of the reference line (104).
Claims
1. A method for assessing quality of a transversal sealing of a paperboard-based food package, wherein the food package comprises a longitudinal sealing, and is provided with a reference imprint in connection to the transversal sealing, the method comprising: capturing, by a camera, image data of the transversal sealing; determining, in the image data, a position of the reference imprint; determining, in the image data, a position of a reference line; and determining quality measurement data of the transversal sealing based on the position of the reference imprint relative to the position of the reference line.
2. The method according to claim 1, wherein the reference line is an edge of the longitudinal sealing.
3. The method according to claim 1, wherein the reference imprint comprises a sequence of valleys and ridges in a packaging material of the food package.
4. The method according to claim 3, wherein the ridges and valleys extend parallel to the reference line.
5. The method according to claim 3, wherein the reference imprint comprises at least three valleys.
6. The method according to claim 3, wherein the reference imprint extends over the longitudinal sealing.
7. The method according to claim 1, wherein the step of capturing the image data comprises the sub-step of illuminating the transversal sealing by a light source along an illumination axis, wherein the illumination axis forms an angle of 40 to 90 degrees to the optical axis of the camera.
8. The method according to claim 7, wherein the transversal sealing is illuminated by infrared light.
9. The method according to claim 1 wherein the transversal sealing is on a top of the food package or on a bottom of the food package.
10. The method according to claim 1, wherein determining the quality measurement data comprises determining a distance between the reference line and a pre-determined section of the reference imprint.
11. The method according to claim 1, wherein the method further comprises: transmitting the quality measurement data to a packaging machine, and adjusting settings of the packaging machine based on the quality measurement data.
12. An arrangement for assessing quality of a transversal sealing of a food package, wherein the food package comprising a longitudinal sealing, and provided with an reference imprint in connection to the transversal sealing, the arrangement comprising: a camera configured to capture image data of the transversal sealing; an image processing device configured to, determine, in the image data, a position of the reference imprint; determine, in the image data, a position of a reference line; and determine a quality measurement data of the transversal sealing based on the position of the reference imprint relative to the position of the reference line.
13. The arrangement according to claim 12, wherein the arrangement further comprises a light source configured to illuminate the transversal sealing along an illumination axis at an angle from an optical axis of the camera.
14. A system, comprising: a packaging machine configured to produce food packages; and the arrangement for assessing quality of transversal sealings of the food packages according to claim 12; and wherein the arrangement is further configured to transmit the quality measurement data to the packaging machine, wherein the packaging machine is further configured to receive the quality measurement data, and adjust settings based on the quality measurement data.
15. A non-transitory computer-readable storage medium having stored thereon program code portions for implementing the method of claim 1 when executed on a device having processing capabilities.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0033] Embodiments of the invention will now be described, by way of example, with reference to the accompanying schematic drawings, in which
[0034]
[0035]
[0036]
[0037]
[0038]
DETAILED DESCRIPTION
[0039]
[0040]
[0041] The food package 100 further comprises a reference line 104. The reference line 104 may be used to determine the quality measurement data. The reference line 104 may be an edge of the longitudinal sealing 108 as herein illustrated. Alternatively, the reference line 104 may be a printed line coincident with an edge of the food package 100. Further, more than one reference line may be used in combination for determining the quality measurement data, e.g. the edge of the longitudinal sealing as well as the printed line.
[0042] The longitudinal sealing 108 is created by sealing together two ends of packaging material. In
[0043] Similarly, the dashed line parallel to the transversal sealing 102 represents the point where overlapping material of the transversal sealing 102 ends. The transversal sealing 102 may cover a part of this section as illustrated in
[0044] The reference imprint 106 may comprise a sequence of valleys, herein illustrated as black sections, and ridges, herein referring to the section between the valleys. In other words, the reference imprint 106 may comprise physical marks in the packaging material. The reference imprint 106 may for instance comprise 6 to 10 valleys. The reference imprint 106 may extend 6 to 10 mm along the transversal sealing 102. The ridges and valleys can extend in parallel to the reference line 104. Having the paperboard-based packaging material allows for that imprints in the food package 100 can be made. For instance, packaging materials only comprising a plastic layer would not in the same way allow for imprints to be formed. Put differently, it has been realized that by using properties given by the packaging material, improved quality control can be achieved.
[0045] Alternatively, the reference imprint 106 can comprise a single mark. The single mark may be a valley or just a dot.
[0046] The reference imprint 106 may extend over the longitudinal sealing 108 as herein illustrated.
[0047] Alternatives to the reference line 104 presented in
[0048] As an additional example, the food package 100 may comprise a straw hole 110 as illustrated in
[0049]
[0050] The system 200 further comprises an arrangement 210 for assessing quality of the transversal sealing 102 of the food package 100. The arrangement 210 comprises a camera 202 configured to capture image data 214 of the transversal sealing 102. The arrangement 210 further comprises an image processing device 206. The image processing device 206 may be provided as a separate device from the camera 202 as illustrated herein. In such a case, the image processing device 206 and the camera 202 may be configured to communicate with each other. Alternatively, the image processing device 206 can be provided as part of the camera 202.
[0051] The image processing device 206 can be configured to determine, in the image data, a position of the reference imprint 106. The image processing device 206 may further be configured to determine, in the image data, a position of the reference line 104. Determining the positions of the reference imprint 106 and the reference line 104 may be done by using computer vision methods, for instance edge detection.
[0052] The image processing device may further be configured to determine quality measurement data 216 of the transversal sealing 102. The quality measurement data 216 may be based on the position of the reference imprint 106 relative to the position of the reference line 104. Based on the position of the reference imprint 106 relative the reference line 104, it may be possible to for instance detect if the packaging material was twisted during the sealing process.
[0053] The arrangement 210 may further comprise a light source 204 configured to illuminate the transversal sealing 102. The light source 204 may be arranged to illuminate the transversal sealing 102 along an illumination axis B at an angle C from an optical axis A of the camera 202. The angle C may be between 40 and 90 degrees. The illumination may serve the purpose of enhancing three-dimensional features of the reference imprint 106 and the reference line 104, for instance by creating shadows. The light source 204 may emit infrared light which can make it possible to filter out or reduce the presence of printed d?cor on the food package 100 so that the reference imprint and the reference line is more easily determined.
[0054] The food packages that are to be assessed can be continuously fed to the arrangement 210, for instance on a conveyor 208 as illustrated herein.
[0055] The arrangement 210 may be further configured to transmit the quality measurement data 216 to the packaging machine 212. The packaging machine 212 may be further configured to receive the quality measurement data 216. Based on the received quality measurement data the packaging machine 212 may be configured to adjust its settings. For instance, if the arrangement 210 communicates to the packaging machine 212 that the food packages 100 produced has deficient transversal sealings 102, the packaging machine 212 can adjust the settings of the transversal sealing process to correct any errors. Alternatively, the arrangement 210 can communicate which, if any, of the food packages 100 are deficient, so that the packaging machine 212 can discard those food packages.
[0056] In
[0057]
[0058] The second surface 304, 306 may be a number of rectangularly shaped protrusions as illustrated in
[0059]
[0060] In a first step S402, image data of the transversal sealing may be captured by a camera.
[0061] In a second step S404, a position of the reference imprint may be determined in the image data.
[0062] In a third step S406, a position of a reference line may be determined in the image data.
[0063] In a fourth step S408, quality measurement data of the transversal sealing may be determined. This may comprise determining the distance between the reference line and a pre-determined section of the reference imprint.
[0064] Optionally, the first step S402 may comprise the sub-step S410 of illuminating the transversal sealing by a light source.
[0065] Optionally, in a fifth step S412, the quality measurement data may be transmitted to a packaging machine.
[0066] Optionally, in a sixth step S414, settings of the packaging machine may be adjusted based on the quality measurement data.
[0067] Even though described in a certain order, the different steps may also be performed in other orders as well as multiple times.
[0068] From the description above follows that, although various embodiments of the invention have been described and shown, the invention is not restricted thereto, but may also be embodied in other ways within the scope of the subject-matter defined in the following claims.
[0069] Various aspects of the present invention may be appreciated from the following enumerated example embodiments (EEEs):
[0070] EEE1. A method for assessing quality of a transversal sealing 102 of a paperboard-based sample food package 100, wherein the sample food package 100 comprises a longitudinal sealing 104 and is provided with a reference imprint 106 in connection to the transversal sealing 102, the method comprising
[0071] capturing, by a camera 202, sample image data depicting at least the transversal sealing 102 and the reference imprint 106,
[0072] extracting features from the sample image data, wherein the features are spatial and/or spectral features of the image data,
[0073] transmitting the features to a decision engine, and
[0074] receiving a response from the decision engine, wherein the response is a positive response indicating that the food package is within quality standard, or a negative response indicating that the food package is outside the quality standard.
[0075] The wording quality standard may be a broadly agreed industry standard, but it may also be a set of requirements used only for one or a few of packaging machines. If using an artificial intelligence(Al) decision engine, the quality standard may be set by the Al decision engine when this is trained.
[0076] The extracting step may be made in the camera 202 if this is provided with processing capabilities for such extraction. It may also be made on a server housing the decision engine, that is, the image data can be transmitted from the camera to the server and once received the features are extracted and transmitted to the decision engine. A further alternative is to have several servers, one for extracting the features and one for housing the decision engine.
[0077] EEE2. The method according to EEE1, wherein the decision engine is an artificial intelligence (Al) decision engine.
[0078] EEE3. The method according to EEE1 or EEE2, wherein the decision engine comprises a graph-based database.
[0079] EEE4. The method according to any one of EEE1 to EEE3, wherein a reference line 104 is provided on the sample package 100 and depicted in the sample image data.
[0080] EEE5. The method according to EEE4, wherein the reference line 104 is an edge of the longitudinal sealing.
[0081] EEE6. The method according to any one of EEE1 to EEE5, wherein the reference imprint 106 comprises a sequence of valleys and ridges in a packaging material of the food package 100.
[0082] EEE7. The method according to EEE6, wherein the ridges and valleys extends parallel to the reference line 104.
[0083] EEE8. The method according to any of EEE6 or EEE7, wherein the reference imprint 106 comprises at least three valleys.
[0084] EEE9. The method according to any one of EEE1 to EEE8, wherein the reference imprint extends over the longitudinal sealing.
[0085] EEE10. The method according to any of EEE1 to EEE9, wherein the step of capturing the image data comprises the sub-step of illuminating the transversal sealing by a light source 204 along an illumination axis B, wherein the illumination axis B forms an angle C of 40 to 90 degrees to the optical axis A of the camera 202.
[0086] EEE11. The method according to EEE10, wherein the transversal sealing 102 is illuminated by infrared light.
[0087] EEE12. The method according to any one of EEE1 to EEE11, wherein the transversal sealing 102 is on a top of the food package 100 or on a bottom of the food package 100.
[0088] EEE13. A method for training a decision engine for assessing quality of a transversal sealing 102 of a paperboard-based sample food package 100, said method comprising
[0089] providing a first data set of image data depicting a first plurality of training food packages 100 deemed to be within a quality standard,
[0090] providing a second data set of image data depicting a second plurality of training food packages 100 deemed to be outside the quality standard,
[0091] forming a set of rules for assessing sample image data depicting the sample food package, thereby providing for that the decision engine is configured to indicate whether the sample food package is within or outside the quality standard.