Control of cleaning machine cycles using machine vision
Image classification is used to dynamically control one or more wash parameters in an automated cleaning machine. An imaging device installed in the wash chamber of the cleaning machine captures one or more image(s) of articles to be cleaned at various times throughout a cleaning process. A computing device analyzes the captured image(s) to classify the images as to an article type and a rack volume. Based on the article type classification and the rack volume, the computing device dynamically controls one or more parameters of the cleaning process to achieve a satisfactory cleaning and/or sanitizing result.
1 . A system comprising:
an imaging device configured to:
capture a first image of first articles that are in a wash chamber of a cleaning machine for cleaning while the first articles are in the wash chamber for a first cleaning process performed by the cleaning machine; and
capture a second image of second articles that are in the wash chamber of the cleaning machine for cleaning while the second articles are in the wash chamber for a second cleaning process performed by the cleaning machine;
a sump temperature sensor configured to measure a temperature of a solution in a sump of the cleaning machine; and
a computing device comprising at least one processor configured to:
determine that a rack in the wash chamber is a rewashed rack, wherein the at least one processor is configured to determine that the rack is the rewashed rack based on: (i) a comparison of the first image and the second image to determine whether the second articles are identical to the first articles, wherein, as part of determining whether the second articles are identical to the first articles, the at least one processor determines based on the first image and the second image whether the first articles and the second articles are rearranged within the rack and (ii) based on a sump temperature difference for the second cleaning process being less than a sump temperature difference for the first cleaning process, wherein the sump temperature difference for the second cleaning process is a difference between a first and a second temperature of solution in the sump measured by the sump temperature sensor during the second cleaning process, and the sump temperature difference for the first cleaning process is a difference between a third and a fourth temperature of solution in the sump measured by the sump temperature sensor during the first cleaning process; and
adjust, based on the determination that the rack is a rewashed rack, one or more of a wash cycle time or a rinse cycle time performed by the cleaning machine during execution of the second cleaning process.
2 . The system of claim 1 , wherein the at least one processor is further configured to determine a rewash frequency statistic based on a total number of rewashed racks within a specified period of time and a total number of racks washed within the specified period of time.
3 . The system of claim 1 , wherein:
the at least one processor is configured to, as part of determining that the rack is the rewashed rack:
compare at least one of an article type or a rack volume determined for the second cleaning process with at least one of an article type or a rack volume, respectively, determined for the first cleaning process; and
determine that the second articles are identical to the first articles based on the comparison of the at least one the article type or the rack volume determined for the second cleaning process with at least one of the article type or the rack volume, respectively, determined for the first cleaning process.
4 . The system of claim 1 , wherein:
the at least one processor is configured to determine that the rack is the rewashed rack based on one or more of an article type or rack volume over a course of the first cleaning process and the second cleaning process.
5 . The system of claim 1 , wherein the imaging device is configured to capture the first image before a start of the first cleaning process and to capture the second image before a start of the second cleaning process.
6 . The system of claim 1 , wherein:
the imaging device is configured to capture the first image during a dwell time between a wash cycle and a rinse cycle of the first cleaning process, and
the imaging device is configured to capture the second image during a dwell time between a wash cycle and a rinse cycle of the second cleaning process.
7 . The system of claim 1 , wherein:
the imaging device is configured to capture the first image after completion of the first cleaning process, and
the imaging device is configured to capture the second image before a start of the second cleaning process.
8 . A method comprising:
capturing a first image of first articles that are in a wash chamber of a cleaning machine for cleaning while the first articles are in the wash chamber for a first cleaning process performed by the cleaning machine;
capturing a second image of second articles that are in the wash chamber of the cleaning machine for cleaning while the second articles are in the wash chamber for a second cleaning process performed by the cleaning machine;
determining, by at least one processor of a computing device, that a rack in the wash chamber is a rewashed rack, wherein determining that the rack is the rewashed rack comprises determining that the rack is the rewashed rack based on: (1) a comparison of the first image and the second image to determine whether the second articles are identical to the first articles, wherein, determining whether the second articles are identical to the first articles comprises determining based on the first image and the second image whether the first articles and the second articles are rearranged within the rack and (ii) a sump temperature difference for the second cleaning process being less than a sump temperature difference for the first cleaning process, wherein the sump temperature difference for the second cleaning process is a difference between a first and a second temperature of a solution in a sump of the cleaning machine measured by a sump temperature sensor during the second cleaning process, and the sump temperature difference for the first cleaning process is a difference between a third and a fourth temperature of solution in the sump measured by the sump temperature sensor during the first cleaning process;
adjusting, by the at least one processor, based on the determination that the rack is the rewashed rack, one or more of a wash cycle time or a rinse cycle time performed by the cleaning machine during execution of the second cleaning process.
9 . The method of claim 8 , further comprising determining, by the at least one processor, a rewash frequency statistic based on a total number of rewashed racks within a specified period time and a total number of racks washed within the specified period of time.
10 . The method of claim 8 , further comprising:
comparing, by the at least one processor, at least one of an article type or a rack volume determined for the second cleaning process with at least one of an article type or a rack volume, respectively, determined for the first cleaning process; and
determining, by the at least one processor, whether the second articles are identical to the first articles based on the comparison of the at least one the article type or the rack volume determined for the second cleaning process with at least one of the article type or the rack volume, respectively, determined for the first cleaning process.
11 . The method of claim 8 , further comprising initiating, by the at least one processor, the second cleaning process after adjusting at least one of the wash cycle time or the rinse cycle time for the second cleaning process.
12 . The method of claim 8 , wherein:
the method further comprises: determining, by the at least one processor, that the rack is the rewashed rack based on one or more of an article type or rack volume over a course of the first cleaning process and the second cleaning process.
13 . The method of claim 8 , wherein the first image is captured before a start of the first cleaning process and the second image is captured before a start of the second cleaning process.
14 . The method of claim 8 , wherein:
the first image is captured during a dwell time between a wash cycle and a rinse cycle of the first cleaning process, and
the second image is captured during a dwell time between a wash cycle and a rinse cycle of the second cleaning process.
15 . The method of claim 8 , wherein:
the first image is captured after completion of the first cleaning process, and
the second image is captured before a start of the second cleaning process.