PREDICTIVE MAINTENANCE OF A RECEPTACLE HANDLING INSTALLATION
20230109567 · 2023-04-06
Inventors
Cpc classification
G05B23/0283
PHYSICS
B67C3/28
PERFORMING OPERATIONS; TRANSPORTING
B67C3/24
PERFORMING OPERATIONS; TRANSPORTING
International classification
B67C3/00
PERFORMING OPERATIONS; TRANSPORTING
B67C3/24
PERFORMING OPERATIONS; TRANSPORTING
Abstract
An apparatus, system and method for predictively maintaining a receptacle handling installation, for example a beverage bottling installation, wherein the apparatus is configured to receive process data of at least one handling operation on one or more receptacles, performed by the receptacle handling installation; assign the handling operation to at least one of multiple quality classes on the basis of the process data; and derive a state of wear for one or more components of the receptacle handling installation from an analysis of the quality classes.
Claims
1. A system comprising: a first receptacle handling installation; and a predictive maintenance apparatus in communication with an installation control of the first receptacle handling installation, wherein the predictive maintenance apparatus is configured to: receive process data of a handling operation performed by the first receptacle handling installation on one or more receptacles, assign the handling operation a quality class from a plurality of quality classes based on the process data, and derive a state of wear for one or more components of the first receptacle handling installation from an analysis of the assigned quality class.
2. The system of claim 1, wherein one of the plurality of quality classes characterizes a first type of handling operation and another of the plurality of quality classes characterizes a second type of handling operation.
3. The system of claim 2, wherein the first type of handling operation comprises an acceptable handling operation and the second type of handling operation comprises an unacceptable handling operation.
4. The system of claim 3, wherein the predictive maintenance apparatus is further configured to analyze a past handling operation assigned a quality class characterized as unacceptable and to derive a further quality class from process data of the past handling operation, and the further quality class characterizes a limit-value handling operation.
5. The system of claim 1, wherein the predictive maintenance apparatus is further configured to: receive process data of a handling operation performed by a second receptacle handling installation, and assign the handling operation performed by the second receptacle handling installation to a quality class from the plurality of quality classes based on the received process data, or create a quality class from the received process data.
6. The system of claim 1, wherein the predictive maintenance apparatus is further configured to: report the state of wear for the one or more components to the first receptacle handling installation; or report an action recommendation derived from the state of wear for the one or more components to the first receptacle handling installation.
7. The system of claim 1, wherein the predictive maintenance apparatus comprises an Internet/cloud application or a data processing device.
8. The system of claim 7, wherein the data processing device comprises a database, a server, or an artificial intelligence (AI) application.
9. The system of claim 1, wherein: the handling operation comprises a filling operation that places a filling product into a receptacle from the one or more receptacles, and the process data comprises a process parameter.
10. The system of claim 9, wherein the process parameter comprises one or more of: a bottling pressure, a pressurization time, a pressurization pressure, an evacuation pressure, a fill rate, a fill curve, or a depressurization time.
11. The system of claim 1, wherein the first receptacle handling installation comprises a beverage bottling installation, and the beverage bottling installation comprises an apparatus configured to fill the one or more receptacles with a filling product.
12. The system of claim 11, wherein the apparatus comprises a filler control configured to control a filling operation, the filler control is in communication with the predictive maintenance apparatus, and the filler control is configured to send process data of the filling operation to the predictive maintenance apparatus.
13. The system of claim 12, wherein: the apparatus further comprises a filler carousel and multiple filling elements installed on an outer circumference of the filler carousel, the multiple filling elements are configured to introduce the filling product into the one or more receptacles, and the predictive maintenance apparatus is configured to derive a state of wear for one or more of the multiple filling elements.
14. A method for predictively maintaining a first receptacle handling installation, comprising: receiving process data of a handling operation performed by the first receptacle handling installation on one or more receptacles; assigning the handling operation a quality class from a plurality of quality classes based on the process data; and deriving a state of wear for one or more components of the first receptacle handling installation.
15. The method of claim 14, wherein one of the plurality of quality classes characterizes a first type of handling operation and another of the plurality of quality classes characterizes a second type of handling operation.
16. The method of claim 15, wherein the first type of handling operation comprises an acceptable handling operation and the second type of handling operation comprises an unacceptable handling operation.
17. The method of claim 16, further comprising analyzing a past handling operation assigned a quality class characterized as unacceptable and deriving a further quality class from process data of the past handling operation, wherein the further quality class characterizes a limit-value handling operation.
18. The method of claim 14, further comprising: receiving process data of a handling operation performed by a second receptacle handling installation, and assigning the handling operation performed by the second receptacle handling installation to a quality class from the plurality of quality classes based on the received process data, or creating a quality class from the received process data.
19. The method of claim 14, wherein: the handling operation comprises a filling operation that places a filling product into a receptacle from the one or more receptacles, and the process data comprises a process parameter.
20. The method of claim 19, wherein the process parameter comprises one or more of: a bottling pressure, a pressurization time, a pressurization pressure, an evacuation pressure, a fill rate, a fill curve, or a depressurization time.
Description
BRIEF DESCRIPTION OF THE FIGURES
[0031] Further embodiments of the invention are explained in more detail by way of the description of the figures that follows.
[0032]
[0033]
[0034]
DETAILED DESCRIPTION
[0035] Exemplary embodiments are described below with reference to the figures. Here, elements that are identical, similar or have the same effect are provided with identical reference signs in the figures and a repeated description of these elements is omitted in some cases in order to avoid redundancy.
[0036]
[0037] According to the present exemplary embodiment, the receptacle handling installation 1 comprises the following receptacle handling stations: an apparatus 10 for manufacturing receptacles, also referred to herein as the “receptacle manufacturing apparatus”; an apparatus 20 for filling the receptacles with a filling product, also referred to herein as the “filling apparatus”; an apparatus 30 for capping the receptacles with one receptacle cap each, for example a crown cork or screw cap, also referred to herein as the “capping apparatus”; an apparatus 40 for labeling the receptacles, also referred to herein as the “labeler”; a buffer 50 for temporarily buffering filled and labeled receptacles and for evening out any different processing/transport speeds between installation parts; a packing apparatus 60 for packing the receptacles; robots 70 for layer production; and a palletizer 80 that combines the packed receptacles onto load carriers.
[0038] The receptacle handling installation 1 accordingly comprises one or more receptacle handling stations that are passed through progressively for example from manufacture of the receptacles through filling thereof, capping, labeling, to packing of same. For this purpose, the receptacles, or the preforms thereof, which are precursors to the receptacles before blow moulding or stretch blow moulding, are transported along a conveyor path. Transport is effected by means of transport stars, transport belts and the like, some of which are schematically represented in
[0039] The receptacle handling stations of the receptacle handling installation 1 that are shown in
[0040] The receptacle manufacturing apparatus 10 has a device 11 for preparing and preheating preforms made from plastic, for example polyethylene terephthalate (PET). The preforms thus prepared are transferred to a blowing device 12, in which the heated preforms are expanded by blowing or stretch blowing to produce the receptacles to be filled. For this purpose, the preforms are subjected to a gas under pressure in blowing moulds, the cavity contour of which corresponds to the intended receptacle outer shape, and are also expanded with a stretching rod during stretch blowing, in order to take the preforms into the desired receptacle shape. The receptacle manufacturing apparatus 10 may comprise an apparatus for cleaning, sterilizing and/or coating the receptacles that is not shown in more detail.
[0041] The receptacles thus manufactured are transferred to the filling apparatus 20. In the exemplary embodiments in
[0042] After filling, the receptacles are transferred to the capping apparatus 30, which may likewise be embodied in a rotary-machine design. For this, the capping apparatus 30 comprises a capper carousel 31, on the outer circumference of which there is provision for a multiplicity of capping elements (not represented in
[0043] The filled receptacles may be transferred from the filling apparatus 20 to the capping apparatus 30 directly from the filler carousel 21 to the capper carousel 31 or using one or more transfer stars. Alternatively, the filling apparatus 20 and the capping apparatus 30 may be integrated to form a filler/capper wherein the processing processes of filling and capping take place at different handling angles of one and the same handling carousel.
[0044]
[0045] In the exemplary embodiment shown in
[0046] During the filling process, the mouth 110 of the receptacle 100 is in various embodiments in pressure-tight contact with the filling valve 23, which allows the filling process to be performed as a back-pressure method or reduced-pressure method. However, the filling valve 2 may also be in the form of a free-jet valve, as a result of which the filling product is put into the mouth 110 of the receptacle 100 after passing across a free-jet region. Furthermore, the filling process and, if necessary, subsequent capping of the receptacle 100 may take place in a pressure- and vacuum-tight handling chamber (not shown in the figures) that allows a defined atmosphere having a defined pressure to be provided, for example in order to counteract any tendency of the filling product to froth over or to cap the receptacle 100 in a defined gas atmosphere and/or under vacuum or overpressure.
[0047] The receptacle 100 to be filled is held on or beneath the filling valve 23 by way of a receptacle bracket 24 during filling. The receptacle bracket 24 in one embodiment has a retaining clamp 24a for holding the receptacle 100 to be filled in the neck region, for example beneath a neck ring of the receptacle 100 that is not shown here. This is also referred to as so-called “neck handling” of the receptacle 100. “Neck handling” is used in particular when filling plastic receptacles in the form of PET bottles. In an alternative that is not shown in the figures, the receptacle 100 to be filled may also be held, or supported, in its base region, for example by a guide plate on which the receptacle 100 to be filled is standing. This is also referred to as so-called “base handling” of the receptacle 100. “Base handling” is used in particular when filling glass bottles. In an alternative that is likewise not shown in the figures, the receptacle 100 to be filled may also be held and/or supported and transported in the region of the receptacle or bottle belly or in another suitable manner.
[0048] The filling valve 23 is may be in the form of a proportional valve 23b, or comprises such, arranged before the valve mouth 23a, i.e. upstream of the valve mouth 23a. Optionally, there may be provision for a stop valve in the region of the valve mouth 23a, said stop valve opening/closing the valve mouth 23a as required. The proportional valve 23b is configured to vary the volume flow of the filling product, thereby regulating the amount of filling product introduced into the receptacle 100 per unit time. The aim is to ensure efficient, exact and product-friendly filling along a defined fill curve, which is generally a time-dependent function of the fill rate or of the volume flow.
[0049] By way of example, the proportional valve 23b may be designed such that an annular gap through which the filling product flows is of variable dimension. The switching position of the proportional valve 23b, that is to say for example the currently selected dimension of the annular gap, is known and reproducibly adjustable, for example by using a stepper motor to drive the proportional valve 23b.
[0050] The proportional valve 23b may be used to stipulate one or more properties of the fill curve, such as for example the end of filling when a desired fill level is reached or the fill curve in its entirety.
[0051] The filling product is temporarily stored in a filling product reservoir 25 before actually being put into the receptacles 100 to be filled, the filling product reservoir 25 being shown here in the form of a central tank of a rotary-machine filler. In an alternative embodiment, the filling product reservoir 25 may also be in the form of an annular tank, an annular line or a distribution supply.
[0052] The filling product has been put into the filling product reservoir 25 up to a specific fill level and may flow therefrom via a filling product line 26, which has a first line section 26a, a second line section 26b, a third line section 26c and a fourth line section 26d here by way of illustration, to the filling valve 23, wherefrom it may be introduced into the receptacle 100 to be filled.
[0053] Besides the proportional valve 23b for controlling or regulating the filling product flow, there is furthermore provision for a flowmeter 27 configured to detect the amount of fluid, or the volume flow, of the filling product flowing through the filling product line 26. The flowmeter 27 may, if necessary, also be used to determine the amount of filling product introduced into the receptacle 100, for example by integrating, or summing, the determined volume flow. In this manner, after a desired filling product level is reached in the receptacle 100, the filling operation may be terminated by closing the proportional valve 23b and/or by closing a stop valve that is not shown here. As an alternative to the flowmeter 27, it is also possible to use other sensors, such as for example weighing cells and/or short-circuit probes. Alternatively, a sensor may be dispensed with if a time filling process is used that is based on for example computation models for determining the volume flow.
[0054] The filling valve 23, including the proportional valve 23b, the flowmeter 27 and sections of the filling product line 26, for example the line sections 26b, 26c and 26d, may form an imaginary and/or physical unit, or component, referred to herein as a filling element 22.
[0055] The filling apparatus 20 shown in
[0056] The filling apparatus 20 may—as a component part of or outside the filling element 22—have one or more filters 28, arranged in one embodiment between the first section 26a and the second section 26b of the filling product line 26. The filter 28 is configured to clean the filling product prior to bottling, for example in order to filter out particles, viruses, bacteria, germs, fungi, etc., from the filling product.
[0057] The current fill level of the filling product in the filling product reservoir 25 may be measured by means of a fill-level probe (not shown in the figures), for example.
[0058] The filling apparatus 20 further has a filler control 29 configured to communicate with the filling element 22. In particular, the filler control 29 is in communication with the proportional valve 23b, the fill-level probe and the flowmeter 27 in order to stipulate the current switching position of the proportional valve 23b by using the volume flow values determined by the flowmeter 27. Furthermore, the fill level in the filling product reservoir 25 may be evaluated by means of the filler control 29. The fill-level probe and the flowmeter 27 are illustrative sensors for monitoring the filling process.
[0059] Returning to
[0060] The installation control 9 may be realized as an LMS (line management system) that monitors and/or controls the various stations of the receptacle handling installation 1, for example by way of communication with the subordinate, station-specific control devices 19, 29, 39.
[0061] The filler control 29 (if necessary in cooperation with the installation control 9) is configured to actuate the filling element 22 of the filling apparatus 20 in such a way that the filling product is introduced into the receptacle 100 in the desired amount and at the desired rate. For this purpose, the filler control 29 or installation control 9 may store one or more sets of process parameters that predefine the process behaviour of the filling apparatus 20, for example pressures, depressurization times and the like. These parameter sets are usually preset and may be associated with different filling product brands to be bottled, for example.
[0062] In the simplest case, the filling product is introduced into the receptacle 100 at a constant flow rate, or a constant volume flow. The flow rate, or the volume flow, during filling may have a more detailed functional dependency, however, for example as a function of time, of a fill pressure and/or of other variables.
[0063] The specific form of the fill curve may be dependent on the filling product to be bottled, receptacle format (size, geometry, material, etc.), the filler performance and other variables. Startup of the receptacle handling installation 1, a change of brand, change of receptacle format or the like is effected for example by virtue of an operator selecting a previously applied configuration in the menu of an HMI module 9a (“human-machine interface module”), cf.
[0064] The selected configuration is used to store process parameters (bottling pressure, pressurization time, fill curve, etc.) as a dataset in the installation control 9 and/or the control devices 10, 29, 39, these being used to actuate the receptacle handling installation 1. Furthermore, the installation control 9 and/or the control devices 10, 29, 39 record process data that are obtained during operation of the receptacle handling installation 1, determined for example by appropriate sensors.
[0065]
[0066] The maintenance support apparatus 400 is in communication with the receptacle handling installation 1, in particular one or more of the controls 9, 19, 29, 39. In addition, the maintenance support apparatus 400 may be in communication with further receptacle handling installations 1a, 1b, 1c, or the controls thereof, in order to receive and process process data from the receptacle handling installations 1, 1a, 1b, 1c. The further receptacle handling installations 1a, 1b, 1c may be designed in an equivalent manner to the exemplary embodiments presented above or differently therefrom, but at least in some cases in a technically comparable manner.
[0067] In other words, the maintenance support apparatus 400 may be used to collect process data from one or more, in one embodiment hundreds of, receptacle handling installations 1, 1a, 1b, 1c, to process said data and to make them available to the installations, in particular the present receptacle handling installation 1 to be evaluated for maintenance. By using information from multiple receptacle handling installations 1, 1a, 1b, 1c, the predictive maintenance of the receptacle handling installations 1, 1a, 1b, 1c may be improved by virtue of each individual installation benefiting from information from other comparable installations.
[0068] The maintenance support apparatus 400 in certain embodiments comprises an Internet/cloud application 410 that simplifies the obtainment and distribution of the information from the receptacle handling installations 1, 1a, 1b, 1c and in a manner standardized thereto and by using existing infrastructures and information protocols.
[0069] Furthermore, the maintenance support apparatus 400 may comprise data processing 420 in the form of a computer centre or of decentralized computing structures or may be in communication with such.
[0070] The data processing 420 may provide a central database, a server, AI applications, etc. Besides automatically queryable data, data may additionally be entered manually into a database of the data processing 420 as required, for example from laboratory tests.
[0071] Process data that may be measured in one or more of the receptacle handling installations 1, 1a, 1b, 1c and obtained by the maintenance support apparatus 400 comprise for example data of one or more of the following process parameters: bottling pressure, pressurization time, pressurization pressure, evacuation pressure, fill rate, fill curve, depressurization time, each individually detectable for the filling elements 22; tank pressure; treatment time (cleaning time, sterilization time, rinsing time) on the basis of various installation parts and on the basis of the treatment medium (cleaning agent, sterilizing agent, rinsing agent); temperature; temperature/time profile; conductivity; flow; information about deposits or residues.
[0072] The maintenance support apparatus 400 allows information from different sensor types, sensor positions, etc. to be combined and processed in this manner, even if the present receptacle handling installation 1 to be considered is not equipped with the sensors in question. The present receptacle handling installation 1 is therefore able to benefit from other installations having sensors and to learn from the sensor data thereof. In other words, the measuring techniques of different receptacle handling installations 1, 1a, 1b, 1c are synergistically combined, as a result of which an individual receptacle handling installation 1, 1a, 1b, 1c may require fewer sensors and therefore the mechanical engineering effort falls overall.
[0073] Furthermore, such combination allows properties of the sensors, such as for example sensor positions or sensor settings, to be optimized. By way of example, different sites of a sensor on two or more comparable receptacle handling installations 1, 1a, 1b, 1c may be compared with one another in order to find the optimum sites and/or settings.
[0074] Illustrative data processing for predictively maintaining the receptacle handling installation 1 may comprise: data transmission of one or more bottling rounds of all filling elements 22 to the Internet/cloud application 410 of the maintenance support apparatus 400; classification of a time series of a filling operation by the data processing 420, for example using statistical methods, neural networks or the like.
[0075] In the simplest case the classification distinguishes between a good filling operation and a poor filling operation (=binary classification). The maintenance support process therefore comprises creating a classified database, i.e. one or more filling operations are recorded, and each operation is assigned to a class, for example good filling operation/poor filling operation. In the present simple case of binary classification, the filling operations may therefore be sorted into the classes “good receptacle” and “poor receptacle” by evaluating relevant process parameters. Depending on the number of classes, it is also possible to distinguish between multiple filling element states.
[0076] Assigning the filling operations to specific fault classes then allows action recommendations to be derived. By way of example, a measure of the state of wear of each individual filling element 22 may be derived and reported back to the receptacle handling installation 1, an operator, a manufacturer of the receptacle handling installation 1, a maintenance centre, spare parts store or the like.
[0077] In a further development of the maintenance support process described above, the analysis of the recorded time series of a poor filling operation may comprise a look back at the time before the onset of a fault state. A further class “borderline case” may be derived therefrom. If such a borderline case is detected subsequently, a predictive measure may be performed on the filling element 22 in question even before a fault occurs. In line with the above terminology, this expansion stage contains the following classes: “good receptacle”, “poor receptacle”, “borderline cases”.
[0078] In a further development, further fault classes may be analysed and the database expanded to include these fault classes. By way of example, spare parts suggestions may thus be derived therefrom and returned to the receptacle handling installation 1, an operator, a manufacturer of the receptacle handling installation 1, a maintenance centre, spare parts store or the like. In line with the above terminology, this expansion stage contains the following classes: “good receptacle”, “poor receptacle, component A defective”, “poor receptacle, component B defective”, “borderline case component A running/defective”, “borderline case component B running/defective”, etc.
[0079] The maintenance support process described above relates to the filling process by way of illustration, but may be analogously transferred to processes of other receptacle handling stations of the receptacle handling installation(s) 1, 1a, 1b, 1c, for example to blow moulding and capping the receptacles 100.
[0080] The predictive maintenance apparatus 400 permits predictive, flexible and individual maintenance of the receptacle handling installation(s) 1, 1a, 1b, 1c, in particular of the filling elements 22, where present. An associated occurrence is simplification of spare parts procurement, for example by way of integration into an e-shop by linking to an existing customer account and/or automatic processing, in certain embodiments by applying so-called “smart contracts” and crypto currencies.
[0081] The described classification of the recorded handling processes may be extended to include new data at any time. The more fault classes there are in the analysis by the predictive maintenance apparatus 400, the more granular the way in which the classification is performed may be and the more accurately the modeling for determining states of wear and any prediction of defects, downtimes, etc., may take place.
[0082] The integration of an Internet/cloud application 410 into the predictive maintenance apparatus 400 allows the processes associated with predictive maintenance to be implemented as digital services.
[0083] If applicable, all individual features that are illustrated in the exemplary embodiments may be combined with one another and/or exchanged without departing from the scope of the invention.