# US 12,007,754 B2 · System and methods for evaluating bottling line performance

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- Number: US 12,007,754 B2
- Document ID: US12007754B2
- Status: Granted
- Kind: B2
- Application number: 17/166,986
- Filed: 2021-02-03
- Published: 2021-11-25
- Granted: 2024-06-11
- Earliest claimed: 2018-03-30
- Assignees: G3 Enterprises, Inc.
- Applicants: G3 Enterprises, Inc.
- Inventors: John Cunningham
- Web page: https://patentgrep.com/patent/US12007754B2

## CPC

- G05B 19/4184: {characterised by fault tolerance, reliability of production system}
- G05B 19/41865: {characterised by job scheduling, process planning, material flow}
- G05B 19/4183: {characterised by data acquisition, e.g. workpiece identification}
- G05B 19/4185: {characterised by the network communication}
- G05B 2219/32015: Optimize, process management, optimize production line
- Y02P 90/02: Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]
- Y02P 90/80: Management or planning
- G05B: CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS (systems for controlling or regulating non-electric variables G05D; systems for regulating electric or magnetic variables G05F; control devices or systems insofar as characterised by mechanical features only G05G)
- Y02P: CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS

## Abstract

System and method for optimizing bottling line performance based on data received from a bottle with sensors. The system provides a bottle with sensors in a bottling line or maintenance system, a network gateway, a human machine interface (HMI) device, and a platform server. The HMI device provides for local control of the bottling line while the platform server handles distribution of GUIs, as well as data processing, data storage, and data analysis.

## Claims

### Claim 1

A system, comprising:
a bottle configured to be deployed in a bottling line system, the bottle comprising:
an outer layer;
a reservoir tube inside the outer layer that connects a reservoir inside the outer layer to a neck of the bottle,
wherein the reservoir tube is configured to receive at least one of a rinse solution or a beverage from the bottling line system;
a battery inside the outer layer;
one or more sensors powered by the battery, the one or more sensors configured to collect data related to operating conditions in the bottling line system; and
a communication module;
a network gateway communicatively coupled to the communication module and a human machine interface; and
a platform server communicatively coupled to the network gateway, the platform server comprising:
an edge communication module;
a data store;
a data analytics module; and
a user communication module.

### Claim 2 (depends on 1)

The system of claim 1, wherein the network gateway is configured to perform operations comprising:
providing a back-end application programming interface from the edge communication module comprising one or more microservices;
receiving, from the communication module of the bottle, sensor data generated by the one or more sensors coupled to the bottle;
writing sensor data to a data file in a gateway data store, wherein the data file comprises other sensor data from other bottles;
transmitting the data file to the edge communication module of the platform server.

### Claim 3 (depends on 1)

The system of claim 1, wherein the operations further comprise:
determining whether the sensor data is within a predetermined acceptable range;
transmitting an indication of the sensor data to a human machine interface for displaying to a user; and
transmitting the sensor data to the edge communication module of the platform server.

### Claim 4 (depends on 3)

The system of claim 3, wherein the indication comprises:
a representation that the sensor data is within the predetermined acceptable range for displaying on the human machine interface; or
the sensor data that is outside of the predetermined acceptable range for displaying on the human machine interface.

### Claim 5 (depends on 1)

The system of claim 1, wherein the operations further comprise:
receiving, from the communication module of the bottle, sensor data generated by the one or more sensors coupled to the bottle as bottling systems are being adjusted, wherein the sensor data represents user adjustments to the sensors;
transmitting, to the human machine interface, an indication of the sensor data as system adjustments are being made for displaying to the user;
receiving, from the human machine interface, user confirmation that the sensor data is within the predetermined acceptable range;
transmitting the adjusted sensor data to the edge communication module of the platform server.

### Claim 6 (depends on 1)

The system of claim 1, wherein the platform server comprises instructions that, when executed by one or more processors of the platform server, are able to cause the one or more processors to perform operations comprising:
receiving the sensor data from the network gateway;
storing the sensor data in the data store;
routing data to one or more prediction models for interpreting how system settings impact system and products produced by system;
generating output data based on the one or more prediction models as a function of the sensor data; and
storing the qualitative output data in the data store.

### Claim 7 (depends on 6)

The system of claim 6, wherein the output data comprises predictive diagnostic data indicative of system adjustments required for improving a bottling procedure.

### Claim 8 (depends on 6)

The system of claim 6, wherein the one or more prediction models comprise mathematical models created using design-of-experiment or data mining platforms such as decision trees, PLS, and/or ANN's.

### Claim 9 (depends on 6)

The system of claim 6, wherein the operations further comprise:
receiving sensor data from system adjusted factors at the network gateway; and
generating one or more predictions from updated outputs from prediction models based at least in part on the sensor data.

### Claim 10 (depends on 2)

The system of claim 2, wherein the sensor data comprises identification data generated by a radio frequency identification (RFID) reader indicative of a bottling line ID and a relative system position ID.

### Claim 11 (depends on 1)

The system of claim 1, wherein the user communication module provides a graphical user interface for displaying data in the data store.

### Claim 12 (depends on 1)

The system of claim 1, wherein the bottling line system is configured to fill containers with a beverage.

### Claim 13 (depends on 12)

The system of claim 12, wherein the containers comprise glass bottles, and wherein the beverage comprises wine, sparkling wine, or a spirit.

### Claim 14 (depends on 1)

The system of claim 1, wherein the bottling line system comprises a screw-cap bottling line system comprising a bottle rinser, a filler, a headspace inerter, a capper, a capsuler, and a labeler.

### Claim 15 (depends on 1)

The system of claim 1, wherein the bottling line system comprises a cork closure bottling line system comprising a bottle rinser, a filler, a headspace inerter, a corker, a capsuler, and a labeler.

### Claim 16 (depends on 1)

The system of claim 1, wherein the data relates to at least one of temperature, pressure, speed, vibration, pH, or chemical concentration in the bottling line system.

### Claim 17 (depends on 1)

The system of claim 1, wherein the one or more sensors comprise at least one of an internal pressure sensor, an internal temperature sensor, and an internal chemical sensor.

### Claim 18 (depends on 1)

The system of claim 1, wherein the one or more sensors comprise a level sensor configured to measure a beverage fill height in the bottle.

### Claim 19 (depends on 1)

The system of claim 1, wherein the one or more sensors comprise an oxygen sensor.

### Claim 20 (depends on 1)

The system of claim 1, wherein the one or more sensors comprise a carbon dioxide sensor.

### Claim 21 (depends on 1)

The system of claim 1, wherein the one or more sensors are configured to measure at least one of top-load force, thread roller position, thread roller force, pilfer roller position, or pilfer roller force.