The present invention generally relates to programmable computers, and more specifically to a computer-based quality analysis and control system that analyzes social network data and sensorial trait data to perform product quality analysis and control.
Various kinds of products are produced in bulk then shipped to businesses and/or consumers using various modes of transportation along a supply chain. The time the product spends in the supply chain depends on multiple factors including, but not limited to, distances between the producers and the product's destination, the availability of transportation, and efficiencies at each node between the producers and the product's destination. Some qualities of the product can be measured objectively, and the ability to do so depend on a variety of factors, including, for example, initial qualities of the product at the time it's produced, the stability of the product over time, the time the product spend in the supply chain, and the conditions in which the product is stored.
Embodiments of the present invention are directed to a product quality analysis and control system. A non-limiting example of the product quality analysis and control system includes a processing system that is configured to receive data of objective qualities of a product from multiple data gathering modules. Each of the multiple data gathering modules is respectively positioned at corresponding nodes of a supply chain and is configured to receive from sensors data of objective qualities of a product when the product is at each of the corresponding nodes. The processing system includes a model repository and a data evaluation module. The data evaluation module is configured to select, from the model repository, a model associated with a type of the product and to use the model to analyze the data to identify changes in the objective qualities along the supply chain.
Embodiments of the present invention are directed to a sensor for use in a beverage quality analysis and control system. A non-limiting example of the sensor includes a stem, one or more foldable strips and one or more visual sensors. The one or more foldable strips respectively extend from the stem and respectively include a sensor element to sense an objective quality of the beverage and an indicator element to be indicative of a reading of the sensor element. Each of the one or more foldable strips is configured to be anchored on a beverage container rim with the sensor and indicator elements in and outside the beverage, respectively. The one or more visual sensors are disposed on or partially framed by the stem.
Embodiments of the invention are directed to a beverage quality analysis and control method for use with a supply chain of producers, distributors and consumers at nodes of the supply chain. A non-limiting example of the beverage quality analysis and control method includes sensing objective qualities of a beverage at each node, gathering data of the objective qualities at each node and forwarding the data from each node to a network for reception by a processing system, selecting, at the processing system, a model associated with a type of the beverage from a model repository and using the model to analyze the data to identify changes in the objective qualities along the supply chain.
Additional technical features and benefits are realized through the techniques of the present invention. Embodiments and aspects of the invention are described in detail herein and are considered a part of the claimed subject matter. For a better understanding, refer to the detailed description and to the drawings.
The specifics of the exclusive rights described herein are particularly pointed out and distinctly claimed in the claims at the conclusion of the specification. The foregoing and other features and advantages of the embodiments of the invention are apparent from the following detailed description taken in conjunction with the accompanying drawings in which:
The diagrams depicted herein are illustrative. There can be many variations to the diagram or the operations described therein without departing from the spirit of the invention. For instance, the actions can be performed in a differing order or actions can be added, deleted or modified. Also, the term “coupled” and variations thereof describes having a communications path between two elements and does not imply a direct connection between the elements with no intervening elements/connections between them. All of these variations are considered a part of the specification.
In the accompanying figures and following detailed description of the disclosed embodiments, the various elements illustrated in the figures are provided with two or three digit reference numbers. With minor exceptions, the leftmost digit(s) of each reference number correspond to the figure in which its element is first illustrated.
For the sake of brevity, conventional techniques related to making and using aspects of the invention may or may not be described in detail herein. In particular, various aspects of computing systems and specific computer programs to implement the various technical features described herein are well known. Accordingly, in the interest of brevity, many conventional implementation details are only mentioned briefly herein or are omitted entirely without providing the well-known system and/or process details.
Although embodiments of the invention are described herein with reference to examples in which the product is a liquid beverage, embodiments of the invention are not limited to instances where the product is a liquid beverage. Persons skilled in the relevant arts will understand that the computer system and computer-implemented described herein can be applied to a variety of products, including but not limited to coffee, milk, wine or other liquors.
Turning now to an overview of technologies that are more specifically relevant to aspects of the invention, a beverage like beer has certain identifiable characteristics. These include its alcohol-by-volume (% ABV), its international bitterness units (IBUs), its standard reference method (SRM) color and its foam stability and lacing. The % ABU of a beer is the percentage of alcohol in the beer and is a function of the quantity of sugars in the wort fermented by the yeast during the fermentation process used to produce the beer. The % ABU can be determined by a hydrometer, distillation and chromatography. The IBUs of a beer measure an amount of isohumulone found in a beer in parts per million. Isohumulone is the acid found in hops that gives beer its distinct bitterness. IBUs can be measured by spectrophotometry, liquid chromatography (LC) or mass spectroscopy. The SRM color of a beer can be determined on a scale that classifies beers by color from pale straw to black and can be used as a gauge of flavor as beer color tends to relate to maltiness of beer. The SRM color of a beer can be determined by spectrophotometry or a photometer. The foam stability or lacing of a beer is a function of carbonation level, protein content, metal content and iso-alpha acid concentration and can be determined by a foam stability tester.
Other beverages besides beer, wine and liquors for instance, have similar sets of identifiable characteristics. The following description will relate generally to beer, however, for purposes of clarity and brevity.
Once beer is produced and enters the supply chain, beer quality can suffer over time until it is consumed by a consumer. This is commonly due to various factors including, but not limited to, inadequate transportation and storage that are often difficult for the producer to control. Such inadequate transportation and storage can lead to light strikes on the beer, the production of dimethyl sulfide in the beer resulting from exposure to heat, oxidation, color change and undesirable foam formation resulting from shaking.
Additional problems with beer production and marketing are that, while beers can be classified into different families and styles, it is often only experts that are able to reliably identify those families and styles. This can lead to situations where non-experts are given opportunities to provide misleading reviews.
Turning now to an overview of the aspects of the invention, one or more embodiments of the invention address the above-described shortcomings of the prior art by providing computer systems and computer-implemented methods in which sensorial traits of a beverage, such as beer, are used for quality analysis and control. The system includes various sensors and measurement devices that determine objective characteristics of beer at various stages of the supply chain. The objective characteristics are sent to a central repository by way of a network (i.e., a social network). Processor systems at the central repository perform various computer-based quality analysis and control based on the objective characteristics.
The above-described aspects of the invention address the shortcomings of the prior art by providing for computer systems and computer-implemented methods for tracking objective characteristics of beer throughout the supply chain to determine whether there are points along the supply chain where beer quality tends to degrade and to further determine how to avoid those points or how to mitigate the degradation.
Turning now to a more detailed description of aspects of the present invention,
With continued reference to
In some cases, the data evaluation module 142 can be configured to use the selected model to analyze the data gathered by each data gathering module 130, geo-location data and time data to more clearly and specifically identify the changes in the objective qualities along the supply chain data gathering system 201 and to identify where and when those changes in the supply chain data gathering system 201 occur. In some additional cases, the data evaluation module 142 can be further configured to correlate the data gathered from each data gathering module 130 with subjective quality data obtained from various expert and non-expert users.
With reference to
The flow of data in the particular use case of
With reference to
Once a predetermined amount of data is received by the processing system 140 of
With reference to
Various embodiments of the invention are described herein with reference to the related drawings. Alternative embodiments of the invention can be devised without departing from the scope of this invention. Various connections and positional relationships (e.g., over, below, adjacent, etc.) are set forth between elements in the following description and in the drawings. These connections and/or positional relationships, unless specified otherwise, can be direct or indirect, and the present invention is not intended to be limiting in this respect. Accordingly, a coupling of entities can refer to either a direct or an indirect coupling, and a positional relationship between entities can be a direct or indirect positional relationship. Moreover, the various tasks and process steps described herein can be incorporated into a more comprehensive procedure or process having additional steps or functionality not described in detail herein.
The following definitions and abbreviations are to be used for the interpretation of the claims and the specification. As used herein, the terms “comprises,” “comprising,” “includes,” “including,” “has,” “having,” “contains” or “containing,” or any other variation thereof, are intended to cover a non-exclusive inclusion. For example, a composition, a mixture, process, method, article, or apparatus that comprises a list of elements is not necessarily limited to only those elements but can include other elements not expressly listed or inherent to such composition, mixture, process, method, article, or apparatus.
Additionally, the term “exemplary” is used herein to mean “serving as an example, instance or illustration.” Any embodiment or design described herein as “exemplary” is not necessarily to be construed as preferred or advantageous over other embodiments or designs. The terms “at least one” and “one or more” may be understood to include any integer number greater than or equal to one, i.e. one, two, three, four, etc. The terms “a plurality” may be understood to include any integer number greater than or equal to two, i.e. two, three, four, five, etc. The term “connection” may include both an indirect “connection” and a direct “connection.”
The terms “about,” “substantially,” “approximately,” and variations thereof, are intended to include the degree of error associated with measurement of the particular quantity based upon the equipment available at the time of filing the application. For example, “about” can include a range of ±8% or 5%, or 2% of a given value.
The present invention may be a system, a method, and/or a computer program product at any possible technical detail level of integration. The computer program product may include a computer readable storage medium (or media) having computer readable program instructions thereon for causing a processor to carry out aspects of the present invention.
The computer readable storage medium can be a tangible device that can retain and store instructions for use by an instruction execution device. The computer readable storage medium may be, for example, but is not limited to, an electronic storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing. A non-exhaustive list of more specific examples of the computer readable storage medium includes the following: a portable computer diskette, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or Flash memory), a static random access memory (SRAM), a portable compact disc read-only memory (CD-ROM), a digital versatile disk (DVD), a memory stick, a floppy disk, a mechanically encoded device such as punch-cards or raised structures in a groove having instructions recorded thereon, and any suitable combination of the foregoing. A computer readable storage medium, as used herein, is not to be construed as being transitory signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through a waveguide or other transmission media (e.g., light pulses passing through a fiber-optic cable), or electrical signals transmitted through a wire.
Computer readable program instructions described herein can be downloaded to respective computing/processing devices from a computer readable storage medium or to an external computer or external storage device via a network, for example, the Internet, a local area network, a wide area network and/or a wireless network. The network may comprise copper transmission cables, optical transmission fibers, wireless transmission, routers, firewalls, switches, gateway computers and/or edge servers. A network adapter card or network interface in each computing/processing device receives computer readable program instructions from the network and forwards the computer readable program instructions for storage in a computer readable storage medium within the respective computing/processing device.
Computer readable program instructions for carrying out operations of the present invention may be assembler instructions, instruction-set-architecture (ISA) instructions, machine instructions, machine dependent instructions, microcode, firmware instructions, state-setting data, configuration data for integrated circuitry, or either source code or object code written in any combination of one or more programming languages, including an object oriented programming language such as Smalltalk, C++, or the like, and procedural programming languages, such as the “C” programming language or similar programming languages. The computer readable program instructions may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the latter scenario, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider). In some embodiments, electronic circuitry including, for example, programmable logic circuitry, field-programmable gate arrays (FPGA), or programmable logic arrays (PLA) may execute the computer readable program instruction by utilizing state information of the computer readable program instructions to personalize the electronic circuitry, in order to perform aspects of the present invention.
Aspects of the present invention are described herein with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer readable program instructions.
These computer readable program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks. These computer readable program instructions may also be stored in a computer readable storage medium that can direct a computer, a programmable data processing apparatus, and/or other devices to function in a particular manner, such that the computer readable storage medium having instructions stored therein comprises an article of manufacture including instructions which implement aspects of the function/act specified in the flowchart and/or block diagram block or blocks.
The computer readable program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other device to cause a series of operational steps to be performed on the computer, other programmable apparatus or other device to produce a computer implemented process, such that the instructions which execute on the computer, other programmable apparatus, or other device implement the functions/acts specified in the flowchart and/or block diagram block or blocks.
The flowchart and block diagrams in the Figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods, and computer program products according to various embodiments of the present invention. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of instructions, which comprises one or more executable instructions for implementing the specified logical function(s). In some alternative implementations, the functions noted in the blocks may occur out of the order noted in the Figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems that perform the specified functions or acts or carry out combinations of special purpose hardware and computer instructions.
The descriptions of the various embodiments of the present invention have been presented for purposes of illustration, but are not intended to be exhaustive or limited to the embodiments disclosed. Many modifications and variations will be apparent to those of ordinary skill in the art without departing from the scope and spirit of the described embodiments. The terminology used herein was chosen to best explain the principles of the embodiments, the practical application or technical improvement over technologies found in the marketplace, or to enable others of ordinary skill in the art to understand the embodiments described herein.