KR20220046142A - Method and apparatus for recommending feed based on nutrient element - Google Patents

Abstract

An embodiment of the present invention provides a feed recommending method based on a nutritional component and a device thereof. The feed recommending method comprises the following steps of: deriving information on recommended amounts of essential amino acids and lipids for companion animals; deriving intake information on the essential amino acids and the lipids of the companion animals; deriving insufficient information on the essential amino acids and the lipids of the companion animals; and deriving recommendation information including at least one of recommended feed and a recommended snack for the companion animals. Therefore, the feed recommending method can recommend feed suitable for a health condition in consideration of calories, carbohydrates (sugar), protein (essential amino acids), lipids, and the like.

Description

Nutritional component-based feed recommendation method and device

The present invention relates to a nutritional component-based feed recommendation method and device, and more particularly, to a nutritional component-based feed recommendation method and device by providing customized feed information in consideration of the nutritional status of a dog or cat.

Recently, the number of families raising companion animals is increasing due to various causes such as an increase in single-person households, an aging population, or emotional stability. Accordingly, the market for companion animals is rapidly growing. For example, as well as the existing beauty services for companion animals, new and diverse services such as medical insurance services for companion animals and companion animal healing services are on the rise.

In particular, as the affection for companion animals is increasing, people's attention is focused from the beauty of companion animals to their health, which naturally leads to interest in companion animal feed.

However, there are many manufacturers of companion animal feed, and each manufacturer has different nutritional components, and since it is not treated as food, it is difficult to accurately understand the nutritional information and the condition of companion animals. There is a problem in that it is difficult to determine and provide an appropriate amount of feed or feed suitable for the condition of the companion animal due to the point.

An object of the present invention for solving the above problems is to provide a nutritional component-based feed recommendation method.

Another object of the present invention for solving the above problems is to provide a nutritional component-based feed recommendation device.

An embodiment of the present invention for achieving the above object may include a nutritional component-based feed recommendation method.

An embodiment of the present invention for achieving the above other object may include a nutritional component-based feed recommendation device.

According to the present invention, it is possible to determine the health condition of the companion animal and recommend a feed suitable for the health condition in consideration of calories, carbohydrates (sugar), protein (essential amino acids), and lipids.

According to the present invention, it is possible to derive a nutritional component lacking in the current companion animal's feed based on accurate nutritional status information for various feeds, and recommend a healthy snack that can fill it.

1 is a conceptual diagram of a nutritional component-based feed recommendation method according to an embodiment of the present invention.
2 is a block diagram of a nutritional component-based feed recommendation apparatus according to an embodiment of the present invention.
3 is a flowchart of a method of deriving insufficient information on essential amino acids and lipids of companion animals for feed recommendation according to an embodiment of the present invention.
4 is a flowchart of a method of deriving a recommended feed and/or a recommended snack according to an embodiment of the present invention.
5 is a flowchart of a method of deriving a feed amount of a companion animal according to a feed recommendation according to an embodiment of the present invention.

Since the present invention can have various changes and can have various embodiments, specific embodiments are illustrated in the drawings and described in detail in the detailed description. However, this is not intended to limit the present invention to specific embodiments, and it should be understood to include all modifications, equivalents and substitutes included in the spirit and scope of the present invention. In describing each figure, like reference numerals have been used for like elements.

Terms such as first, second, A, and B may be used to describe various elements, but the elements should not be limited by the terms. The above terms are used only for the purpose of distinguishing one component from another. For example, without departing from the scope of the present invention, a first component may be referred to as a second component, and similarly, a second component may also be referred to as a first component. The term “and/or” includes a combination of a plurality of related listed items or any of a plurality of related listed items.

When an element is referred to as being “connected” or “connected” to another element, it is understood that it may be directly connected or connected to the other element, but other elements may exist in between. it should be On the other hand, when it is said that a certain element is "directly connected" or "directly connected" to another element, it should be understood that the other element does not exist in the middle.

The terms used in the present application are only used to describe specific embodiments, and are not intended to limit the present invention. The singular expression includes the plural expression unless the context clearly dictates otherwise. In the present application, terms such as “comprise” or “have” are intended to designate that a feature, number, step, operation, component, part, or combination thereof described in the specification exists, but one or more other features It should be understood that this does not preclude the existence or addition of numbers, steps, operations, components, parts, or combinations thereof.

Unless defined otherwise, all terms used herein, including technical and scientific terms, have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Terms such as those defined in commonly used dictionaries should be interpreted as having a meaning consistent with the meaning in the context of the related art, and should not be interpreted in an ideal or excessively formal meaning unless explicitly defined in the present application. does not

Hereinafter, preferred embodiments of the present invention will be described in more detail with reference to the accompanying drawings. In describing the present invention, in order to facilitate the overall understanding, the same reference numerals are used for the same components in the drawings, and duplicate descriptions of the same components are omitted.

1 is a conceptual diagram of a nutritional component-based feed recommendation method according to an embodiment of the present invention.

Referring to FIG. 1 , according to an embodiment of the present invention, individual information of a companion animal and current feed information of a companion animal can be obtained from a user through a user terminal, and based on this, customized feed amount and recommended feed for companion animals and / Alternatively, information on snacks may be derived and provided to the user through the user terminal. Hereinafter, the amount of benefit may indicate the amount of benefit on a daily basis.

In addition, although not shown in FIG. 1 , according to an embodiment, when the user selects recommended feed and/or snacks through the user terminal, payment service and delivery service for the recommended feed and/or snacks may be provided. there is. That is, in one embodiment, when payment information and delivery information for the recommended feed and/or snacks are received from the user, the purchase of the recommended feed and/or snacks may be proceeded based on the payment information, and based on the delivery information A delivery service of the recommended feed and/or snacks may be provided to the user. Here, according to an embodiment, a regular delivery service may also be provided according to a user's request, and in this case, regular delivery request information including delivery cycle information may be further received from the user.

Here, the user terminal is capable of wired/wireless communication and may represent a computing device equipped with a display, and may represent a smart phone, tablet, notebook or computer, but is not limited thereto.

In addition, as described above, in one embodiment, the content of essential amino acids and lipids for various snacks in order to derive information on a customized feed amount and recommended feed and/or snacks from individual information of companion animals and current feed information of companion animals. Information and content information and component content information of essential amino acids and lipids for various feeds may be stored in the database.

The above-described various feeds and information on various feeds may be information obtained through content analysis or component analysis of essential amino acids and lipids. This is because, as companion animal feed and snacks are not treated as food, there may be cases in which ingredient labeling or nutrition labeling is inaccurate. Accordingly, the information may represent accurate information obtained through analysis of content or component analysis of separate essential amino acids and lipids. However, other embodiments may be used as the information by performing a separate analysis only on proteins and/or lipids, not all nutrients. In this case, the remaining nutrients including minerals and vitamins may replace some functions or operations of an embodiment by providing the user with information about the function of the corresponding nutrient, information about when it is excessive, and information about when it is insufficient.

Although the exemplary embodiment will mainly describe a dog and a cat as companion animals, other companion animals may be equally or similarly applied, so the scope of the present invention is not limited to dogs and cats.

For example, the essential amino acid may represent at least one amino acid that cannot be synthesized in the body, and may vary depending on the type of companion animal. For example, in dogs, the essential amino acids are arginine, histidine, isoleucine, leucine, lysine, methionine, phenylalanine, and threonine ( threonine), tryptophan, and valine may be included, and in the case of cats, taurine may be further included. However, since this is an example, essential amino acids are not limited to the amino acids listed above.

For example, in one embodiment, lipids may include essential fatty acids that are not synthesized in the body and thus need to be ingested, and may include omega-6 (n-6) and omega-3 (n-3). , which is an example, and is not limited thereto. Here, omega-6 and omega-3 act simultaneously with each other to have antagonistic action to offset the effect, so the intake ratio may be an important factor when ingested. Accordingly, in an embodiment, analysis of lipids among essential amino acids and lipids may include omega-6 and omega-3 content analysis information. For example, a recommended ratio of omega-6 and omega-3 may be 3 to 5:1, and a ratio of 30:1 may be a threshold ratio or a critical ratio. For example, the recommended intake of lipids may be 100-250 mg/kg of eicosapentaenoic acid (EPA) + docosahexaenoic acid (DHA). In one embodiment, the amount of omega 3 to be fed may be calculated and provided as a value (unit: mg/kg) multiplied by the weight of the companion animal by 200.

Also, for example, although one embodiment will be described later, information on the recommended amount of essential amino acids and lipids or nutrients for companion animals can be determined based on individual information in order to derive information on the feed amount and recommended feed and/or snack of the companion animal. there is. Here, the nutrients may include at least some of proteins, lipids, minerals, and vitamins & other nutrients.

In general, about 0.5% of carbohydrates may be present in the body of a companion animal. However, in the case of dogs, carbohydrates (carbohydrates) make glucose from fat or protein, and in the case of cats, amino acids are used to actively carry out the gluconeogenesis process, so blood sugar levels are maintained, so analysis of carbohydrates (sugars) is essential. Since not, information on this may be excluded from procedures such as component analysis, and may be calculated by the NFE calculation method to be described later among component compositions.

Hereinafter, an operation or method of deriving information on a customized feed amount and recommended feed and/or snacks according to an embodiment will be described in detail.

2 is a block diagram of a nutritional component-based feed recommendation apparatus according to an embodiment of the present invention.

Referring to FIG. 2 , the apparatus 200 for providing customized feed information according to an embodiment of the present invention may include at least one processor 210 , a memory 220 , and a storage device 230 . For example, the customized feed information providing apparatus 200 may indicate at least one server, in this case, may receive companion animal related information from the user terminal, and may transmit result information derived based thereon. Or, for example, the customized feed information providing apparatus 200 may represent a user terminal, in this case, it may receive information about various feeds and/or snacks from the server, and may input or use companion animal related information by the user. may be obtained, and result information may be derived based on the received/acquired information and provided to the user. For example, the companion animal-related information may include at least one of individual information and current feed information of the companion animal, and the result information may include deficient amount information on essential amino acids and lipids, recommended feed, recommended snack and feed amount information, etc. may include at least one of In addition, although not shown in FIG. 2 , the customized feed information providing apparatus 200 may be equipped with a communication module capable of performing wired/wireless communication with a server or a user terminal.

The processor 210 may execute a program command stored in the memory 220 and/or the storage device 230 . The processor 210 may mean a central processing unit (CPU), a graphics processing unit (GPU), or a dedicated processor on which methods according to the present invention are performed. The memory 220 and the storage device 230 may be configured of a volatile storage medium and/or a non-volatile storage medium. For example, the memory 220 may be configured as a read only memory (ROM) and/or a random access memory (RAM).

The memory 220 may store at least one instruction executed through the processor 210 . The at least one command includes a command for obtaining individual information and current feed information of the companion animal from the user terminal, a command for deriving information on the recommended amount of essential amino acids and lipids of the companion animal based on the individual information, and essential of a plurality of feeds. A command for deriving intake information on essential amino acids and lipids of the companion animal from the current feed information based on the content information on amino acids and lipids, and essential amino acids and lipids of the companion animal based on the intake information and the recommended amount information Based on a command for deriving deficiency information about It may include a command for deriving recommendation information including at least one of recommended snacks and a command for providing the derived recommendation information to the user terminal.

For example, when receiving snack recommendation request information from the user terminal, the recommendation information includes information on a recommended snack containing the most first essential amino acid or lipid among the plurality of snacks, and the recommended snack The information about may include information on the amount of feeding of the recommended snack, and the first essential amino acid or lipid is the most deficient essential amino acid or and lipids.

For example, when receiving feed and snack recommendation request information from the user terminal, the recommendation information may include information on a recommended feed containing the most of the first essential amino acid or lipid among the plurality of feeds and the plurality of feeds. Among the snacks, the information on the recommended snack containing the most of the second essential amino acid or lipid is included, the information on the recommended feed includes information on the amount of feeding of the recommended feed, and the information on the recommended snack includes the recommended snack may include feeding amount information of, and the second essential amino acid or lipid is essential amino acids based on expected intake information for essential amino acids and lipids according to the information on the insufficient amount information and the recommended feed information for the essential amino acids and lipids and the most deficient essential amino acid or lipid derived from the lipids.

For example, the individual information may include type information, breed information, weight information, and status information according to a checklist of the companion animal, and the current feed information may include information on the feed currently being consumed by the companion animal and Daily intake information may be included.

For example, the at least one command is a command for deriving calorie information of the plurality of feeds based on the component and content information of the plurality of feeds, and is currently based on the caloric information of the plurality of feeds and the current feed information. A command for deriving calorie information of feed, a command for calculating daily energy requirement information of the companion animal based on the individual information, and a feeding amount of the current feed based on the daily energy requirement information and calorie information of the current feed It may further include instructions for deriving information.

For example, the component and content information of the plurality of feeds may be determined through component analysis of each of the plurality of feeds.

For example, the daily energy requirement information may be calculated based on resting energy requirement information and state factor information, the resting energy requirement information may be determined based on the weight information, and the state factor information is the check It may be determined based on status information according to the list.

For example, the status information according to the check list includes information related to neutering surgery, obesity trend information, information about whether to lose weight, information about whether to increase weight, information about seriousness/stability, age-related information, and pregnancy-related information according to the type information. , may include at least one of activity-related information and lactation-related information.

For example, the at least one command may further include a command for calculating calorie based snack amount information based on the daily energy requirement information.

Hereinafter, a method for deriving insufficient information on essential amino acids and lipids, a method for deriving a recommended feed and/or a recommended snack, and a method for deriving a feed amount will be described in detail.

3 is a flowchart of a method of deriving insufficient information on essential amino acids and lipids of companion animals for feed recommendation according to an embodiment of the present invention.

Referring to FIG. 3 , in one embodiment, content information on essential amino acids and lipids of each of a plurality of feeds may be obtained ( S310 ). As described above, the content information on the essential amino acids and lipids of each of the plurality of feeds may be information obtained by performing separate analysis on each of the plurality of feeds.

Also, according to an embodiment, individual information and current feed information of the companion animal may be acquired ( S320 ). For example, individual information and current feed information of the companion animal may be acquired by the user terminal. Here, the individual information may include at least one of type information, breed information, weight information, and status information according to the checklist of the companion animal. In addition, the current feed information may include at least one of information on the feed currently being consumed by the companion animal and information on the daily intake amount.

In one embodiment, information on recommended amounts of essential amino acids and lipids of companion animals may be derived based on individual information (S330). For example, the recommended amount information may be derived based on at least one of type information of companion animal, breed information of companion animal, weight information of companion animal, and age information of companion animal.

Thereafter, according to an embodiment, information on insufficient amounts of essential amino acids and lipids of companion animals may be derived based on current feed information and recommended amount information ( S340 ). That is, in one embodiment, based on content information on essential amino acids and lipids of a plurality of feeds, intake amount information on the essential amino acids and lipids of the companion animal may be derived from the current feed information, and the intake information and the recommended amount Based on the information, it is possible to derive information on insufficient amounts of essential amino acids and lipids of the companion animal.

4 is a flowchart of a method of deriving a recommended feed and/or a recommended snack according to an embodiment of the present invention.

Referring to FIG. 4 , according to an exemplary embodiment, information about a deficiency amount of essential amino acids and lipids of a companion animal may be obtained ( S410 ). Here, the shortfall information on essential amino acids and lipids may be information derived through FIG. 3 , and in this case, the corresponding step may be omitted. However, the shortfall information may be information obtained separately, but is not limited thereto.

Thereafter, in one embodiment, content information on essential amino acids and lipids of each of a plurality of feeds may be obtained (S420). As described above, the content information on the essential amino acids and lipids of each of the plurality of feeds may be information obtained by performing separate analysis on each of the plurality of feeds.

Also, in one embodiment, content information on essential amino acids and lipids of each of a plurality of snacks may be obtained ( S430 ). As described above, the content information on the essential amino acids and lipids of each of the plurality of snacks may be information obtained by performing separate analysis on each of the plurality of feeds.

According to an embodiment, a recommended feed and/or a recommended snack may be derived based on the shortfall information (S440). That is, in one embodiment, based on content information on essential amino acids and lipids of a plurality of snacks, content information on essential amino acids and lipids of the plurality of feeds, and the deficiency information, among the recommended feed and recommended snacks for the companion animal Recommendation information including at least one may be derived, and the derived recommendation information may be provided to the user terminal.

Here, according to an embodiment, when receiving specific request information from the user terminal, recommendation information including recommended snacks may be derived based on this, or recommendation information including recommended feed and recommended snacks may be derived.

For example, when the specific request information is snack recommendation request information, the recommendation information may include information on a recommended snack containing the most first essential amino acid or lipid among the plurality of snacks. Here, the information on the recommended snack may include information on the amount of feeding of the recommended snack, and the first essential amino acid or lipid is derived from among the essential amino acids and lipids based on the shortfall information on the essential amino acids and lipids. It may represent the most deficient essential amino acid or lipid. That is, according to an embodiment, in this case, when the companion animal continues to consume the current feed, the most deficient essential amino acid or lipid may be derived, and a snack that can most effectively satisfy this may be determined as the recommended snack. Also, according to an embodiment, a plurality of recommended snacks may be determined and provided so that the user may consider the taste of the companion animal.

Or, for example, when the specific request information is feed and snack recommendation request information, the recommendation information includes information on a recommended feed containing the most of the first essential amino acid or lipid among the plurality of feeds and the plurality of feeds. Among the snacks, information about the recommended snack containing the most second essential amino acid or lipid may be included. Here, the information on the recommended feed may include information on a feeding amount of the recommended feed, and the information on the recommended snack may include information on a feeding amount of the recommended snack. In addition, the second essential amino acid or lipid is the most derived among the essential amino acids and lipids based on the estimated intake information for the essential amino acids and lipids according to the information on the insufficient amount of the essential amino acids and lipids and the information on the recommended feed. May represent deficient essential amino acids or lipids. That is, according to an embodiment, in this case, the essential amino acid or lipid that the companion animal is most likely to lack through the intake of the current feed may be derived, and a feed that can most effectively satisfy this may be determined as the recommended feed. In addition, when changing the companion animal's feed to the recommended feed, the expected next deficient essential amino acid or lipid can also be derived, and the snack that can most effectively satisfy this can be determined as the recommended snack. Even in this case, in this case, both the recommended feed and the recommended snack may be determined and provided in plurality so that the user may consider the taste of the companion animal. However, the recommended snack may be determined according to the recommended feed selected by the user from among the plurality of recommended feeds.

5 is a flowchart of a method of deriving a feed amount of a companion animal according to a feed recommendation according to an embodiment of the present invention.

Referring to FIG. 5 , according to an embodiment, information on ingredients and content of each of a plurality of feeds may be acquired ( S510 ). As described above, the component and content information of each of the plurality of feeds may be information obtained by performing separate analysis on each of the plurality of feeds. Here, the ingredient and content information may indicate content information of ingredients and ingredients for calculating calories, for example, crude protein, crude fat, crude fiber, crude ash ), calcium (calcium), phosphorus (phosphorus), and may include at least one of moisture (moisture), etc., but is not limited thereto, since other components may be further included or some components may be excluded depending on the feed. In an embodiment, a calorie may be expressed as energy, and accordingly, a unit or the like may or may not be modified in the description of an operation or function of an embodiment.

According to an embodiment, calorie information of each of a plurality of feeds may be derived based on information on ingredients and content (S520). Here, the calorie information may be information on the amount of calories per 100g (kcal/100g). For example, if the companion animal is a dog, the calorie information is obtained by multiplying the content (%) of crude protein by 4, the content (%) of crude fat by multiplying by 9, and soluble nitrogen (sugar, NFE: Nitrogen). Free Extract) value multiplied by 4, and the soluble nitrogen value is 100 from the value of crude protein component (%), crude fat component content (%), raw material content (%) , it can be calculated by subtracting both the content (%) of the crude fiber component and the content (%) of the moisture. Also, for example, an embodiment may calculate and provide a percentage value of the DM component indicating the amount of nutrients when the moisture content is 0. For example, the percent value of DM protein can be calculated by multiplying the value obtained by dividing the content (%) of the crude protein component by 100 minus the water content (%) by 100, and the percentage values of other DM components are similar. can be calculated.

Also, according to an exemplary embodiment, individual information and current feed information of the companion animal may be acquired ( S530 ). Here, the individual information and the current feed information may be the same as described in FIG. 3 , and the previously acquired information may be used as it is, and in this case, the corresponding step may be omitted.

According to an embodiment, information on the daily energy requirement may be calculated based on the individual information ( S540 ). Here, the daily energy requirement information may be calculated based on rest period energy demand information and state factor information. In addition, the resting energy requirement information may be determined based on the weight information, and the status factor information may be determined based on status information according to the checklist.

Thereafter, according to an embodiment, information on the amount of feed for the companion animal may be derived based on the information on the daily energy requirement and the current feed information ( S550 ). In other words, according to an embodiment, the calorie information of the current feed may be obtained from the current feed information, and the current feed amount may be calculated and provided based on the caloric information of the current feed and the daily energy requirement information. For example, the current feed amount may be calculated and provided in g units, and since the current feed calorie information is in 100 g units, the current feed feed amount is a value obtained by multiplying the daily energy requirement information by 100 to determine the current feed calorie information. Information can be divided and derived.

In addition, although not shown in FIG. 5 , according to an embodiment, calorie-based snack food amount information may be calculated based on the daily energy requirement information. For example, the calorie-based snack amount information may be provided as a range value, and may range from a value obtained by multiplying daily energy requirement information by 0.1 to a value obtained by multiplying daily energy requirement information by 0.2.

Alternatively, according to an embodiment, information on the daily drinking water amount of the companion animal may be derived and provided based on the daily energy demand information (DER). For example, when the daily energy requirement information is calculated as x (kcal), the daily drinking water amount information may be derived as x (ml). Alternatively, according to an embodiment, in the case of a companion animal in a healthy maintenance period in a comfortable environment, the daily drinking amount information may be calculated based on the DM nutrient information of the daily meal. Alternatively, the drinking water amount information for each meal may be calculated based on DM nutrient information of the meal. For example, the drinking water amount information may be calculated as a value obtained by multiplying the DM nutrient information of a meal by 2.5, but this is an example and the present invention is not limited thereto.

Or, for example, in the nutritional component-based feed recommendation method performed in at least one server according to an embodiment, individual information and current feed information of a companion animal are obtained from a user terminal, and based on the individual information, Deriving recommended amount information on essential amino acids and lipids, based on the content information on essential amino acids and lipids of a plurality of feeds, deriving intake information on essential amino acids and lipids of the companion animal from the current feed information; The step of deriving the shortfall information on the essential amino acids and lipids of the companion animal based on the intake information and the recommended amount information, the content information on the essential amino acids and lipids of a plurality of snacks, and the essential amino acids and lipids of the plurality of feeds and deriving recommendation information including at least one of a recommended feed and a recommended snack for the companion animal based on the content information and the shortfall information. Here, the recommendation information may be derived based on a pre-trained machine learning model.

For example, the machine learning model is learned based on learning data including content information on essential amino acids and lipids of the plurality of snacks, content information on essential amino acids and lipids of the plurality of feeds, and deficiency information, The learning data may be labeled with information about recommended feed and recommended snacks.

The operation according to the embodiment of the present invention can be implemented as a computer-readable program or code on a computer-readable recording medium. The computer-readable recording medium includes all types of recording devices in which data that can be read by a computer system is stored. In addition, the computer-readable recording medium may be distributed in a network-connected computer system to store and execute computer-readable programs or codes in a distributed manner.

In addition, the computer-readable recording medium may include a hardware device specially configured to store and execute program instructions, such as ROM, RAM, and flash memory. The program instructions may include not only machine language codes such as those generated by a compiler, but also high-level language codes that can be executed by a computer using an interpreter or the like.

Although some aspects of the invention have been described in the context of an apparatus, it may also represent a description according to a corresponding method, wherein a block or apparatus corresponds to a method step or feature of a method step. Similarly, aspects described in the context of a method may also represent a corresponding block or item or a corresponding device feature. Some or all of the method steps may be performed by (or using) a hardware device such as, for example, a microprocessor, programmable computer or electronic circuit. In some embodiments, one or more of the most important method steps may be performed by such an apparatus.

In embodiments, a programmable logic device (eg, a field programmable gate array) may be used to perform some or all of the functions of the methods described herein. In embodiments, the field programmable gate array may operate in conjunction with a microprocessor to perform one of the methods described herein. In general, the methods are preferably performed by some hardware device.

Although the above has been described with reference to preferred embodiments of the present invention, those skilled in the art can variously modify and change the present invention within the scope without departing from the spirit and scope of the present invention as set forth in the claims below. You will understand that it can be done.

Claims (3)

As a nutritional component-based feed recommendation method performed in at least one server,
obtaining individual information and current feed information of a companion animal from a user terminal, and deriving information on recommended amounts of essential amino acids and lipids of the companion animal based on the individual information;
deriving intake information on essential amino acids and lipids of the companion animal from the current feed information based on content information on essential amino acids and lipids of a plurality of feeds;
deriving insufficient information on essential amino acids and lipids of the companion animal based on the intake information and the recommended amount information; and
A recommendation comprising at least one of a recommended feed and a recommended snack for the companion animal based on content information on essential amino acids and lipids of the plurality of snacks, content information on essential amino acids and lipids of the plurality of feeds, and the deficiency information A nutritional component-based feed recommendation method comprising the step of deriving information. The method according to claim 1,
The recommendation information is derived based on a pre-trained machine learning model, nutritional component-based feed recommendation method. 3. The method according to claim 2,
The machine learning model is
It is learned based on learning data including content information on essential amino acids and lipids of the plurality of snacks, content information on essential amino acids and lipids of the plurality of feeds, and insufficient amount information,
The learning data is a nutritional component-based feed recommendation method in which information on recommended feed and recommended snacks is labeled.

Images