KR102229819B1 - A customized medication management system using learning - Google Patents

Abstract

An interface device is installed in the medicine storage box that stores the medicine case to manage the user's medicine, but the user of the medicine storage box through learning detects whether medicine is taken by the open/close sensor of the storage box and learns it and outputs a medicine alarm. It relates to a customized medication management system, comprising: a storage box consisting of a plurality of storage holes for storing medicines; A box cover coupled to the storage box and serving as a cover covering an upper end of the storage box; An open/close sensor for detecting whether the box cover is opened or closed; An interface device mounted on the storage box to interface with a user; And, when the opening and closing of the box cover is detected, the user receives medication information through the interface device and learns the received medication information to extract a medication pattern, and when the medication time arrives according to the extracted medication pattern, the interface device By providing a configuration including a control means for generating an alarm through the storage box, whether or not to take medicine is detected by opening or closing the cover of the storage box, and by learning the user's medicine taking pattern through this, the user does not separately input the medicine taking schedule. Even if it is not, it can output a medication alarm to the user.

Description

Personalized medication management system for medication storage box through learning {A customized medication management system using learning}

The present invention manages the user's medication by installing an interface device and a control means in the medication storage for storing the medication, but detecting whether medication has been taken by an opening/closing sensor of the storage box and learning it to output a medication alarm, through learning. It relates to a personalized medication management system of the medication storage box.

In general, the use of drugs for the treatment of chronic diseases increased due to westernization of dietary habits and various pollutions and the use of nutritional supplements for health promotion are increasing day by day. One of the most important things in order to obtain the effect of drugs and nutritional supplements for the chronically ill or those who take nutritional supplements is to take the medicine regularly.

However, as the age increases, the patient's health is deteriorated due to a decrease in memory, which causes the drug to be missed at the time of the corresponding dose, or the drug overdose due to repeated doses. In particular, patients with dementia, memory-related disorders, and the like, and the elderly living alone, have difficulty in checking whether they are taking the drug or taking the drug regularly.

In order to solve this problem, many technologies are being developed that can help with regular medication administration. In particular, a technology for separating and storing prescribed drugs in a drug storage unit, outputting an alarm at a preset drug taking time, and displaying the drugs to be taken has been proposed [Patent Documents 1 and 2].

However, the prior art has a problem in that a drug administration method must be directly input into a medicine storage box or a system thereof. That is, in the existing medication guide devices, the user directly inputs medication information, such as medication time, frequency, and amount, into the device, or extracts medication information from a prescription using a function such as OCR and sets it. An error may occur when a user is unfamiliar with entering medication information or when one or more medication information needs to be input or extracted.

Korean Registered Patent Publication No. 10-1756530 (announcement on July 11, 2017) Korean Registered Patent Publication No. 10-1830145 (announcement on February 20, 2018)

An object of the present invention is to solve the above-described problems, by installing an interface device and a control means in a medicine storage box storing a medicine case to manage the user's medicine, but whether or not to take medicine by the opening/closing sensor of the storage box It is to provide a personalized medication management system of a medication storage box through learning that detects and learns it to output a medication alarm.

In addition, an object of the present invention is that the drug storage unit is composed of a plurality of storage holes for accommodating one medicine case, and includes a cover and an open/close sensor in each storage hole, and detects whether or not to take medicine by an open/close detection sensor of the storage hole and learns it. It is to provide a personalized medication management system of the medication storage box through learning that outputs medication alarm.

In order to achieve the above object, the present invention relates to a personalized medication management system for a medication storage box through learning, comprising: a storage box consisting of a plurality of storage holes for storing medicine boxes; A box cover coupled to the storage box and serving as a cover covering an upper end of the storage box; An open/close sensor for detecting whether the box cover is opened or closed; An interface device mounted on the storage box to interface with a user; And, when the opening and closing of the box cover is detected, the user receives medication information through the interface device and learns the received medication information to extract a medication pattern, and when the medication time arrives according to the extracted medication pattern, the interface device It characterized in that it comprises a control means for generating an alarm through.

In addition, the present invention provides a personalized medication management system for a medicine storage box through learning, wherein the control means comprises: a cover opening/closing sensor receiving whether or not the box cover is opened or closed from the opening/closing sensor; When the opening and closing of the box cover is sensed, a medication information input unit for receiving input from a user whether to take a medication, and setting the opening/closing detection time as a dosage time; A medication collection unit configured to collect medication information of a user consisting of a medication name and medication time; A medication pattern learning unit that learns and extracts a medication pattern of the user from the collected medication information, and extracts a medication pattern consisting of at least one medication time in the medication cycle; And an alarm unit for outputting an alarm when a medication time arrives in units of a medication cycle according to the medication pattern.

In addition, the present invention in the personalized medication management system of the medication storage box through learning, the medication information input unit inquires about the medication name during the user's medication learning period, and after learning, the cover opening time closest to the cover opening and closing time according to the learning pattern. It is characterized in that it is characterized in that the medication pattern having the medication time is determined as the medication pattern of the current medication, and whether to take the medication is inquired with the medication name of the determined medication pattern.

In addition, the present invention in the personalized medication management system of the medication storage box through learning, the medication pattern learning unit, as the number of learning data increases, the medication cycle is performed in units of 1 day, 1 week, and 1 month. It is characterized by being able to stretch.

In addition, the present invention in the personalized medication management system of the medication storage box through learning, the medication pattern learning unit configures a set for each medication name, converts the medication time into a medication cycle unit, and groups each set to at least 1 It is characterized in that a group of dogs is created, and a medicine-taking pattern is extracted by configuring the center value of the generated group as the medication time of the corresponding medication name.

In addition, the present invention in the personalized medication management system of the drug storage box through learning, the storage hole each has its own hole cover, the opening and closing sensor is the box cover dash whether the cover of the hole cover is opened or closed. It is characterized by sensing.

In addition, the present invention in the personalized medication management system of the medication storage box through learning, the medication information input unit inquires about the medication name or medication status for each of the opened and closed storage holes 13, and includes the storage hole and the medication time. The medicine-taking information is configured, and the medicine-taking pattern learning unit comprises and learns the medicine-taking time for each storage hole as a set to extract the medicine-taking pattern.

As described above, according to the personalized medication management system of the medication storage box through learning according to the present invention, by detecting whether the medication is taken by opening or closing the cover of the storage box, and learning the medication taking pattern of the user through this, the user Even if you do not enter a separate medication medication schedule, the effect of outputting a medication medication alarm to the user is obtained.

1 is a perspective view of a personalized medication management system of a medication storage box through learning according to a first embodiment of the present invention.
2 is a block diagram showing the configuration of an interface device according to an embodiment of the present invention.
3 is a block diagram of a configuration of a control means according to an embodiment of the present invention.
4 is an exemplary screen for inquiring about medication information according to an embodiment of the present invention.
Figure 5 is a perspective view of a personalized medication management system of the medication storage box through learning according to the second embodiment of the present invention.
6 is an exemplary screen for inquiring about medication information according to the second embodiment of the present invention.
7 is an exemplary screen displaying medication information during an alarm according to a second embodiment of the present invention.

Hereinafter, specific details for the implementation of the present invention will be described with reference to the drawings.

In addition, in describing the present invention, the same portions are denoted by the same reference numerals, and repeated explanations thereof are omitted.

First, a configuration of a personalized medication management system of a medication storage box through learning according to a first embodiment of the present invention will be described with reference to FIGS. 1 to 3. 1 is a perspective view of a medication management system according to a first embodiment, (a) a perspective view of a box cover in a closed state, and (b) a perspective view of a box cover in an open state. 2 and 3 are block diagrams of configurations of an interface device and a control means, respectively.

As shown in Fig. 1, the medication management system 10 according to the first embodiment of the present invention includes a storage box 11 composed of a storage hole 13 and a box cover 12 coupled to the storage box 11 It consists of. In addition, an interface device 30 is mounted on the storage box 11. It is configured to further include a control means 40 for managing medication by using the interface function of the interface device 30. In addition, an opening/closing sensor 20 is provided at a contact portion (or opening/closing portion) of the storage box 11 or the box cover 12.

First, the entire interior of the storage box 11 may be composed of one storage hole 13, or a partition may be installed and divided into a plurality of spaces to form a plurality of storage holes 13. In the storage hole 13, a medicine container containing medicine is accommodated.

A medicine container is a container that holds pills or liquid medicines. The user takes the amount of one dose from the medicine container he must take. When taking a single dose, there may be a plurality of drugs or types of drugs to be taken. In this case, take one dose out of each of several medicine containers and take it. At this time, the user takes out the corresponding medicine case (or medicine case of the medicine to be taken) contained in the storage hole 13 and takes the medicine in the corresponding medicine case. After taking the medicine out (or after taking it), the medicine case is accommodated in the storage hole 13 again.

Next, the box cover 12 is combined with the storage box 11 and serves as a cover covering the upper end of the storage box 11. Preferably, the box cover 12 can be opened or closed by a door latch method provided in the main body.

Next, the opening/closing sensor 20 is mounted on the storage box 11 and the box cover 12. The opening/closing detection sensor 20 detects whether the box cover 12 is opened or closed. That is, the opening/closing sensor 20 may detect whether the box cover 12 is opened or closed based on a connection state between a sensor mounted on the storage box 11 and a sensor mounted on the box cover 12.

Preferably, the sensor may be mounted on a portion of the box cover 12 open, a portion of the storage box 11 in contact with the open portion of the box cover 12, or the like. In this case, the opening/closing sensor 20 may be configured as a physical door switch of a door latch, or may be configured as a non-contact NFC type switch, according to an embodiment.

That is, in the former case, a door latch type locking device (not shown) is provided at a portion where the box cover 12 and the storage box 11 abut, and a physical door switch is provided in the locking device. Whether to open or close the door switch signal is transmitted to the interface device 30 through USB communication or the like.

In the latter case, an NFC sensor is provided in a portion where the box cover 12 is opened and a portion of the storage box 11 in contact with the opened portion of the box cover 12. When the connection signal between the NFC sensor mounted on the storage box 11 and the NFC sensor mounted on the box cover 12 is disconnected while the box cover 12 is opened, the opening/closing sensor 20 may detect that the cover is open. In addition, when the connection signal between the NFC sensor mounted on the storage box 11 and the NFC sensor mounted on the cover is connected while the box cover 12 is closed, the opening/closing sensor 20 detects that the box cover 12 is closed. can do.

Next, an interface device 30 is provided on a part of the storage box 11 or on a front part or a part of the front part. In particular, the interface device 30 may be fixed to the front portion of the storage box 11 by having a display device such as an LCD, or may be coupled to be detachable. To this end, a fixing part (not shown) of the interface device 30 may be formed on the front part of the storage box 11. Alternatively, the interface device 30 may be integrally configured with the storage box 11.

The interface device 30 may be a smart terminal in a thin form (tablet form) such as a smart phone, a phablet, and a tablet PC. In addition, as another embodiment, the interface device 30 may be an embedded device controlled by a microcontroller or the like. In particular, it may be an embedded device having a display such as an LCD.

As shown in FIG. 2, an embodiment of the interface device 30 includes a display (screen unit) 31 that displays a screen, a speaker 32 that outputs sound, voice, and alarm, and a command such as a touch or a button. It is composed of an input unit 33 received as input, a communication unit 34 for performing data communication with an external device, a memory 37 for storing data, and a central processing unit 38 composed of a microcontroller or a microprocessor. .

In addition, the input unit 33 may receive a voice input through a microphone in addition to a touch or a button.

In addition, when the interface device 30 is configured with a smart terminal or the like, an application (or app) may be installed and executed.

Next, the control means 40 detects or receives the user's medication status using the interface device 30 to extract the user's medication pattern, and outputs an alarm through the interface device 30 according to the extracted medication pattern. It is a means to make it happen.

Preferably, the control means 40 may be implemented as a program or application system executed by a processor or a microprocessor. Alternatively, it may be implemented as a circuit such as an ASIC or an embedded system.

In addition, preferably, when the interface device 30 is a smart terminal, the control means 40 may be implemented as an application installed on the interface device 30.

In particular, the control means 40 receives a user's input through the input unit 33 of the interface device 30, and a screen or sound (alarm, etc.) through the display 31 or the speaker 32 of the interface device 30 Is output, communicates with the open/close sensor 20 through the communication unit 34, and stores data using the memory 37 of the interface device 30.

As shown in FIG. 3, the control means 40 is a cover opening/closing detector 41 that receives whether or not the box cover 12 is opened or closed from the opening/closing sensor 20, and receives medication-related data (information) from the user. A medication information input unit 42, a medication collection unit 43 that collects the user's medication results, a medication pattern learning section 44 that learns and extracts the user's medication pattern from the collected medication record, and takes medication according to the medication pattern. It consists of an alarm unit 45 that outputs an alarm when time arrives. In addition, it further includes a storage unit 48 for storing necessary data (a medication result, a medication pattern, etc.) in the memory 37 of the interface device 30.

First, the cover opening/closing detection unit 41 receives the opening/closing result sensed by the opening/closing sensor 20. That is, the opening/closing sensor 20 detects when the box cover 12 is opened or closed, and the cover opening/closing detection unit 41 receives the detection result (or event). In particular, the cover opening/closing detection unit 41 records the type (open or closed) of the event and the occurrence time.

At this time, the medication information input unit 42 makes an inquiry to the user through the display 31 or the speaker 32 of the interface device 30 and receives the input through the input unit 33. That is, inquiries may be made by text through the display 31 or by voice through the speaker 32, and input through a touch or a button, or through a microphone.

On the other hand, inquiries are divided into the form of the learning period and the form of inquiries after learning.

First, inquire about the name of the medication and whether or not to take it during the learning period. That is, the medication information to be inquired consists of a medication name and whether or not to take a medication. By combining these, you can create a single question and query it. For example, ask, "What medicine did you take?"

In addition, the answer is to receive the name of the medication or the result of non-dose.

Preferably, as shown in FIG. 4, when receiving a medication name, a list of already entered names is displayed, and a list of names already entered is displayed, or a new name may be input by selecting an "add" list.

As for the medication name, use the name of the drug or the name of the disease, but use a name familiar to the user. For example, if the name of the drug is well known, such as "Aspirin", it is used. If the name of the drug is difficult, it may be used including the name of the disease such as "hypertension", "hypertension drug", and the like.

As an embodiment, when it is necessary to take a plurality of drugs in a set for one disease, a name may be input by grouping a plurality of drugs in a set for one disease.

Next, as for the form of inquiry after learning, only whether to take medication is inquired. That is, when taking medication at an expected time according to the medication pattern after learning, it is inquired whether or not the medication of the medication name according to the medication pattern has been taken. In particular, a medication pattern having a medication time closest to the cover opening/closing time among medication patterns is determined as the medication pattern of the current medication, and whether or not the medication is taken by the medication name of the medication pattern is inquired.

For example, there are two medication names: hypertension and nutritional supplements, and there are two medication patterns corresponding to each. In this case, if the medication time closest to the current opening/closing time exists in the hypertension pattern, a corresponding medication pattern is selected. And the name of the medication pattern is used. In other words, ask, "Did you take medication for high blood pressure?" At this time, the answer is whether to take the medication or receive the name of the medication. In other words, when taking a drug other than a high blood pressure drug, the name of the drug is entered.

In addition, preferably, the medication information input unit 42 may receive an input amount of medication.

That is, the medication information is composed of a medication name, medication status, and medication time. In addition, the dosage may be further included. At this time, the name of the medication and whether to take the medication are input during the learning period, and only whether the medication is taken or not is input after learning.

Next, the medication collection unit 43 collects and records the medication information input or set in the medication information input unit 42.

In particular, the medication information is composed of the medication name and medication time. Preferably, it may further include an amount of medication. In addition, the medication time is composed of year, month, day, hour, and minute. At this time, the medication time is set as the opening and closing time of the box cover (20).

Next, the medication pattern learning unit 44 learns using the collected medication information and extracts the medication pattern as a result. Preferably, the medication time for each medication name is learned, and as a result, a medication time pattern for each medication name is extracted.

First, the medication time (or medication time) of the same medication name is configured as a learning data set. In particular, the medication time converts the time in units of a cycle (hereinafter, a medication cycle). Preferably, the medication time constitutes a set of medication cycles of 1 day or 1 week.

If 1 day is a period, since 1 day is a period, it consists of only 24 hours excluding the date. If one week is a period, it is composed by converting the time into the day of the week and the time. In other words, it consists of the day and time excluding the date.

Preferably, the minimum unit of time may be determined in advance as 1 minute, 5 minutes, or 10 minutes.

Next, the set of medication times is grouped by distribution. Learning algorithms such as k-means algorithm are used. Then, the calculated center value of the group is extracted as the medication time. The number of groups is the number of medications within a cycle (1 day or 1 week), and the central time of each group is the medication time within the cycle.

Therefore, the medication pattern consists of the medication time period (1 day or 1 week).

For example, by applying a grouping algorithm, a set of medication times is grouped into three groups, and three centroid times, which are centroids of each of the three groups, are obtained. At this time, the three central times are extracted as the time taken three times a day.

In addition, when the medication collection unit 43 continuously collects data, the medication pattern learning unit 44 continuously updates the medication pattern by reflecting the newly generated learning data.

In addition, preferably, when the size of the training data set becomes larger than a predetermined size, a more detailed pattern may be extracted by increasing the period. For example, up to 700 training data can be trained in a 1-day cycle, and when 700 pieces are exceeded, it can be increased in a 1-week cycle. In the future, you can increase the cycle in increments of one month or one year.

Next, the notification unit 45 outputs an alarm when the medication time within the corresponding period arrives according to the learned medication pattern. Preferably, an alarm is output a predetermined time before the medication time.

Next, a configuration of a personalized medication management system of a medication storage box through learning according to a second embodiment of the present invention will be described with reference to FIG. 5. 5 is a perspective view of a medication management system according to a second embodiment.

The second embodiment of the present invention includes a hole cover 14 in each storage hole 13 of the storage box 11, and the opening/closing sensor 21 is configured to sense whether the hole cover 14 is opened or closed. In that it is different from the first embodiment. In addition, there is a difference in some of the functions of the control means 40 for managing medication by detecting the opening and closing of the hole cover 14 through the opening/closing sensor 21 of the hole cover 14.

Other configurations of the second embodiment of the present invention are the same as those of the first embodiment described above. Therefore, in the following, among the configurations of the second embodiment of the present invention, only the configurations different from those of the first embodiment will be described. For the configuration of the second embodiment not described below, refer to the description of the first embodiment described above.

As shown in FIG. 5, a hole cover 14 covering an upper end of each of the storage holes 13 is provided. That is, each hole cover 14 is combined with the storage hole 13 to serve as a cover covering the upper end of the storage hole 13. Preferably, the hole cover 14 is hinged with the storage hole 13, and can be opened or closed by holding a handle (not shown) provided on one side of the hole cover 14 and rotating.

In addition, a hole mark 16 is provided on the upper surface of the hole cover 14. The hall sign 16 may be configured with a hole number printed, or/and LED.

In addition, an open/close sensor 21 is mounted in the storage hole 13 and the hole cover 14. The opening/closing detection sensor 21 detects whether the hole cover 14 is opened or closed. Preferably, the sensor may be mounted on a portion where the hole cover 14 is opened and a portion of the storage hole 13 that contacts the opening portion of the hole cover 14. That is, the configuration of the opening/closing sensor 21 is similar to that of the opening/closing sensor 20 mounted on the box cover 12 of the first embodiment.

However, since the opening/closing sensor 21 is provided in each of the storage holes 13, it is possible to detect whether the hole cover 14 of each storage hole 13 is opened or closed, respectively.

Next, the configuration of the control means 40 according to the second embodiment of the present invention will be described. The configuration of the control means 40 according to the second embodiment is the same, but there are some differences in functions of each element.

First, the cover opening/closing detection unit 41 detects whether each hole cover 14 is opened or closed through the opening/closing detection sensor 21 of each hole cover 14. That is, the opening/closing detection sensor 21 detects when the corresponding hole cover 14 is opened or closed, and the cover opening/closing detection unit 41 receives the detection result (or event). In particular, the cover opening/closing detection unit 41 records the type (open or closed) of the event and the occurrence time.

Next, when the opening/closing of the hole cover 14 is detected, the medication information input unit 42 inquires about medication information or medication results, and receives a response from the user. At this time, through the display 31, the speaker 32, the input unit 33 of the interface device 30, an inquiry is output and an answer is received.

First, the medication information input unit 42 inquires about the medication name or medication status for each of the opened and closed storage holes 13. In particular, if a name is not assigned to the storage hole 13, the name of the drug or disease name stored in the storage hole 13 is input, and the input name is given as the name of the storage hole.

As shown in FIG. 6, if the storage holes 5, 6, and 8 are opened and then closed, the name of the medication for each of the three storage holes or whether or not to be taken is inquired and the answer is input. In particular, when a plurality of drugs must be taken in a set for one disease, a unique name is created by assigning an ID such as a serial number to the disease name.

For example, if the user inputs "hypertension" for all of the drugs stored in the storage holes 5 and 6, names may be given as "hypertension 1" and "hypertension 2".

In addition, the name of each storage hole 13 may be modified according to a user's input.

On the other hand, the medication information input unit 42 only inquires about the name of the opened/closed storage hole 13 and does not inquire about the unopened storage hole 13.

In addition, when the name of the opened and closed storage hole 13 is given, the medication information input unit 42 inquires whether or not a drug of that name has been taken. In addition, the name of the opened and closed storage hole 13 and whether or not to be taken may be inquired at once and input.

Next, the medication collection unit 43 collects and records the medication information input to the medication information input unit 42.

At this time, the medication information is composed of the storage hole (or the ID of the storage hole) and the medication time. In addition, it may further include a medication name. Since each storage hole is given a unique name, a unique name of the storage hole can be used instead of the ID (identification information) of the storage hole.

Next, the medication pattern learning unit 44 learns using the collected medication information and extracts the medication pattern as a result. Preferably, the medication time for each storage hole is learned, and as a result, a medication time pattern for each storage hole is extracted.

First, the medication time (or medication time) of the same storage hole is configured as a learning data set. In particular, the medication time converts the time in a periodic unit. Preferably, the medication time constitutes a set in a cycle of 1 day or 1 week.

By configuring a set of medication time for each storage hole, it is possible to obtain as many sets as the number of storage holes.

Next, the medication time (set of medication time) for each storage hole is grouped by distribution. In this case, learning algorithms such as k-means algorithm are used. Then, the calculated center value of the group is extracted as the medication time. The number of groups is the number of medications within a cycle (1 day or 1 week), and the central time of each group is the medication time within the cycle.

Each set is grouped, and the medication time of each group is extracted, and the medication time in a cycle unit is extracted as a medication pattern. This process is performed in the same manner as extracting the pattern of the medication time from the set in the first embodiment.

Next, the notification unit 45 outputs an alarm when the medication time within the corresponding period arrives according to the learned medication pattern. Preferably, an alarm is output a predetermined time before the medication time.

In addition, the notification unit 45 may light (highlight) the LED of the hall mark 16 of the drug storage hole 13 that has arrived at the corresponding medication time according to the medication pattern.

In addition, as shown in FIG. 7, the notification unit 45 displays each of the storage holes 13 of the storage box 11 in a plan view on the display 31 of the interface device 30, and corresponds to the corresponding storage hole in a plan view. When time comes, you can highlight the storage hole to be taken.

In the above, the invention made by the present inventor has been described in detail according to the above embodiment, but the invention is not limited to the above embodiment, and it goes without saying that various changes can be made without departing from the gist of the invention.

10: medication management system 11: medication storage box
12: box cover 13: storage hole
14: hole cover 16: hole cover
20,21: open/close detection sensor
30: interface device 31: display
32: speaker 33: input
34: communication unit 37: memory
38: central processing unit
40: control device

Claims (7)

delete In the personalized medication management system of the medication storage box through learning,
A storage box consisting of a plurality of storage holes for accommodating a medicine case;
A box cover coupled to the storage box and serving as a cover covering an upper end of the storage box;
An open/close sensor for detecting whether the box cover is opened or closed;
An interface device mounted on the storage box to interface with a user; And,
When the opening/closing of the box cover is detected, medication information is received from the user through the interface device, the received medication information is learned to extract a medication pattern, and when the medication time arrives according to the extracted medication pattern, through the interface device Comprising a control means for generating an alarm,
The control means,
A cover opening/closing detector receiving whether or not the box cover is opened or closed from the opening/closing sensor;
When the opening and closing of the box cover is sensed, a medication information input unit that receives input from a user whether to take medication, and sets the opening/closing detection time as a dose time;
A medication collection unit configured to collect medication information of a user consisting of a medication name and medication time;
A medication pattern learning unit that learns and extracts a medication pattern of the user from the collected medication information, and extracts a medication pattern consisting of at least one medication time in the medication cycle; And,
Includes an alarm unit for outputting an alarm when the medication time arrives in a medication cycle unit according to the medication pattern,
The medication information input unit inquires about the medication name during the medication learning period of the user, and after learning, determines the medication pattern having the medication time closest to the cover opening/closing time according to the learning pattern as the current medication medication pattern, and the determined medication pattern. Personalized medication management system of the medication storage box through learning, characterized in that inquiring whether to take medication by the name of the medication.
delete The method of claim 2,
The medication pattern learning unit personalized medication management system of a medication storage box through learning, characterized in that the medication cycle can be increased in units of 1 day, 1 week, and 1 month as the number of learning data increases.
The method of claim 2,
The medication pattern learning unit configures a set for each medication name, converts the medication time into a medication cycle unit, creates at least one group by grouping each set, and sets the center value of the generated group to the medication times of the corresponding medication name. Personalized medication management system of the medication storage box through learning, characterized in that configured to extract the medication pattern.
The method of claim 2,
Each of the storage holes has its own hole cover,
The opening/closing sensor is a personalized medication management system for a medication storage box through learning, characterized in that it detects whether the cover of the hole cover is opened or closed instead of the box cover.
The method of claim 6,
The medication information input unit inquires about the medication name or medication status for each of the opened and closed storage holes 13, and configures medication information based on the storage hole and the medication time,
The medication pattern learning unit is a personalized medication management system of the medication storage box through learning, characterized in that the learning by configuring the medication time as a set for each storage hole to extract the medication pattern.

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