KR102270284B1 - Physical Change Prediction System - Google Patents

Abstract

The present invention is a body change prediction system, which comprises a body change prediction server which communicates with a wireless ultrasonic sensor every preset period and provides body change prediction information (F(x)) using personal comprehensive biometric information input from the wireless ultrasonic sensor.

Description

Physical Change Prediction System

The present invention relates to a body change prediction system.

Today, as people's interest in service fields such as plastic surgery and beauty increases, the commercialization of health care services or wearable devices combined with this trend is also spreading widely.

Users performing a diet or weight loss set a target period and a target change amount based on a current measured body composition value.

In addition, body composition measurement is performed to determine how much the user's body composition has changed at predetermined time intervals even while the diet is being executed.

However, the need for a system that intuitively outputs to the user how the body shape and body shape will change by reflecting the result of such body composition measurement is also increasing.

The present invention provides a body change prediction system in which AI calculates the most optimal amount of exercise based on the data by predicting the user's exercise amount (exercise intensity and exercise time) by weaving a large number of function values.

The technical problems of the present invention are not limited to the technical problems mentioned above, and other technical problems not mentioned will be clearly understood by those skilled in the art from the following description.

The body change prediction system according to an embodiment of the present invention communicates with a wireless ultrasonic sensor every preset period, and uses the personal comprehensive biometric information input from the wireless ultrasonic sensor to predict changes in the body (F(x)) ) a body change prediction server that provides; may include.

According to an embodiment, the personal comprehensive biometric information includes body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, and chest circumference, food intake, calories, DNA, body It may contain microorganisms (Micro Biome).

According to an embodiment, the body change prediction server includes body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, chest circumference, food intake, calories, DNA, body a body change prediction unit for calculating body change prediction information (F(x)) according to each change value using a microbiome; Deep data including body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, chest circumference, food intake, calories, DNA, and microbiome information an exercise amount calculation unit in which the AI calculates an optimal amount of exercise according to the body change prediction information based on the running result; a classification index unit that categorizes and structuring data included in the personal comprehensive biometric information so that AI can extract necessary data in a short time and divides it into categories; And by applying data indexing technology to the comprehensive personal biometric information to extract the data required by AI in a short time, the code of the index used to search the personal comprehensive biometric information is extracted, coded, and according to the index, It may include; an index index unit that provides an actual value as a result.

According to an embodiment, the wireless ultrasonic sensor may refer to a device that emits ultrasonic waves to a part of the body and measures the amount of body fat and muscle, the density of the muscle, and the quality of the muscle and converts the data into data.

According to an embodiment, when the wireless ultrasonic sensor is formed in a band-type wearable on the wrist or ankle, it returns after the ultrasonic wave is emitted by the ultrasonic emitter located in the center of the ultrasonic support part provided in the shape of a square plate on one side. You can measure the density of a muscle by measuring time.

According to an embodiment, when the wireless ultrasonic sensor is formed in a ball-point pen shape formed in a cylindrical or rectangular column shape, the same pressure is applied by the ultrasonic emitter located in the center of the ultrasonic support part provided in the shape of a circular plate on one side. A mucilage sticker may be provided on the outer surface of the ultrasonic emitter to minimize the air layer existing between the skin in contact with the skin.

The body change prediction system according to an embodiment of the present invention may further include a server case provided with a case body in which the body change prediction server is seated and stored.

According to one embodiment, the case body is located on both sides of the first case; Both ends are respectively coupled to the upper portions of the pair of first cases located on both sides to form an upper surface, the second case; Both ends are respectively coupled to the lower portions of the pair of first cases located on both sides to form a lower surface, and a third case; A fourth having an air outlet structure formed in a porous structure or a mesh structure so that both ends are respectively coupled to the rear portions of the pair of first cases located on both sides to form a rear surface, and the air inside can be discharged to the outside case; and both ends are disposed on the front part of the pair of first cases located on both sides, are installed to be slidably movable in the upper direction on the first case, are selectively opened or closed, and external air can be introduced into the interior and a fifth case having an air inlet structure formed in a porous structure or a mesh structure so that the fifth case is provided.

According to an embodiment, in the first case, case rails for guiding the sliding movement of the fifth case may be formed in the shape of grooves on both end inner surfaces over the entire area in which the fifth case moves.

The fifth case according to an embodiment is provided with a plurality of unit panels so as to be slidably movable, a coupling protrusion is formed at the upper end of the unit panel, and a coupling hole is formed at the lower end of the unit panel disposed on the lower side. As the coupling protrusion is inserted into the lower coupling hole of the unit panel disposed on the upper side, the adjacent unit panels may be connected.

According to one aspect of the present invention described above, the body change prediction system proposed by the present invention predicts the user's exercise amount (exercise intensity and exercise time) by weaving a large number of function values, and based on the data, AI finds the most optimal amount of exercise. can be calculated.

The effects of the present invention are not limited to the above-mentioned effects, and various effects may be included within the range apparent to those skilled in the art from the description below.

1 to 3 are diagrams illustrating the configuration of a body change prediction system according to an embodiment of the present invention.
4 to 6 are diagrams illustrating the configuration of a wireless ultrasonic sensor used in a body change prediction system according to an embodiment of the present invention.
7 is a diagram illustrating a configuration of a server case, which is a part of a body change prediction system according to another embodiment of the present invention.
8 to 11 are diagrams illustrating the configuration of a server case, which is a part of a body change prediction system according to another embodiment of the present invention.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS [0010] DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS [0010] DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS [0023] Reference is made to the accompanying drawings, which show by way of illustration specific embodiments in which the invention may be practiced. These embodiments are described in sufficient detail to enable those skilled in the art to practice the present invention. It should be understood that the various embodiments of the present invention are different but need not be mutually exclusive. For example, certain shapes, structures, and characteristics described herein with respect to one embodiment may be implemented in other embodiments without departing from the spirit and scope of the invention.

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

In addition, it should be understood that the location or arrangement of individual components within each disclosed embodiment may be changed without departing from the spirit and scope of the present invention. Accordingly, the detailed description set forth below is not intended to be taken in a limiting sense, and the scope of the invention, if properly described, is limited only by the appended claims, along with all scope equivalents to those claimed. Like reference numerals in the drawings refer to the same or similar functions throughout the various aspects.

Hereinafter, preferred embodiments of the present invention will be described in more detail with reference to the drawings.

1 to 3 are diagrams illustrating the configuration of a body change prediction system according to an embodiment of the present invention.

1 to 3 , the body change prediction system 50 according to an embodiment of the present invention is a body change prediction server capable of communicating with the wireless ultrasonic sensors 100 , 100 ′, and 300 every preset period. (900).

The body change prediction server 900 may provide body change prediction information F(x) using the personal comprehensive biometric information input from the wireless ultrasonic sensors 100 , 100 ′, and 300 .

Here, personal comprehensive biometric information includes body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, and chest circumference, food intake, calories, DNA, and microbiome. may include

The body change prediction server 900 according to an embodiment of the present invention may include a body change prediction unit 910 , an exercise amount calculation unit 930 , a classification index unit 950 , and an index index unit 970 .

The body change prediction unit 910 includes body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, and chest circumference, food intake, calories, DNA, microbiome can be used to calculate body change prediction information F(x) according to each change value.

The exercise amount calculating unit 930 provides body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, and chest circumference, food intake, calories, DNA, microbiome information AI can calculate the optimal amount of exercise according to the body change prediction information based on the result of deep learning of big data including

More specifically, when functions such as weight, exercise, and BMI are grouped, the F(x) value can be predicted according to the change value of the functions.

The F(x) value may be calculated as shown in FIG. 2 .

For example, when a person who weighs 80 kg sets a goal to lose weight to 75 kg in 3 weeks, we can predict the amount of exercise (exercise intensity and exercise time) of this person by weaving each function value.

Conversely, when the function value is set, the time required to achieve the target weight can be predicted. For example, "If you eat more than a certain amount of food and exercise a little, it is difficult to lose 5 kg in 3 weeks. You have to think about 5 weeks. ." can be sent.

In conclusion, the exercise amount calculating unit 930 may collect a large amount of information based on big data, and may allow AI to calculate the most optimal amount of exercise by using the collected large amount of information.

The classification index unit 950 may classify and structure the data included in the personal comprehensive biometric information so as to extract data necessary for AI in a short time, and divide it by category.

The body change prediction server 900 proposed by the present invention collects data such as body, BMI, blood pressure, ultrasound, blood, allergy, disease, DNA, Micro Bieum, etc. Since information is scattered, data indexing technology can be applied so that AI can find only necessary information among scattered data so that AI can find only the desired values in a short time.

Index The index unit 970 can extract the code of the index used to search the personal comprehensive biometric information by applying data indexing technology to the personal comprehensive biometric information so as to extract the data required by AI in a short time, and encode the index Accordingly, the actual value of the personal comprehensive biometric information may be provided as a result.

4 to 6 are diagrams illustrating the configuration of a wireless ultrasonic sensor used in a body change prediction system according to an embodiment of the present invention.

4 to 6 , the wireless ultrasonic sensors 100 , 100 ′, and 300 according to an embodiment of the present invention generate ultrasonic waves in a part of the body to determine the amount of fat and muscle in the body, the density of the muscle, and the muscle It can mean a device that measures the quality of data and converts it into data.

The wireless ultrasonic sensors 100 and 100', which are formed in a band-like shape that can be worn on the wrist or ankle, are located in the center of the ultrasonic supporters 130, 130', 170 provided in the shape of a square plate on one side of the ultrasonic generator 150, 150', 190), by measuring the return time after the ultrasonic wave is generated, the density of the muscle can be measured.

On the other hand, the wireless ultrasonic sensor 300 formed in the form of a ball-point pen formed in a cylindrical or square column shape can generate ultrasonic waves while applying the same pressure by the ultrasonic generating unit 350 provided in the shape of a circular plate on one side. A mucus sticker 370 may be provided on the outer surface of the ultrasonic generator 350 to minimize the air layer existing between the skin.

The wireless ultrasonic sensors 100 , 100 ′, and 300 proposed by the present invention may measure the muscle density by measuring the return time after the ultrasonic wave is generated.

Since the wireless ultrasonic sensors 100 and 100 ′ formed in a band shape are measured by pushing the skin with a flat device, the fat layer and the muscle are pushed because the measurer applies force, so that the same pressure may not be applied.

However, if the wireless ultrasonic sensor 300 formed in a ballpoint pen shape is used, the same pressure may be applied as a whole even if the portion that comes into contact with the skin is pressed.

Unlike the wireless ultrasonic sensors 100 and 100' that are formed in a band-like shape with a band attached to the wrist, the wireless ultrasonic sensor 300 that is formed in a ball-point pen shape may have an air layer between the ultrasonic generator 350 and the skin. The problem can be solved by attaching the mucus sticker 370 to the ultrasonic generator 350 .

7 is a diagram illustrating a configuration of a server case, which is a part of a body change prediction system according to another embodiment of the present invention.

Referring to FIG. 7 , the server case 500 according to another embodiment of the present invention may include a body prediction providing server 900 and a case body 500 ′ surrounding the body prediction providing server 900 .

The case body 500 ′ may include a pair of a first case 510 , a second case 520 , a third case 530 , a fourth case 540 , and a fifth case 550 .

The case body 500 ′ may include at least one horizontal partition unit 15 that divides the receiving space of the body prediction providing server 900 up and down.

The pair of first cases 510 may define both sides of the case body 500 ′.

That is, the first case 510 may form both sides of the case body 500 ′.

The second case 520 may be respectively coupled to the upper portion of the pair of first cases 510 , and may define the upper surface of the case body 500 ′.

That is, the second case 520 may form the upper surface of the case body 500 ′.

The third case 530 may be coupled to the lower portion of the pair of first cases 510 , respectively, and may define a lower surface of the case body 500 ′.

That is, the third case 530 may form a lower surface of the case body 500 ′.

The fourth case 540 may be respectively coupled to the rear portion of the pair of first cases 510 , and may define the rear surface of the case body 500 ′.

That is, the fourth case 540 may form the rear surface of the case body 500 ′.

Meanwhile, the fourth case 540 may have an air outlet structure so that air inside the case body 500 ′ can be discharged to the outside through the fourth case 540 .

Here, the air discharge structure may be a porous structure or a mesh structure, and the fourth case 540 may form an air outlet surface in the server case 500 .

The fifth case 550 may be disposed on a front portion of the first case 510 . Since the fifth case 550 is slidably installed on the first case 510 , the opening 551 of the case body 500 ′ can be selectively opened or closed by the fifth case 550 . .

The fifth case 550 may have an air inlet structure so that air from the outside of the case body 500 ′ can be introduced into the inside through the fifth case 550 .

The air inlet structure may be a porous structure or a mesh structure, and the fifth case 550 may form an air inlet surface in the server case 500 .

The fifth case 550 may include a plurality of unit panels, and may form the entire fifth case 550 while the unit panels are connected to each other.

For example, the unit panel may have a coupling protrusion formed at the upper end, and a coupling hole portion formed at the lower end. Accordingly, while the upper coupling protrusion of the unit panel disposed on the lower side is inserted into the lower coupling hole portion of the unit panel disposed on the upper side, the adjacent unit panels can be connected. The positions of the coupling protrusion and the coupling hole portion in the unit panel may be interchanged.

Case rails 511 for guiding the sliding movement of the fifth case 550 may be formed on the pair of first cases 510 , respectively.

The case rail 511 may be formed in the shape of a groove on the inner surface of the first case 510 . In addition, the case rail 511 may be formed in a rail shape and mounted on the inner surface of the first case 510 .

Since the case rail 511 guides the movement path of the fifth case 550 , it may be formed over the entire area in which the fifth case 550 moves.

Both ends of the fifth case 550 may be inserted into the case rail 511 to move on the case rail 511 .

As such, both ends of the fifth case 550 are formed to be inserted into the case rail 511, so that when the fifth case 550 moves on the case rail 511, the fifth case 550 is the case rail ( 511) can be prevented.

The case rail 511 may be formed to extend from a front portion of the first case 510 to a rear portion of the first case 510 through an upper portion of the first case 510 .

Therefore, in forming the case rail 511, since it is possible to utilize the internal free space of the case body 500', there is an advantage that does not need to unnecessarily enlarge the size of the case body (500').

A portion in which the front region of the case rail 511 and the upper region of the case rail 511 are connected may be formed in a curved shape.

The front region of the case rail 511 means a portion of the case rail 511 disposed on the front side of the first case 510 , and the upper region of the case rail 511 is the first case 510 . It may mean a portion of the case rail 511 disposed on the upper side.

Accordingly, when the fifth case 550 slides on the case rail 511 , the movement of the fifth case 550 is stopped at a point where the front region of the case rail 511 and the upper region of the case rail 511 connect. or to prevent stagnation.

Similarly, a portion in which the upper region of the case rail 511 and the rear region of the case rail 511 are connected may be formed in a curved shape.

The upper region of the case rail 511 means a portion of the case rail 511 disposed on the upper side of the first case 510 , and the rear region of the case rail 511 is the rear of the first case 510 . It may refer to a portion of the guide rail unit 11 disposed on the negative side.

Due to this configuration, when the fifth case 550 slides on the case rail 511, the fifth case 550 at the point where the upper region of the guide rail 11 and the rear region of the case rail 511 connect. movement can be prevented from being stopped or stagnated.

A weight part may be installed on at least one of both ends of the fifth case 550 . For example, a weight portion such as a weight may be installed at the lower end of the fifth case 550 .

Accordingly, when the lower end of the front panel 50 is slid downward, the chain movement of other parts of the fifth case 550 connected to the lower end can be easily performed.

In addition, a weight portion such as a weight may be installed at the upper end of the fifth case 550 , that is, at the opposite end of the lower end. Accordingly, when the upper end of the fifth case 550 is slid backward or downward, chain movement of other parts of the fifth case 550 connected to the upper end can be easily performed.

A grip module (not shown) may be formed in the fifth case 550 .

For example, the grip module (not shown) may be formed on the front side of the fifth case 550 in the shape of a groove through which a user's finger can be placed so that the user can easily slide the fifth case 550 . can

8 to 11 are diagrams illustrating the configuration of a server case, which is a part of a body change prediction system according to another embodiment of the present invention.

8 to 11 , the third case 530 according to another embodiment of the present invention includes a rectangular plate-shaped central case 531 , an upper space portion 532 , a lower space portion 533 , and the first It may include a forming part 534 , a fastening protrusion 535 , and a fastening groove 536 .

The upper space portion 532 may be formed in the central case 531 , may be opened upward, and may be defined by first forming portions 534 extending in a vertical direction with respect to the ground.

In addition, the empty inside of the upper space portion 532 may be filled with upper buffer portions 583, and may be formed in plurality with regular or irregular intervals.

The lower space portion 533 may be formed in the central case 531 , may be opened downward, and may be defined by first forming portions 534 extending in a vertical direction with respect to the ground.

In addition, a plurality of lower space portions 533 may be formed at regular intervals or irregular intervals, and a shock absorbing portion 570 may be provided inside the empty space.

The fastening protrusion 535 may be formed on a part of the edge of the central case 531 , and the fastening groove 536 may be formed on a part of the edge of the central case 531 .

The shock absorbing part 570 may be inserted into the lower space parts 533 to elastically support the central case 531 .

That is, the third case 530 is for buffering, and at the same time fixing the shock absorbing part 570 for buffering, such as a spring, at a predetermined position in the downward direction, and at the same time easily fixing the upper buffering part 583 in the upward direction. can do it

Fastening protrusions 535 and fastening grooves 536 can be integrally formed so that a plurality of third cases 530 having such a function can be easily and infinitely connected and assembled at the site where the floor is to be formed.

It is characterized in that the plurality of third cases 530 are integrated by the coupling of the fastening protrusions 535 and the fastening grooves 536 to easily form a floor with a large area.

The central case 531 may be formed in a plate shape, and a plurality of first forming portions 534 may be formed in the central case 531 to extend in a vertical direction with respect to the ground.

Meanwhile, in the central case 531 , upper space portions 532 opened upward by the plurality of first forming portions 534 and lower space portions 533 opened downward may be formed.

The upper space 532 may be filled with upper shock absorbers 583 including a shock absorber, such as styrofoam, etc., and the lower space 533 contracts or relaxes like a spring to absorb shock. A plurality of shock absorbing parts 570 to absorb may be inserted and fixed.

Therefore, by coupling the plurality of third cases 530 with the fastening protrusions 535 and the fastening grooves 536 integrally formed on the third cases 530 as described above with each other, any number, that is, required By continuously connecting left and right as much as the area, the third case 530 may be assembled into one having a size appropriate for the floor area of the building to be constructed.

The lower portion of the third case 530 is supported by a plurality of shock absorbing parts 570 that are inserted and fixed in the lower space portions 533, and the upper buffer portion ( 583) can be filled, so installation and assembly are easy, and effects such as cushioning and sound insulation can be obtained on the floor by this assembly.

In the formation of the server case 500 using the third cases 530 according to the present invention, after filling the upper buffer 583 , a wire mesh is placed on it or in the layer of the upper buffer 583 , or It can be interposed in the middle.

The shock absorbing part 570 consists of a metal spring and an upper end forming part 571 and a lower forming part 572 to contain the spring, and the upper forming part 571 and the lower forming part 572 are assembled with each other. can be done as much as possible.

In particular, the shock absorbing part 570 may have an elastic part 573 and a shock absorbing material 574 built therein.

The elastic part 573 may mean a coil formed in a spiral shape, and a shock absorbing material 574 capable of absorbing shock by contracting or relaxing of a cylinder or the like may be provided in the elastic part 573 . have.

The shock absorbing part 570 of this configuration is to solve the disadvantage that may be in an unstable state due to a fast buffer action when only the elastic part 573 made of metal or plastic is used alone.

That is, by allowing the elastic part 573 to be gradually contracted and restored by using the characteristics (damping, damping) of the shock-absorbing materials 574 such as cylinders at the same time as fast buffer control of the elastic part 573, the load received by the elastic part 573 is elastically reduced. It is possible to ensure safety by dispersing in the shock-absorbing materials 574, such as cylinders, provided in the portion 573.

The elastic part 573 and the shock-absorbing material 574 may be accommodated together in the lower forming part 572 and the upper forming part 571, and the lower forming part 572 and the upper forming part 571 are the third It may be assembled by coupling the second coupling protrusion 5721 of the case 530 and the first coupling protrusions 5711 of the upper end forming part 571 .

A plate-shaped cushioning material may be further fixed to a portion in contact with the bottom of the lower end portion 572 or the upper end portion 571 , preferably the outer surface of the lower end forming portion 572 .

The body may preferably be rectangular.

This rectangular third case 530 may be facilitated to form a rectangular bottom surface by continuously connecting several left and right.

Fastening protrusions 535 may be formed on two adjacent sides of the edge of the rectangular central case 531, and fastening grooves 536 may be formed on the remaining two adjacent sides of the edge of the rectangular central case 531. can

When the fastening protrusions 535 formed on the two adjacent sides are coupled with the fastening grooves 536 formed on the other two adjacent sides, it may be possible to assemble them to be simultaneously connected in the left and right directions.

In addition, the lower cushioning unit 582 may be installed on the lower panel 581 constituting the third case 530 of the present invention, and the height of the lower cushioning unit 582 is the lower end of the third case 530 . It may be installed to have a height that can support the height of the protruding shock absorbing part 570 , and the upper panel 584 may be installed as the upper end of the third case 530 , and the upper buffer part 583 may be positioned can do it

Due to the lower cushioning part 582 using the third case 530 according to the present invention, the force is not applied to the shock absorbing part 570 constituting the third case 530 so as to be constantly supported at a fixed height. By doing so, it is characterized in that not only does it smoothly perform the work thereon, but also the displacement by the shock absorbing unit 570 does not occur, and thus the shock absorbing unit 570 enables buffering.

In conclusion, the assembling step may consist of installing the modularized third case 530 on the sublimation lower buffer 582 .

This may be achieved by placing the third case 530 on the lower buffer 582 , and in the present invention, a plurality of third cases 530 may be placed in an assembled state.

As the upper buffer part 583, a device that mainly serves as a shock absorber, such as styrofoam, may be used, and the upper buffer part 583 is inserted into the upper space 532 formed in the third case 530. It can be achieved by positioning to cover the third case 530 while doing so.

The layer of the upper panel 584 may be put into only the upper space 532 formed in the third case 530 , and the upper buffer unit 583 may be installed directly above it, but the upper buffer unit 583 . The top panel 584 may be positioned in the middle of the layer of

Meanwhile, FIGS. 12 to 15 are diagrams illustrating another configuration of a body change prediction system according to an embodiment of the present invention.

12 to 15 , the AI-based personalized prediction service 10 linking body information and exercise information according to an embodiment of the present invention includes an information fusion server 400, a body information collection server 200, and exercise It may include an information collection server 600 and a partner management server 800 .

The information fusion server 400 may analyze the body condition (P) using the input body information and exercise information, and AI may suggest an exercise method according to the body condition (P).

Meanwhile, the information fusion server 400 may include an index unit 420 , a customized prescription unit 440 , a data accumulation unit 460 , and a result providing unit 480 .

The index unit 420 analyzes the information collected from the body information collection server 200 and the exercise information collection server 600, and the present formed by the innate physical condition (B) and the acquired physical condition (E) created by the environment. The body condition (P) of can be calculated, and the body condition (P) can be classified and coded.

The customized prescription unit 440 may prescribe an exercise program suitable for the physical condition P by analyzing a plurality of physical conditions P classified and coded by the index unit 420 among various pre-stored exercise programs. .

In addition, the customized prescription unit 440 can prescribe an exercise program suitable for the physical condition (P) by deep learning the big data including a plurality of physical conditions (P) coded by the index unit (420).

The data accumulation unit 460 may record and accumulate data before, during, and after each time of the exercise program according to the physical condition P for performing the exercise program prescribed by the customized prescription unit 440, and according to the recorded data A solution suitable for the physical condition (P) can be calculated.

In addition, the data accumulator 460 deep-learns big data including before, during, and after time data of an exercise program according to the physical condition (P) and the physical condition (P) to find a solution suitable for the physical condition (P). can be calculated.

The result providing unit 480 may generate and provide the second acquired physical condition E′ by applying the solution calculated to each of the physical conditions P through the data accumulation unit 460 .

In addition, when an error including an injury or insufficient exercise effect occurs in the data recorded by the data accumulation unit 460, the result providing unit 480 provides an exercise program (P*) other than the prescribed exercise program, or provides treatment or rehabilitation. can provide

In conclusion, the IM1003 code classified by the index unit 420 can ultimately present an exercise prescription for posture correction (PM345) through the customized prescription unit 440 , and is presented through the data accumulation unit 460 . One data can be recorded and accumulated.

The customized prescription unit 440 may prescribe an exercise program suitable for the body condition (P) by deep learning the code of IM1003 and big data including the body condition (P) generated later.

The data accumulator 460 deep-learns the code of IM1003 generated later and the big data including the before, during, and after data for each time of the exercise program and the body condition (P) to calculate a solution suitable for the body condition (P). can

The body information collection server 200 may collect information that is a physical characteristic for each body condition P, including BMI, blood pressure, blood, DNA, Micro Biome, and ultrasound results measured using a wireless ultrasound sensor.

The exercise information collection server 600 may collect exercise information affecting the amount of exercise, including exercise, diet, and habit, for each physical condition (P).

The partner company management server 800 may store and manage partner companies (medical center, sports center, etc.) provided with an exercise method according to the physical condition from the information convergence server 400 .

The body change prediction server does not store data for a short moment, such as a register, cache, memory, etc., but semi-permanently stores data and means a medium that can be read by a device. Specifically, examples of the storage medium include, but are not limited to, ROM, RAM, CD-ROM, magnetic tape, floppy disk, and optical data storage device. That is, the body change prediction server may be stored in various recording media on various servers that can be accessed by a computer or in various recording media on the computer of the user. In addition, the medium may be distributed in a computer system connected by a network, and a computer readable code may be stored in a distributed manner.

The steps of a method or algorithm described in relation to an embodiment of the present invention may be implemented directly in hardware, as a software module executed by hardware, or by a combination thereof. A software module may contain random access memory (RAM), read only memory (ROM), erasable programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), flash memory, hard disk, removable disk, CD-ROM, or It may reside in any type of computer-readable recording medium well known in the art to which the present invention pertains.

The above-described embodiments are for illustration, and those of ordinary skill in the art to which the above-described embodiments pertain can easily transform into other specific forms without changing the technical idea or essential features of the above-described embodiments. You will understand. Therefore, it should be understood that the above-described embodiments are illustrative in all respects and not restrictive. For example, each component described as a single type may be implemented in a dispersed form, and likewise components described as distributed may be implemented in a combined form.

The scope to be protected through this specification is indicated by the claims described below rather than the above detailed description, and should be construed to include all changes or modifications derived from the meaning and scope of the claims and their equivalents. .

50: Body Change Prediction System
100, 100', 300: wireless ultrasonic sensor
900: body change prediction server

Claims (2)

and a body change prediction server that communicates with the wireless ultrasonic sensor every preset period and provides body change prediction information (F(x)) using the personal comprehensive biometric information input from the wireless ultrasonic sensor;
The personal comprehensive biometric information is
Includes physical information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, chest circumference, food intake, calories, DNA, microbiome,
The body change prediction server,
According to each change value using body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, chest circumference, food intake, calories, DNA, and microbiome a body change prediction unit that calculates body change prediction information F(x);
Deep data including body information including exercise amount (y), bone weight (BMI), blood pressure, weight, height, waist circumference, chest circumference, food intake, calories, DNA, and microbiome information an exercise amount calculation unit in which the AI calculates an optimal amount of exercise according to the body change prediction information based on the running result;
a classification index unit that categorizes and structuring data included in the personal comprehensive biometric information so that AI can extract necessary data in a short time and divides it into categories; and
By applying data indexing technology to the comprehensive personal biometric information so that AI can extract the necessary data in a short time, the code of the index used to search the personal comprehensive biometric information is extracted and encoded, and the entity of the personal comprehensive biometric information according to the index Including; an index index unit that provides a value as a result;
The wireless ultrasonic sensor,
It refers to a device that emits ultrasound to a part of the body and measures the amount of body fat and muscle, the density of the muscle, and the quality of the muscle and converts it into data
The wireless ultrasonic sensor,
When it is formed in the form of a band wearable on the wrist or ankle, the density of the muscle is measured by measuring the return time after the ultrasonic wave by the ultrasonic emitter located in the center of the ultrasonic support part provided in the shape of a square plate on one side,
The wireless ultrasonic sensor,
When it is formed in a ball-point pen shape formed in a cylindrical or square column shape, the same pressure is applied by the ultrasonic emitter located in the center of the ultrasonic support part provided in the shape of a circular plate on one side and the ultrasonic waves are emitted, but exist between the skin in contact A slime sticker is provided on the outer surface of the ultrasonic emitter to minimize the air layer,
It further includes; a server case provided with a case body in which the body change prediction server is seated and stored,
The case body is
a first case located on both sides;
Both ends are respectively coupled to the upper portions of the pair of first cases located on both sides to form an upper surface, the second case;
Both ends are respectively coupled to the lower portions of the pair of first cases located on both sides to form a lower surface, and a third case;
A fourth having an air outlet structure formed in a porous structure or a mesh structure so that both ends are respectively coupled to the rear portions of the pair of first cases located on both sides to form a rear surface, and the air inside can be discharged to the outside case; and
Both ends are disposed on the front part of the pair of first cases located on both sides, and are installed to be slidably movable in the upper direction on the first case to be selectively opened or closed, so that external air can be introduced into the interior Includes; a fifth case provided with an air inlet structure formed in a porous structure or a mesh structure;
The first case is
Case rails for guiding the sliding movement of the fifth case are formed in the shape of grooves on the inner surfaces of both ends over the entire area where the movement of the fifth case is made,
The fifth case is
It is provided with a plurality of unit panels to be slidably movable, and a coupling protrusion is formed at the upper end of the unit panel, and a coupling hole is formed at the bottom, so that the upper coupling protrusion of the unit panel disposed on the lower side is the lower end of the unit panel disposed on the upper side A body change prediction system that connects adjacent unit panels while being inserted into the coupling hole.
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