WO2022092703A1 - Ultrasound simulation system - Google Patents

Ultrasound simulation system Download PDF

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Publication number
WO2022092703A1
WO2022092703A1 PCT/KR2021/014807 KR2021014807W WO2022092703A1 WO 2022092703 A1 WO2022092703 A1 WO 2022092703A1 KR 2021014807 W KR2021014807 W KR 2021014807W WO 2022092703 A1 WO2022092703 A1 WO 2022092703A1
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Prior art keywords
probe
phantom
ultrasound
organ
user
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PCT/KR2021/014807
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French (fr)
Korean (ko)
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최관용
이준호
이정민
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최관용
이준호
이정민
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Publication of WO2022092703A1 publication Critical patent/WO2022092703A1/en

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    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09BEDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B23/00Models for scientific, medical, or mathematical purposes, e.g. full-sized devices for demonstration purposes
    • G09B23/28Models for scientific, medical, or mathematical purposes, e.g. full-sized devices for demonstration purposes for medicine
    • G09B23/286Models for scientific, medical, or mathematical purposes, e.g. full-sized devices for demonstration purposes for medicine for scanning or photography techniques, e.g. X-rays, ultrasonics
    • GPHYSICS
    • G09EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09BEDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B9/00Simulators for teaching or training purposes
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves

Definitions

  • the present invention relates to an ultrasound simulation system, and more particularly, to an ultrasound simulation system for simulating ultrasound diagnosis through an ultrasound phantom by a user by manipulating a probe.
  • Ultrasonic diagnostic equipment is a device that injects ultrasonic waves generated from a probe into a diagnostic object, converts information contained in the returned ultrasonic waves into electrical signals, and displays them on a monitor, and is currently widely used in the medical industry. It is a medical diagnostic device.
  • Korean Patent Laid-Open No. 10-2009-0078487 discloses "a simulator for acquiring 3/4-dimensional ultrasound diagnosis technology and a simulation method thereof".
  • the disclosed simulator for acquiring ultrasound diagnosis technology is based on real data such as the human body, internal organs, and fetuses, and uses commercial software to model a 3D image.
  • Virtual human body, internal organs, fetal data composed of information and color information, 3D probe data configured in a polygonal shape using the above commercial software, 3/4-dimensional modeling data of the virtual patient, and 3D probe modeling data are stored in a database and loading it from a computer equipment having a display means that can be realized on a screen, etc.
  • the two-dimensional ultrasound image is displayed on the screen at the same time according to the mutual location information, the region of interest of the two-dimensional ultrasound image and the driving information of the 3D probe are set, and the 3/4-dimensional image data is configured and visualized and displayed on the screen.
  • a computer device having a display means that can be realized on a screen or the like.
  • the simulator for acquiring ultrasound diagnosis technology discloses the contents of realizing a 3/4D ultrasound image by manipulating a probe implemented on a virtual patient on the simulator to reproduce various clinical situations.
  • the disclosed simulator for acquiring ultrasound diagnosis technology can perform ultrasound diagnosis virtually through simulation, it is difficult to obtain practical experience because it does not operate an actual probe, and it is difficult to obtain ultrasound diagnosis experience according to various diseases.
  • an object of the present invention to provide an ultrasound simulation system for simulating ultrasound diagnosis through an ultrasound phantom by a user by manipulating a probe.
  • Another object of the present invention is to provide an ultrasound simulation system capable of obtaining ultrasound diagnosis experience according to various diseases.
  • the ultrasonic simulation system includes a body-shaped body phantom, an organ phantom provided inside the body phantom, to which a sensor is attached for each preset position, and a probe that reacts with one of the sensors of the organ phantom from the outside of the body phantom , an output unit for outputting an ultrasound image of an organ according to the manipulation of the probe, and outputting an ultrasound image of an organ set in the corresponding sensor when one of the probe and the sensor of the organ phantom matches a preset condition through the output unit
  • it is characterized in that it includes a control unit for outputting a different image according to the disease.
  • control unit outputs an ultrasound image of an organ set in the corresponding sensor through the output unit when the position and the incident angle of the probe match values set for each sensor of the organ phantom characterized in that
  • control unit determines the proficiency level of the user who operates the probe through user-specific information including the position of the probe, the angle of incidence, and the required time as the control unit operates the probe. do it with
  • control unit learns the user's skill level according to the user-specific information of the probe through an artificial intelligence engine.
  • control unit provides a mission of a difficulty corresponding to the skill level according to the determined skill level of the user.
  • control unit provides a video in which a disease is changed according to the determined skill level of the user, or provides a mission in which a guide voice is changed according to the skill level of the user.
  • the ultrasound simulation system outputs an ultrasound image of an organ set in the corresponding sensor through the output unit when a preset condition is matched between the probe and one of the sensor of the organ phantom by the user operating the probe, thereby providing sufficient learning for the user. Give yourself time to gain experience with ultrasound diagnosis.
  • the ultrasound simulation system according to the present invention provides different images according to diseases, so that the user can learn cases that are difficult to observe normally, thereby improving work ability.
  • FIG. 1 is a block diagram showing the configuration of an ultrasound simulation system according to an embodiment of the present invention.
  • FIG. 2 is an exemplary diagram for explaining a body phantom according to an embodiment of the present invention.
  • FIG. 3 is an exemplary diagram for explaining a long-term phantom according to an embodiment of the present invention.
  • 4 to 7 are views illustrating ultrasound simulation results for each location according to an embodiment of the present invention.
  • DNN deep neural network
  • FIG. 1 is a block diagram showing the configuration of an ultrasound simulation system according to an embodiment of the present invention
  • FIG. 2 is an exemplary diagram for explaining a body phantom according to an embodiment of the present invention
  • FIG. 3 is an embodiment of the present invention It is an exemplary view for explaining a long-term phantom according to the present invention
  • FIGS. 4 to 7 are views showing ultrasound simulation results for each location according to an embodiment of the present invention.
  • an ultrasound simulation system 100 includes a phantom 10 , a probe 20 , an input unit 30 , an output unit 40 , a storage unit 50 and a control unit 60 .
  • the phantom 10 is a model used instead of a human body undergoing an ultrasound examination, and is used to measure the distribution of ultrasound in a material, such as diffusion, attenuation, and scattering of ultrasound in an object.
  • the phantom 10 may include a body phantom 11 and an organ phantom 12 .
  • the body phantom 11 may have a body shape as shown in FIG. 2 , and the probe 20 comes into contact with the outer surface.
  • the body phantom 11 may be made of a material capable of forming a touch and shape similar to that of an actual body so that the user can obtain an experience similar to that of actually contacting the probe 20 with the body.
  • the body phantom 11 is provided with a space capable of accommodating the organ phantom 12 therein, so that the organ phantom 12 can be accommodated therein.
  • the organ phantom 12 is provided inside the body phantom 11, and a sensor 21a may be attached to each preset position.
  • the organ phantom 12 is composed of a plurality of sensors 12a and may be disposed at a preset position, but is preferably formed in a shape similar to an actual organ as shown in FIG. (12a) may be attached.
  • the long-term phantom 12 reacts with the probe 20, and when the position and the incident angle of the probe 20 match the values set in each sensor 12a, the controller 60 provides the control unit 60 for the corresponding position and incident angle. Information may be transmitted to the controller 60 to output an ultrasound image corresponding to a corresponding position and an incident angle through the output unit 40 .
  • the organ phantom 12 may be used in various applications such as echocardiography, epigastric ultrasound examination, liver ultrasound examination, varicose vein ultrasound examination, gynecological ultrasound examination, prostate ultrasound examination, testicular ultrasound examination, musculoskeletal ultrasound examination, thyroid ultrasound examination, breast ultrasound examination, etc.
  • a sensor 12a may be arranged to simulate a type of ultrasound examination. Meanwhile, in the following description, echocardiography will be described as an example.
  • the probe 20 has the same shape as an actual ultrasound probe, and may react with a sensor provided in the organ phantom 12 .
  • the probe 20 may include an ultrasonic sensor, an infrared sensor, a gyro sensor, and the like, and various sensors capable of reacting with a sensor provided in the organ phantom 12 may be applied.
  • the probe 20 transmits information on the position and incident angle of the corresponding sensor to the controller 60 or the corresponding sensor of the long-term phantom 12 responds.
  • the probe 20 may continuously transmit the current location, current incident angle information, and the like to the real-time controller 60 .
  • the input unit 30 receives various information such as number and character information, and transmits input signals related to setting various functions and controlling functions of the ultrasound simulation system 100 to the control unit 60 .
  • the input unit 30 may include at least one of a keypad and a touchpad that generate an input signal according to a touch or manipulation.
  • the input unit 50 may be configured in the form of a single touch panel (or touch screen) together with the display unit 41 to perform input and display functions at the same time.
  • the input unit 30 may input information about a user who operates the probe 20 and the type of disease to be simulated.
  • the output unit 40 may include a display unit 41 and a speaker 42 .
  • the display unit 41 displays information about a series of operation states and operation results that occur while the function of the ultrasound simulation system 100 is performed.
  • the display unit 41 may output an ultrasound image, information for each user, a skill level for each user, and the like.
  • the display unit 41 includes a liquid crystal display (LCD), an ultra-thin liquid crystal display (TFT-LCD, Thin Film Transistor LCD), a light emitting diode (LED, Light Emitting Diode), and an organic light emitting diode (OLED, Organic LED). ), an active organic light emitting diode (AMOLED, Active Matrix OLED), a retina display, a flexible display, and a three-dimensional display.
  • LCD liquid crystal display
  • TFT-LCD Thin Film Transistor LCD
  • LED Light Emitting Diode
  • OLED organic light emitting diode
  • AMOLED active organic light emitting diode
  • AMOLED Active Matrix OLED
  • the speaker 42 may output a guide voice for a guide related to the operating state of the probe 20 under the control of the controller 60 .
  • the speaker 42 is "adjust the angle of incidence within 60°.”
  • a guide voice for a guide may be output as the user manipulates the probe 20 .
  • the speaker 42 may output a different guide voice according to the skill level of the user under the control of the controller 60 .
  • the storage unit 50 is a device for storing data, and stores an application program required for a functional operation of the ultrasound simulation system 100 .
  • the storage unit 50 executes corresponding application programs under the control of the control unit 60 to provide each function.
  • the storage unit 50 includes a program for outputting an ultrasound image according to the position and angle of incidence of the probe 20 , a program for outputting an ultrasound image according to a disease, and an ultrasound image according to the position, angle of incidence, and disease of the probe 20 . can be saved.
  • the storage unit 50 includes a flash memory type, a hard disk type, a multimedia card micro type, and a card type memory (eg, SD or XD memory).
  • Random Access Memory RAM
  • Static Random Access Memory SRAM
  • Read-Only Memory ROM
  • Electrically Erasable Programmable Read-Only Memory EEPROM
  • Programmable Read-Only Memory PROM
  • Magnetic Memory a magnetic disk, and an optical disk may include at least one storage medium.
  • the controller 60 may output an ultrasound image of the organ set in the corresponding sensor through the display unit 41 .
  • the controller 60 may output the ultrasound image of the organ set in the corresponding sensor through the display unit 41 .
  • the controller 60 may determine an incident angle of a Parasternal long axis ( FIG. 4 ) or a Parasternal short axis ultrasound image. can be printed out.
  • the controller 60 may output apical 4 chamber ( FIG. 5 ), apical 2 chamber, and apical 3 chamber ultrasound images.
  • the controller 60 may output an ultrasound image corresponding to a subcostal ( FIG. 6 ), and the fourth sensor 4 and the probe 20 are If they match, an ultrasound image corresponding to the suprasternal notch ( FIG. 7 ) may be output.
  • control unit 60 receives disease information selected through the input unit 30 , and when the position and incidence angle of the probe 20 match values set for each sensor of the organ phantom 41 , the ultrasound according to the disease information You can output an image. That is, the controller 60 may output an ultrasound image of an organ to which each disease is applied.
  • the controller 60 may determine the skill level of the user who operates the probe 20 through user-specific information including the position of the probe 20 , the angle of incidence, and the required time. . That is, the controller 60 may receive user-specific information from the probe 20 and determine the user's proficiency in consideration of ultrasound diagnosis accuracy and required time.
  • control unit 60 may learn the user's skill level according to the user-specific information of the probe 20 through the artificial intelligence engine. Accordingly, the control unit 60 may increase the accuracy according to the user's skill level determination.
  • the controller 60 may provide a mission of a difficulty corresponding to the determined skill level of the user.
  • the controller 60 may provide a video with different diseases according to the determined skill level of the user, or provide a mission with a different guide voice according to the skill level of the user. That is, the controller 60 outputs a detailed guidance voice according to the state of the probe 20 to a user whose proficiency is lower than a preset value, and a basic guidance voice according to the state of the probe 20 to a user whose proficiency is higher than a preset value. It can be configured to output only
  • FIG. 8 is a diagram for explaining the configuration of a deep neural network (DNN) according to an embodiment of the present invention.
  • DNN deep neural network
  • a deep neural network may be a multilayer perceptron (MLP).
  • a deep neural network includes multiple layers (IL, HL, OL).
  • the plurality of layers includes an input layer (IL), a plurality of hidden layers (HL: HL1 to HLk), and an output layer (OL).
  • each of the plurality of layers IL, HL, and OL includes a plurality of nodes.
  • the input layer IL may include m input nodes i1 to im
  • the output layer OL may include n output nodes o1 to on.
  • the first hidden layer HL1 includes a nodes h11 to h1a
  • the second hidden layer HL2 includes b nodes h21 to h2b
  • the kth hidden layer HL2 includes a number of nodes h21 to h2b.
  • the layer HLk may include l nodes hk1 to hkl.
  • Each of the plurality of nodes of the plurality of layers performs an operation.
  • a plurality of nodes of different layers are connected by a channel (indicated by a dotted line) having a weight (W).
  • W weight
  • the calculation result of one node is weighted and becomes the input of the next layer node. That is, any one node of any one layer of the deep neural network (DNN) receives a value obtained by applying a weight to the input from the node of the previous layer, sums them up to take an activation function, and transmits the result to the input of the next layer do.
  • DNN deep neural network
  • the deep neural network performs a plurality of measurements (IL) on the input data.
  • IL input layer
  • HL deep neural network
  • OL OL
  • the first Each of the plurality of first hidden nodes h11 to h1a of the hidden layer HL1 receives a value in which a weight is applied to each process analysis result value of the plurality of input nodes i1 to im (indicated by a dotted line), and the input value After summing all the values, an operation according to the activation function is performed on the summed values to calculate a plurality of first hidden node values.
  • each of the plurality of second hidden nodes h21 to h2b of the second hidden layer HL2 receives a value in which a weight is applied to each of the plurality of first hidden node values of the plurality of first hidden nodes h11 to h1a. (indicated by a dotted line), all input values are summed, and an operation according to the activation function is performed on the summed values to calculate a plurality of second hidden node values. In this way, a weight is applied to a previous node value in the hidden layer HL and transmitted, and a current node value is calculated through calculation. By repeating this process, a plurality of k-th hidden node values of the plurality of k-th hidden nodes hk1 to hkl of the k-th hidden layer HLk may be calculated.
  • the user manipulates the probe 20 so that one of the probe 20 and the sensor 12a of the organ phantom 12 matches a preset condition.
  • the output unit 40 by outputting an ultrasound image of an organ set in a corresponding sensor through the output unit 40, sufficient learning time is provided to the user to obtain an ultrasound diagnosis experience.
  • the ultrasound simulation system 100 according to an embodiment of the present invention provides different images according to diseases, so that the user learns a case that is difficult to observe normally, thereby improving work ability.

Abstract

The present invention relates to an ultrasound simulation system for simulating ultrasound diagnosis through an ultrasound phantom by a user manipulating a probe. The ultrasound simulation system according to the present invention comprises: a body-shaped body phantom; an organ phantom provided inside the body phantom and having sensors attached each to a preset position; a probe that reacts with one of the sensors of the organ phantom outside of the body phantom; an output unit that outputs an ultrasound image of an organ according to probe manipulation; and a control unit that, when the probe and one of the sensors of the organ phantom match in preset conditions, outputs an ultrasound image of an organ set to the corresponding sensor, wherein different images are output according to diseases.

Description

초음파 시뮬레이션 시스템Ultrasonic Simulation System
본 발명은 초음파 시뮬레이션 시스템에 관한 것으로, 더욱 상세하게는 사용자가 프로브를 조작하여 초음파 팬텀을 통해 모의로 초음파 진단을 시뮬레이션 하기 위한 초음파 시뮬레이션 시스템에 관한 것이다.The present invention relates to an ultrasound simulation system, and more particularly, to an ultrasound simulation system for simulating ultrasound diagnosis through an ultrasound phantom by a user by manipulating a probe.
초음파 진단 장치(Ultrasonic diagnostic equipment)는 프로브에서 발생되는 초음파를 진단 대상체로 주사하여, 되돌아오는 초음파에 실린 정보를 전기적인 신호로 변화시켜 이를 모니터상에 디스플레이하는 장치로서, 현재 의료업계에서 널리 사용되고 있는 의료진단 기기이다.Ultrasonic diagnostic equipment is a device that injects ultrasonic waves generated from a probe into a diagnostic object, converts information contained in the returned ultrasonic waves into electrical signals, and displays them on a monitor, and is currently widely used in the medical industry. It is a medical diagnostic device.
이러한 초음파 진단은 검사자의 경험과 지식에 따라 결과 차이가 크기 때문에, 충분한 이론적 지식 및 실습 경험을 갖춘 상태에서 검사에 임해야 한다. 그러나 초음파 진단의 특성상 실제로 환자가 없으면 실습 경험을 쌓을 수 없을 뿐만 아니라, 경험을 한다고 하더라도 다양한 질병에 따른 환자를 진단해 볼 수 없는 문제점이 있었다.Since the results of such ultrasound diagnosis vary greatly depending on the experience and knowledge of the examiner, the examination must be performed with sufficient theoretical knowledge and practical experience. However, due to the nature of ultrasound diagnosis, it is not possible to gain practical experience without actually having a patient, and even if there is experience, there is a problem in that it is impossible to diagnose patients according to various diseases.
이러한 문제점을 해결하기 위하여, 한국공개특허 제10-2009-0078487호에는 "3/4차원 초음파 진단기술 습득용 시뮬레이터 및 그 시뮬레이션 방법"에 대한 내용을 개시하고 있다.In order to solve this problem, Korean Patent Laid-Open No. 10-2009-0078487 discloses "a simulator for acquiring 3/4-dimensional ultrasound diagnosis technology and a simulation method thereof".
개시된 초음파 진단기술 습득용 시뮬레이터는 인체, 내부 장기, 태아 등 실제 데이터를 바탕으로 하여 3차원 영상을 모델링 하는 상용 소프트웨어를 이용해 구성된 가상환자의 다각형 형태의 3D/4D 모델링 데이터, 위치정보, 움직임에 대한 정보, 색정보 등으로 구성된 가상 인체, 내부장기, 태아 데이터, 상기한 상용 소프트웨어를 이용해 다각형 형태로 구성한 3D 프로브 데이터, 상기한 가상환자의 3/4차원 모델링데이터 및 3D 프로브 모델링데이터를 데이터베이스로 저장하고, 화면 등에 실현될 수 있는 디스플레이 수단을 구비한 컴퓨터 장비에서 이를 로드하여 가상 인체 등을 불투명/반투명 모드로 디스플레이하며, 3D프로브를 화면에 디스플레이하고, 가상 인체 등과 3D프로브를 확대/이동/회전하여, 상호 위치정보에 따라 2차원 초음파 영상을 동시 화면에 디스플레이하며, 2차원 초음파 영상의 관심영역과 3D프로브의 구동정보를 설정하여, 3/4차원 영상 데이터를 구성 및 가시화하여 화면에 디스플레이함으로써, 화면 등에 실현될 수 있는 디스플레이 수단을 구비한 컴퓨터 장치를 포함한다.The disclosed simulator for acquiring ultrasound diagnosis technology is based on real data such as the human body, internal organs, and fetuses, and uses commercial software to model a 3D image. Virtual human body, internal organs, fetal data composed of information and color information, 3D probe data configured in a polygonal shape using the above commercial software, 3/4-dimensional modeling data of the virtual patient, and 3D probe modeling data are stored in a database and loading it from a computer equipment having a display means that can be realized on a screen, etc. to display the virtual human body in opaque/translucent mode, display the 3D probe on the screen, and enlarge/move/rotate the virtual human body and the 3D probe Thus, the two-dimensional ultrasound image is displayed on the screen at the same time according to the mutual location information, the region of interest of the two-dimensional ultrasound image and the driving information of the 3D probe are set, and the 3/4-dimensional image data is configured and visualized and displayed on the screen. , a computer device having a display means that can be realized on a screen or the like.
즉 초음파 진단기술 습득용 시뮬레이터는 가상환자를 시뮬레이터 상에 구현된 프로브를 조작하여 3/4D 초음파 영상을 구현하여 다양한 임상적 상황을 재현하는 내용을 개시하고 있다.That is, the simulator for acquiring ultrasound diagnosis technology discloses the contents of realizing a 3/4D ultrasound image by manipulating a probe implemented on a virtual patient on the simulator to reproduce various clinical situations.
그러나 개시된 초음파 진단기술 습득용 시뮬레이터는 시뮬레이션을 통해 가상으로 초음파 진단을 수행할 수는 있으나, 실제 프로브를 조작하는 것이 아니기 때문에 실질적인 경험을 얻기가 어려우며, 다양한 질병에 따른 초음파 진단 경험을 얻기가 힘든 문제점이 있었다.However, although the disclosed simulator for acquiring ultrasound diagnosis technology can perform ultrasound diagnosis virtually through simulation, it is difficult to obtain practical experience because it does not operate an actual probe, and it is difficult to obtain ultrasound diagnosis experience according to various diseases. there was
따라서 본 발명의 목적은 사용자가 프로브를 조작하여 초음파 팬텀을 통해 모의로 초음파 진단을 시뮬레이션 하기 위한 초음파 시뮬레이션 시스템을 제공하는 데 있다.Accordingly, it is an object of the present invention to provide an ultrasound simulation system for simulating ultrasound diagnosis through an ultrasound phantom by a user by manipulating a probe.
또한 본 발명의 다른 목적은 다양한 질병에 따른 초음파 진단 경험을 얻을 수 있는 초음파 시뮬레이션 시스템을 제공하는 데 있다.Another object of the present invention is to provide an ultrasound simulation system capable of obtaining ultrasound diagnosis experience according to various diseases.
본 발명에 따른 초음파 시뮬레이션 시스템은 신체 형상의 신체 팬텀, 상기 신체 팬텀 내부에 구비되며, 기 설정된 위치별로 센서가 부착된 장기 팬텀, 상기 신체 팬텀의 외부에서 상기 장기 팬텀의 센서 중 하나와 반응하는 프로브, 상기 프로브 조작에 따라 장기에 대한 초음파 영상을 출력하는 출력부, 상기 프로브와 상기 장기 팬텀의 센서 중 하나가 기 설정된 조건이 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 상기 출력부를 통해 출력하되, 질병에 따라 다른 영상을 출력하는 제어부를 포함하는 것을 특징으로 한다.The ultrasonic simulation system according to the present invention includes a body-shaped body phantom, an organ phantom provided inside the body phantom, to which a sensor is attached for each preset position, and a probe that reacts with one of the sensors of the organ phantom from the outside of the body phantom , an output unit for outputting an ultrasound image of an organ according to the manipulation of the probe, and outputting an ultrasound image of an organ set in the corresponding sensor when one of the probe and the sensor of the organ phantom matches a preset condition through the output unit However, it is characterized in that it includes a control unit for outputting a different image according to the disease.
본 발명에 따른 초음파 시뮬레이션 시스템에 있어서, 상기 제어부는 상기 프로브의 위치 및 입사 각도가 상기 장기 팬텀의 각 센서에 설정된 값과 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 상기 출력부를 통해 출력하는 것을 특징으로 한다.In the ultrasound simulation system according to the present invention, the control unit outputs an ultrasound image of an organ set in the corresponding sensor through the output unit when the position and the incident angle of the probe match values set for each sensor of the organ phantom characterized in that
본 발명에 따른 초음파 시뮬레이션 시스템에 있어서, 상기 제어부는 상기 프로브를 조작함에 따라 상기 프로브의 위치, 입사 각도, 소요 시간을 포함하는 사용자 별 정보를 통해 상기 프로브를 조작하는 사용자의 숙련도를 결정하는 것을 특징으로 한다.In the ultrasound simulation system according to the present invention, the control unit determines the proficiency level of the user who operates the probe through user-specific information including the position of the probe, the angle of incidence, and the required time as the control unit operates the probe. do it with
본 발명에 따른 초음파 시뮬레이션 시스템에 있어서, 상기 제어부는 상기 프로브의 상기 사용자 별 정보에 따른 사용자의 숙련도를 인공지능 엔진을 통해 학습하는 것을 특징으로 한다.In the ultrasound simulation system according to the present invention, the control unit learns the user's skill level according to the user-specific information of the probe through an artificial intelligence engine.
본 발명에 따른 초음파 시뮬레이션 시스템에 있어서, 상기 제어부는 상기 결정된 사용자의 숙련도에 따라 해당 숙련도에 해당하는 난이도의 미션을 제공하는 것을 특징으로 한다.In the ultrasound simulation system according to the present invention, the control unit provides a mission of a difficulty corresponding to the skill level according to the determined skill level of the user.
본 발명에 따른 초음파 시뮬레이션 시스템에 있어서, 상기 제어부는 상기 결정된 사용자의 숙련도에 따라 질병을 달리한 동영상을 제공하거나, 숙련도에 따라 안내 음성을 달리한 미션을 제공하는 것을 특징으로 한다.In the ultrasound simulation system according to the present invention, the control unit provides a video in which a disease is changed according to the determined skill level of the user, or provides a mission in which a guide voice is changed according to the skill level of the user.
본 발명에 따른 초음파 시뮬레이션 시스템은 사용자가 프로브를 조작하여 프로브와 장기 팬텀의 센서 중 하나가 기 설정된 조건이 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 출력부를 통해 출력함으로써, 사용자에게 충분한 학습 시간을 제공하여 초음파 진단에 대한 경험을 얻을 수 있다.The ultrasound simulation system according to the present invention outputs an ultrasound image of an organ set in the corresponding sensor through the output unit when a preset condition is matched between the probe and one of the sensor of the organ phantom by the user operating the probe, thereby providing sufficient learning for the user. Give yourself time to gain experience with ultrasound diagnosis.
또한 본 발명에 따른 초음파 시뮬레이션 시스템은 질병에 따라 다른 영상을 제공함으로써, 사용자가 평소 관찰하기 힘든 케이스를 학습하도록 하여 업무 능력을 향상시킬 수 있다.In addition, the ultrasound simulation system according to the present invention provides different images according to diseases, so that the user can learn cases that are difficult to observe normally, thereby improving work ability.
도 1은 본 발명의 실시예에 따른 초음파 시뮬레이션 시스템의 구성을 나타낸 블록도이다.1 is a block diagram showing the configuration of an ultrasound simulation system according to an embodiment of the present invention.
도 2는 본 발명의 실시예에 따른 신체 팬텀을 설명하기 위한 예시도이다.2 is an exemplary diagram for explaining a body phantom according to an embodiment of the present invention.
도 3은 본 발명의 실시예에 따른 장기 팬텀을 설명하기 위한 예시도이다.3 is an exemplary diagram for explaining a long-term phantom according to an embodiment of the present invention.
도 4 내지 도 7은 본 발명의 실시예에 따른 위치별 초음파 시뮬레이션 결과를 나타낸 도면이다.4 to 7 are views illustrating ultrasound simulation results for each location according to an embodiment of the present invention.
도 8은 본 발명의 실시예에 따른 심층신경망(DNN)의 구성을 설명하기 위한 도면이다. 8 is a diagram for explaining the configuration of a deep neural network (DNN) according to an embodiment of the present invention.
본 발명의 상세한 설명에 앞서, 이하에서 설명되는 본 명세서 및 청구범위에 사용된 용어나 단어는 통상적이거나 사전적인 의미로 한정해서 해석되어서는 아니 되며, 발명자는 그 자신의 발명을 가장 최선의 방법으로 설명하기 위해 용어의 개념으로 적절하게 정의할 수 있다는 원칙에 입각하여 본 발명의 기술적 사상에 부합하는 의미와 개념으로 해석되어야만 한다. 따라서 본 명세서에 기재된 실시예와 도면에 도시된 구성은 본 발명의 가장 바람직한 실시예에 불과할 뿐, 본 발명의 기술적 사상을 모두 대변하는 것은 아니므로, 본 출원시점에 있어서 이들을 대체할 수 있는 다양한 균등물과 변형 예들이 있을 수 있음을 이해하여야 한다. Prior to the detailed description of the present invention, the terms or words used in the present specification and claims described below should not be construed as being limited to their ordinary or dictionary meanings, and the inventors should develop their own inventions in the best way. It should be interpreted as meaning and concept consistent with the technical idea of the present invention based on the principle that it can be appropriately defined as a concept of a term for explanation. Therefore, the embodiments described in the present specification and the configurations shown in the drawings are only the most preferred embodiments of the present invention, and do not represent all the technical spirit of the present invention, so various equivalents that can be substituted for them at the time of the present application It should be understood that there may be water and variations.
이하, 첨부된 도면을 참조하여 본 발명의 바람직한 실시예들을 상세히 설명한다. 이때, 첨부된 도면에서 동일한 구성 요소는 가능한 동일한 부호로 나타내고 있음을 유의해야 한다. 또한, 본 발명의 요지를 흐리게 할 수 있는 공지 기능 및 구성에 대한 상세한 설명은 생략할 것이다. 마찬가지의 이유로 첨부 도면에 있어서 일부 구성요소는 과장되거나 생략되거나 또는 개략적으로 도시되었으며, 각 구성요소의 크기는 실제 크기를 전적으로 반영하는 것이 아니다. Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings. In this case, it should be noted that in the accompanying drawings, the same components are denoted by the same reference numerals as much as possible. In addition, detailed descriptions of well-known functions and configurations that may obscure the gist of the present invention will be omitted. For the same reason, some components are exaggerated, omitted, or schematically illustrated in the accompanying drawings, and the size of each component does not fully reflect the actual size.
도 1은 본 발명의 실시예에 따른 초음파 시뮬레이션 시스템의 구성을 나타낸 블록도이고, 도 2는 본 발명의 실시예에 따른 신체 팬텀을 설명하기 위한 예시도이고, 도 3은 본 발명의 실시예에 따른 장기 팬텀을 설명하기 위한 예시도이고, 도 4 내지 도 7은 본 발명의 실시예에 따른 위치별 초음파 시뮬레이션 결과를 나타낸 도면이다.1 is a block diagram showing the configuration of an ultrasound simulation system according to an embodiment of the present invention, FIG. 2 is an exemplary diagram for explaining a body phantom according to an embodiment of the present invention, and FIG. 3 is an embodiment of the present invention It is an exemplary view for explaining a long-term phantom according to the present invention, and FIGS. 4 to 7 are views showing ultrasound simulation results for each location according to an embodiment of the present invention.
도 1 내지 도 3을 참조하면, 본 발명의 실시예에 따른 초음파 시뮬레이션 시스템(100)은 팬텀(10), 프로브(20), 입력부(30), 출력부(40), 저장부(50) 및 제어부(60)를 포함한다.1 to 3 , an ultrasound simulation system 100 according to an embodiment of the present invention includes a phantom 10 , a probe 20 , an input unit 30 , an output unit 40 , a storage unit 50 and a control unit 60 .
팬텀(10)은 초음파 검사를 받는 인체 대신으로 이용하는 모형으로, 물체 속에서 초음파의 확산, 감쇠, 산란 등 물질 속에서 초음파의 분포 등을 측정하기 위하여 사용한다. 이러한 팬텀(10)은 신체 팬텀(11) 및 장기 팬텀(12)을 포함할 수 있다.The phantom 10 is a model used instead of a human body undergoing an ultrasound examination, and is used to measure the distribution of ultrasound in a material, such as diffusion, attenuation, and scattering of ultrasound in an object. The phantom 10 may include a body phantom 11 and an organ phantom 12 .
신체 팬텀(11)은 도 2에 도시된 바와 같이 신체 형상으로 구성될 수 있으며, 프로브(20)가 외부면에 접촉하게 된다. 이러한 신체 팬텀(11)은 사용자가 실제로 신체에 프로브(20)를 접촉하는 것과 유사한 경험을 얻을 수 있도록 실제 신체와 유사한 촉감 및 형태를 형성할 수 있는 재질이 사용될 수 있다.The body phantom 11 may have a body shape as shown in FIG. 2 , and the probe 20 comes into contact with the outer surface. The body phantom 11 may be made of a material capable of forming a touch and shape similar to that of an actual body so that the user can obtain an experience similar to that of actually contacting the probe 20 with the body.
또한 신체 팬텀(11)은 내부에 장기 팬텀(12)을 수용할 수 있는 공간이 마련되어, 내부에 장기 팬텀(12)을 수용할 수 있다.In addition, the body phantom 11 is provided with a space capable of accommodating the organ phantom 12 therein, so that the organ phantom 12 can be accommodated therein.
장기 팬텀(12)은 신체 팬텀(11) 내부에 구비되며, 기 설정된 위치별로 센서(21a)가 부착될 수 있다. 이때 장기 팬텀(12)은 복수의 센서(12a)로 구성되어, 기 설정된 위치에 배치될 수 있으나, 바람직하게는 도 3에 도시된 바와 같이, 실제 장기와 유사한 형태로 형성되며, 각 부위에 센서(12a)가 부착될 수 있다.The organ phantom 12 is provided inside the body phantom 11, and a sensor 21a may be attached to each preset position. At this time, the organ phantom 12 is composed of a plurality of sensors 12a and may be disposed at a preset position, but is preferably formed in a shape similar to an actual organ as shown in FIG. (12a) may be attached.
이러한 장기 팬텀(12)은 프로브(20)와 반응하며, 프로브(20)의 위치 및 입사 각도가 각 센서(12a)에 설정된 값과 일치하는 경우, 제어부(60)로 해당 위치 및 입사 각도에 대한 정보를 제어부(60)에 전달하여, 해당 위치 및 입사 각도에 해당하는 초음파 영상을 출력부(40)를 통해 출력하도록 할 수 있다.The long-term phantom 12 reacts with the probe 20, and when the position and the incident angle of the probe 20 match the values set in each sensor 12a, the controller 60 provides the control unit 60 for the corresponding position and incident angle. Information may be transmitted to the controller 60 to output an ultrasound image corresponding to a corresponding position and an incident angle through the output unit 40 .
예를 들어 장기 팬텀(12)은 심장 초음파 검사, 상복부 초음파 검사, 간 초음파 검사, 정맥류 초음파 검사, 부인과 초음파 검사, 전립선 초음파 검사, 고환 초음파 검사, 근골격계 초음파 검사, 갑상선 초음파 검사, 유방 초음파 검사 등 다양한 유형의 초음파 검사를 시뮬레이션 할 수 있도록 센서(12a)가 배치될 수 있다. 한편 하기의 설명에서는 심장 초음파 검사를 예로 설명하도록 한다.For example, the organ phantom 12 may be used in various applications such as echocardiography, epigastric ultrasound examination, liver ultrasound examination, varicose vein ultrasound examination, gynecological ultrasound examination, prostate ultrasound examination, testicular ultrasound examination, musculoskeletal ultrasound examination, thyroid ultrasound examination, breast ultrasound examination, etc. A sensor 12a may be arranged to simulate a type of ultrasound examination. Meanwhile, in the following description, echocardiography will be described as an example.
프로브(20)는 실제 초음파 프로브와 동일한 형상을 가지며, 장기 팬텀(12)에 구비된 센서와 반응할 수 있다. 예를 들어 프로브(20)는 초음파 센서, 적외선 센서, 자이로 센서 등을 포함할 수 있으며, 장기 팬텀(12)에 구비되는 센서와 반응할 수 있는 다양한 센서가 적용될 수 있다. 한편 프로브(20)와 장기 팬텀(12)의 센서 중 하나가 반응한 경우, 해당 센서의 위치 및 입사각 정보를 프로브(20)가 제어부(60)로 전달하거나, 장기 팬텀(12)의 해당 센서가 제어부(60)로 전달할 수 있으나, 바람직하게는 프로브(20)가 반응한 센서의 위치 및 입사각 정보를 제어부(60)로 전달하는 것이 바람직하다. 또한 프로브(20)는 현재 위치, 현재 입사각 정보 등을 지속적으로 실시간 제어부(60)로 전달할 수 있다.The probe 20 has the same shape as an actual ultrasound probe, and may react with a sensor provided in the organ phantom 12 . For example, the probe 20 may include an ultrasonic sensor, an infrared sensor, a gyro sensor, and the like, and various sensors capable of reacting with a sensor provided in the organ phantom 12 may be applied. On the other hand, when one of the sensors of the probe 20 and the long-term phantom 12 reacts, the probe 20 transmits information on the position and incident angle of the corresponding sensor to the controller 60 or the corresponding sensor of the long-term phantom 12 responds. It may be transmitted to the control unit 60 , but it is preferable to transmit information on the position and incident angle of the sensor to which the probe 20 responds to the control unit 60 . In addition, the probe 20 may continuously transmit the current location, current incident angle information, and the like to the real-time controller 60 .
입력부(30)는 숫자 및 문자 정보 등의 다양한 정보를 입력 받고, 각종 기능을 설정 및 초음파 시뮬레이션 시스템(100)의 기능 제어와 관련하여 입력되는 신호를 제어부(60)로 전달한다. 입력부(30)는 터치 또는 조작에 따른 입력 신호를 발생하는 키패드와 터치패드 중 적어도 하나를 포함하여 구성될 수 있다. 이 때, 입력부(50)는 표시부(41) 함께 하나의 터치패널(또는 터치스크린(touch screen))의 형태로 구성되어 입력과 표시 기능을 동시에 수행할 수 있다. 특히 입력부(30)는 프로브(20)를 조작하는 사용자에 대한 정보와, 시뮬레이션 하고자나 하는 질병의 종류 등을 입력할 수 있다.The input unit 30 receives various information such as number and character information, and transmits input signals related to setting various functions and controlling functions of the ultrasound simulation system 100 to the control unit 60 . The input unit 30 may include at least one of a keypad and a touchpad that generate an input signal according to a touch or manipulation. In this case, the input unit 50 may be configured in the form of a single touch panel (or touch screen) together with the display unit 41 to perform input and display functions at the same time. In particular, the input unit 30 may input information about a user who operates the probe 20 and the type of disease to be simulated.
출력부(40)는 표시부(41) 및 스피커(42)를 포함할 수 있다.The output unit 40 may include a display unit 41 and a speaker 42 .
표시부(41)는 초음파 시뮬레이션 시스템(100)의 기능 수행 중에 발생하는 일련의 동작 상태 및 동작 결과 등에 대한 정보를 표시한다. 특히 표시부(41)는 초음파 영상을 출력하거나, 사용자 별 정보, 사용자 별 숙련도 등을 출력할 수 있다. 여기서 표시부(41)는 액정표시장치(LCD, Liquid Crystal Display), 초박막 액정표시장치(TFT-LCD, Thin Film Transistor LCD), 발광다이오드(LED, Light Emitting Diode), 유기 발광다이오드(OLED, Organic LED), 능동형 유기발광다이오드(AMOLED, Active Matrix OLED), 레티나 디스플레이(Retina Display), 플렉시블 디스플레이(Flexible display) 및 3차원(3 Dimension) 디스플레이 등으로 구성될 수 있다. 이 때, 표시부(41)가 터치스크린(Touch screen) 형태로 구성된 경우, 입력부(30)의 기능 중 일부 또는 전부를 수행할 수 있다.The display unit 41 displays information about a series of operation states and operation results that occur while the function of the ultrasound simulation system 100 is performed. In particular, the display unit 41 may output an ultrasound image, information for each user, a skill level for each user, and the like. Here, the display unit 41 includes a liquid crystal display (LCD), an ultra-thin liquid crystal display (TFT-LCD, Thin Film Transistor LCD), a light emitting diode (LED, Light Emitting Diode), and an organic light emitting diode (OLED, Organic LED). ), an active organic light emitting diode (AMOLED, Active Matrix OLED), a retina display, a flexible display, and a three-dimensional display. In this case, when the display unit 41 is configured in the form of a touch screen, some or all of the functions of the input unit 30 may be performed.
스피커(42)는 제어부(60)의 제어에 따라 프로브(20)의 동작 상태와 관련한 가이드를 위한 안내 음성을 출력할 수 있다. 예를 들어, 스피커(42)는 "입사각을 60°이내가 되도록 조정하세요." 등과 같이 사용자가 프로브(20)를 조작함에 따른 가이드를 위한 안내 음성을 출력할 수 있다. 이때 스피커(42)는 제어부(60)의 제어 하에 사용자의 숙련도에 따라 다른 안내 음성을 출력할 수 있다.The speaker 42 may output a guide voice for a guide related to the operating state of the probe 20 under the control of the controller 60 . For example, the speaker 42 is "adjust the angle of incidence within 60°." As such, a guide voice for a guide may be output as the user manipulates the probe 20 . At this time, the speaker 42 may output a different guide voice according to the skill level of the user under the control of the controller 60 .
저장부(50)는 데이터를 저장하기 위한 장치로, 초음파 시뮬레이션 시스템(100)의 기능 동작에 필요한 응용 프로그램을 저장한다. 저장부(50)는 사용자의 요청에 상응하여 각 기능을 활성화하는 경우, 제어부(60)의 제어 하에 해당 응용 프로그램들을 실행하여 각 기능을 제공하게 된다. 특히 저장부(50)는 프로브(20)의 위치 및 입사각에 따른 초음파 영상을 출력하기 위한 프로그램, 질병에 따른 초음파 영상을 출력하기 위한 프로그램, 프로브(20)의 위치, 입사각 및 질병에 따른 초음파 영상을 저장할 수 있다. 이러한 저장부(50)는 플래시 메모리 타입(flash memory type), 하드디스크 타입(hard disk type), 미디어 카드 마이크로 타입(multimedia card micro type), 카드 타입의 메모리(예를 들어 SD 또는 XD 메모리 등), 램(Random Access Memory, RAM), SRAM(Static Random Access Memory), 롬(Read-Only Memory, ROM), EEPROM(Electrically Erasable Programmable Read-Only Memory), PROM(Programmable Read-Only Memory), 자기메모리, 자기 디스크, 광디스크 중 적어도 하나의 저장매체를 포함할 수 있다.The storage unit 50 is a device for storing data, and stores an application program required for a functional operation of the ultrasound simulation system 100 . When each function is activated in response to a user's request, the storage unit 50 executes corresponding application programs under the control of the control unit 60 to provide each function. In particular, the storage unit 50 includes a program for outputting an ultrasound image according to the position and angle of incidence of the probe 20 , a program for outputting an ultrasound image according to a disease, and an ultrasound image according to the position, angle of incidence, and disease of the probe 20 . can be saved. The storage unit 50 includes a flash memory type, a hard disk type, a multimedia card micro type, and a card type memory (eg, SD or XD memory). , Random Access Memory (RAM), Static Random Access Memory (SRAM), Read-Only Memory, ROM, Electrically Erasable Programmable Read-Only Memory (EEPROM), Programmable Read-Only Memory (PROM), Magnetic Memory , a magnetic disk, and an optical disk may include at least one storage medium.
제어부(60)는 프로브(20)와 장기 팬텀(12)의 센서 중 하나가 기 설정된 조건이 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 표시부(41)를 통해 출력할 수 있다. 이때 제어부(60)는 프로브(20)의 위치 및 입사 각도가 장기 팬텀(41)의 각 센서에 설정된 값과 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 표시부(41)를 통해 출력할 수 있다.When one of the sensors of the probe 20 and the organ phantom 12 matches a preset condition, the controller 60 may output an ultrasound image of the organ set in the corresponding sensor through the display unit 41 . At this time, when the position and the incident angle of the probe 20 match the values set for each sensor of the organ phantom 41 , the controller 60 may output the ultrasound image of the organ set in the corresponding sensor through the display unit 41 . there is.
예를 들어 제어부(60)는 도 2의 복수의 센서 중(12a) 제1 센서(1)와 프로브(20)가 일치한 경우, 입사 각도에 Parasternal long axis(도 4) 또는 Parasternal short axis 초음파 영상을 출력할 수 있다. 또한 제어부(60)는 제2 센서(2)와 프로브(20)가 일치하는 경우, Apical 4chamber(도 5), Apical 2chamber, Apical 3chamber 초음파 영상을 출력할 수 있다. 이 밖에도 제어부(60)는 제3 센서(3)와 프로브(20)가 일치하는 경우 Subcostal(도 6)에 해당하는 초음파 영상을 출력할 수 있고, 제4 센서(4)와 프로브(20)가 일치하는 경우 Suprasternal notch(도 7)에 해당하는 초음파 영상을 출력할 수 있다.For example, when the first sensor 1 and the probe 20 match among the plurality of sensors 12a of FIG. 2 , the controller 60 may determine an incident angle of a Parasternal long axis ( FIG. 4 ) or a Parasternal short axis ultrasound image. can be printed out. In addition, when the second sensor 2 and the probe 20 match, the controller 60 may output apical 4 chamber ( FIG. 5 ), apical 2 chamber, and apical 3 chamber ultrasound images. In addition, when the third sensor 3 and the probe 20 match, the controller 60 may output an ultrasound image corresponding to a subcostal ( FIG. 6 ), and the fourth sensor 4 and the probe 20 are If they match, an ultrasound image corresponding to the suprasternal notch ( FIG. 7 ) may be output.
여기서 제어부(60)는 입력부(30)를 통해 질병 정보를 선택받고, 프로브(20)의 위치 및 입사 각도가 장기 팬텀(41)의 각 센서에 설정된 값과 일치하는 경우, 해당 질병 정보에 따른 초음파 영상을 출력할 수 있다. 즉 제어부(60)는 각 질병이 적용된 장기의 초음파 영상을 출력할 수 있다.Here, the control unit 60 receives disease information selected through the input unit 30 , and when the position and incidence angle of the probe 20 match values set for each sensor of the organ phantom 41 , the ultrasound according to the disease information You can output an image. That is, the controller 60 may output an ultrasound image of an organ to which each disease is applied.
또한 제어부(60)는 사용자가 프로브(20)를 조작함에 따라 프로브(20)의 위치, 입사 각도, 소요 시간을 포함하는 사용자 별 정보를 통해 프로브(20)를 조작하는 사용자의 숙련도를 결정할 수 있다. 즉 제어부(60)는 프로브(20)로부터 사용자 별 정보를 받아 초음파 진단의 정확도, 소요 시간을 고려하여 사용자의 숙련도를 결정할 수 있다.In addition, as the user operates the probe 20 , the controller 60 may determine the skill level of the user who operates the probe 20 through user-specific information including the position of the probe 20 , the angle of incidence, and the required time. . That is, the controller 60 may receive user-specific information from the probe 20 and determine the user's proficiency in consideration of ultrasound diagnosis accuracy and required time.
또한 제어부(60)는 프로브(20)의 사용자 별 정보에 따른 사용자의 숙련도를 인공지능 엔진을 통해 학습할 수 있다. 이에 따라 제어부(60)는 사용자의 숙련도 판단에 따른 정확도를 높일 수 있다.Also, the control unit 60 may learn the user's skill level according to the user-specific information of the probe 20 through the artificial intelligence engine. Accordingly, the control unit 60 may increase the accuracy according to the user's skill level determination.
여기서 제어부(60)는 결정된 사용자의 숙련도에 따라 해당 숙련도에 해당하는 난이도의 미션을 제공할 수 있다. 예를 들어 제어부(60)는 결정된 사용자의 숙련도에 따라 질병을 달리한 동영상을 제공하거나, 숙련도에 따라 안내 음성을 달리한 미션을 제공할 수 있다. 즉 제어부(60)는 숙련도가 기 설정된 값보다 낮은 사용자에게는 프로브(20)의 상태에 따라 상세한 안내 음성을 출력하고, 숙련도가 기 설정된 값보다 높은 사용자에게는 프로브(20)의 상태에 따라 기본적인 안내 음성만을 출력하도록 구성할 수 있다.Here, the controller 60 may provide a mission of a difficulty corresponding to the determined skill level of the user. For example, the controller 60 may provide a video with different diseases according to the determined skill level of the user, or provide a mission with a different guide voice according to the skill level of the user. That is, the controller 60 outputs a detailed guidance voice according to the state of the probe 20 to a user whose proficiency is lower than a preset value, and a basic guidance voice according to the state of the probe 20 to a user whose proficiency is higher than a preset value. It can be configured to output only
한편 도 8은 본 발명의 실시예에 따른 심층신경망(DNN)의 구성을 설명하기 위한 도면이다. 여기서 하기의 숙련도에 대한 학습은 심층신경망을 이용하는 것으로 설명하나 다양한 인공지능 엔진이 적용 가능하다.Meanwhile, FIG. 8 is a diagram for explaining the configuration of a deep neural network (DNN) according to an embodiment of the present invention. Here, the learning of the following proficiency is described as using a deep neural network, but various artificial intelligence engines are applicable.
도 8을 참조하면, 심층신경망(DNN)은 다층퍼셉트론(MLP: Multilayer Perceptron)이 될 수 있다. 심층신경망(DNN)은 복수의 계층(IL, HL, OL)을 포함한다. 이러한 복수의 계층은 입력층(IL), 복수의 은닉 계층(HL: HL1 내지 HLk) 및 출력층(OL)을 포함한다.Referring to FIG. 8 , a deep neural network (DNN) may be a multilayer perceptron (MLP). A deep neural network (DNN) includes multiple layers (IL, HL, OL). The plurality of layers includes an input layer (IL), a plurality of hidden layers (HL: HL1 to HLk), and an output layer (OL).
또한, 복수의 계층(IL, HL, OL) 각각은 복수의 노드를 포함한다. 예컨대, 도시된 바와 같이, 입력층(IL)은 m개의 입력노드(i1 ~ im)를 포함하며, 출력층(OL)은 n개의 출력노드(o1~on)를 포함할 수 있다. 또한, 은닉층(HL) 중 제1 은닉계층(HL1)은 a개의 노드(h11 ~ h1a)를 포함하고, 제2 은닉계층(HL2)은 b개의 노드(h21 ~ h2b)를 포함하고, 제k 은닉계층(HLk)은 l개의 노드(hk1 ~ hkl)를 포함할 수 있다.In addition, each of the plurality of layers IL, HL, and OL includes a plurality of nodes. For example, as illustrated, the input layer IL may include m input nodes i1 to im, and the output layer OL may include n output nodes o1 to on. In addition, among the hidden layers HL, the first hidden layer HL1 includes a nodes h11 to h1a, the second hidden layer HL2 includes b nodes h21 to h2b, and the kth hidden layer HL2 includes a number of nodes h21 to h2b. The layer HLk may include l nodes hk1 to hkl.
복수의 계층의 복수의 노드 각각은 연산을 수행한다. 특히, 서로 다른 계층의 복수의 노드는 가중치(W: weight)를 가지는 채널(점선으로 표시)로 연결된다. 다른 말로, 어느 하나의 노드의 연산 결과는 가중치가 적용되어 다음 계층 노드의 입력이 된다. 즉, 심층신경망(DNN)의 어느 한 계층의 어느 하나의 노드는 이전 계층의 노드로부터의 입력에 가중치를 적용한 값을 입력받고, 이를 합산하여 활성화함수를 취하고, 이러한 결과를 다음 계층의 입력으로 전달한다. Each of the plurality of nodes of the plurality of layers performs an operation. In particular, a plurality of nodes of different layers are connected by a channel (indicated by a dotted line) having a weight (W). In other words, the calculation result of one node is weighted and becomes the input of the next layer node. That is, any one node of any one layer of the deep neural network (DNN) receives a value obtained by applying a weight to the input from the node of the previous layer, sums them up to take an activation function, and transmits the result to the input of the next layer do.
이에 따라, 사용자 별 정보 즉, 프로브의 위치, 입사각도, 소요 시간 등이 심층신경망(DNN)의 입력층(IL)에 입력되면, 심층신경망(DNN)은 입력된 데이터에 대해 복수의 계측(IL, HL, OL)의 가중치가 적용되는 복수의 연산을 수행하여 입력된 사용자 별 정보에 대한 숙련도를 나타내는 출력값을 산출한다.Accordingly, when user-specific information, i.e., probe position, angle of incidence, time required, etc. is input to the input layer (IL) of the deep neural network (DNN), the deep neural network (DNN) performs a plurality of measurements (IL) on the input data. , HL, and OL) are performed to calculate an output value indicating the proficiency of each inputted user information.
보다 구체적으로 설명하면, 사용자 별 정보인 프로브의 위치, 입사각도, 소요시간 중 적어도 하나가 심층신경망(DNN)의 입력층(IL)의 복수의 입력노드(i1 ~ im)에 입력되면, 제1 은닉층(HL1)의 복수의 제1 은닉노드(h11 ~ h1a) 각각은 복수의 입력노드(i1 ~ im)의 각 공정 분석 결과 값에 가중치가 적용된 값을 입력받고(점선으로 표시), 입력된 값을 모두 합산한 후, 합산된 값에 대해 활성화함수에 따른 연산을 수행하여 복수의 제1 은닉노드값을 산출한다. 이어서, 제2 은닉층(HL2)의 복수의 제2 은닉노드(h21 ~ h2b) 각각은 복수의 제1 은닉노드(h11 ~ h1a)의 복수의 제1 은닉노드값 각각에 가중치가 적용된 값을 입력받고(점선으로 표시), 입력된 값을 모두 합산하고, 합산된 값에 대해 활성화함수에 따른 연산을 수행하여 복수의 제2 은닉노드값을 산출한다. 이와 같은 방식으로, 은닉층(HL) 내에서 이전의 노드값이 가중치가 적용되어 전달되고, 연산을 통해 현재의 노드값이 산출된다. 이러한 과정을 반복하여, 제k 은닉계층(HLk)의 복수의 제k 은닉노드(hk1 ~ hkl)의 복수의 제k 은닉노드값을 산출할 수 있다. More specifically, when at least one of the probe position, the angle of incidence, and the required time, which are user-specific information, is input to the plurality of input nodes i1 to im of the input layer IL of the deep neural network (DNN), the first Each of the plurality of first hidden nodes h11 to h1a of the hidden layer HL1 receives a value in which a weight is applied to each process analysis result value of the plurality of input nodes i1 to im (indicated by a dotted line), and the input value After summing all the values, an operation according to the activation function is performed on the summed values to calculate a plurality of first hidden node values. Then, each of the plurality of second hidden nodes h21 to h2b of the second hidden layer HL2 receives a value in which a weight is applied to each of the plurality of first hidden node values of the plurality of first hidden nodes h11 to h1a. (indicated by a dotted line), all input values are summed, and an operation according to the activation function is performed on the summed values to calculate a plurality of second hidden node values. In this way, a weight is applied to a previous node value in the hidden layer HL and transmitted, and a current node value is calculated through calculation. By repeating this process, a plurality of k-th hidden node values of the plurality of k-th hidden nodes hk1 to hkl of the k-th hidden layer HLk may be calculated.
복수의 출력노드(o1~on) 각각은 제k 은닉계층(HLk)의 복수의 제k 은닉노드(hk1 ~ hkl)의 복수(l개)의 제k 은닉노드값에 가중치 w=[w1, w2, … , wl]가 적용된 값을 입력받고(점선으로 표시), 입력된 값을 모두 합산한 후, 합산된 값에 대해 활성화함수에 따른 연산을 수행하여 출력값을 산출한다.Each of the plurality of output nodes (o1 to on) has a weight w=[w1, w2 , … .
이와 같이, 본 발명의 실시예에 따른 초음파 시뮬레이션 시스템(100)은 사용자가 프로브(20)를 조작하여 프로브(20)와 장기 팬텀(12)의 센서(12a) 중 하나가 기 설정된 조건이 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 출력부(40)를 통해 출력함으로써, 사용자에게 충분한 학습 시간을 제공하여 초음파 진단에 대한 경험을 얻을 수 있다.As such, in the ultrasound simulation system 100 according to an embodiment of the present invention, the user manipulates the probe 20 so that one of the probe 20 and the sensor 12a of the organ phantom 12 matches a preset condition. In this case, by outputting an ultrasound image of an organ set in a corresponding sensor through the output unit 40, sufficient learning time is provided to the user to obtain an ultrasound diagnosis experience.
또한 본 발명의 실시예에 따른 초음파 시뮬레이션 시스템(100)은 질병에 따라 다른 영상을 제공함으로써, 사용자가 평소 관찰하기 힘든 케이스를 학습하도록 하여 업무 능력을 향상시킬 수 있다.In addition, the ultrasound simulation system 100 according to an embodiment of the present invention provides different images according to diseases, so that the user learns a case that is difficult to observe normally, thereby improving work ability.
이상 본 발명을 몇 가지 바람직한 실시예를 사용하여 설명하였으나, 이들 실시예는 예시적인 것이며 한정적인 것이 아니다. 이와 같이, 본 발명이 속하는 기술분야에서 통상의 지식을 지닌 자라면 본 발명의 사상과 첨부된 특허청구범위에 제시된 권리범위에서 벗어나지 않으면서 균등론에 따라 다양한 변화와 수정을 가할 수 있음을 이해할 것이다. Although the present invention has been described above using several preferred embodiments, these examples are illustrative and not restrictive. As such, those of ordinary skill in the art to which the present invention pertains will understand that various changes and modifications can be made in accordance with the doctrine of equivalents without departing from the spirit of the present invention and the scope of rights set forth in the appended claims.

Claims (2)

  1. 신체 형상의 신체 팬텀;body shape body phantom;
    상기 신체 팬텀 내부에 구비되며, 기 설정된 위치별로 센서가 부착된 장기 팬텀;a long-term phantom provided inside the body phantom, to which a sensor is attached for each preset position;
    상기 신체 팬텀의 외부에서 상기 장기 팬텀의 센서 중 하나와 반응하는 프로브;a probe that reacts with one of the sensors of the organ phantom outside the body phantom;
    상기 프로브 조작에 따라 장기에 대한 초음파 영상을 출력하는 출력부;an output unit for outputting an ultrasound image of an organ according to the manipulation of the probe;
    상기 프로브와 상기 장기 팬텀의 센서 중 하나가 기 설정된 조건이 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 상기 출력부를 통해 출력하되, 질병에 따라 다른 영상을 출력하는 제어부; 를 포함하고,a control unit configured to output, through the output unit, an ultrasound image of an organ set in the corresponding sensor when one of the probe and one of the sensors of the organ phantom matches a preset condition, but outputting a different image according to a disease; including,
    상기 제어부는,The control unit is
    상기 프로브를 조작함에 따라 상기 프로브의 위치, 입사 각도, 소요 시간을 포함하는 사용자 별 정보를 통해 상기 프로브를 조작하는 사용자의 숙련도를 결정하고, 상기 프로브의 상기 사용자 별 정보에 따른 사용자의 숙련도를 인공지능 엔진을 통해 학습하고, 상기 결정된 사용자의 숙련도에 따라 해당 숙련도에 해당하는 난이도의 미션을 제공하되, 상기 결정된 사용자의 숙련도에 따라 질병을 달리한 동영상을 제공하거나, 숙련도에 따라 안내 음성을 달리한 미션을 제공하는 것을 특징으로 하는 초음파 시뮬레이션 시스템.As the probe is manipulated, the user's proficiency in manipulating the probe is determined through user-specific information including the position of the probe, the incident angle, and the required time, and the user's proficiency is artificially calculated according to the user-specific information of the probe. It learns through an intelligence engine, and provides a mission with a difficulty corresponding to the skill level according to the determined skill level of the user. Ultrasound simulation system, characterized in that it provides a mission.
  2. 제1항에 있어서,According to claim 1,
    상기 제어부는,The control unit is
    상기 프로브의 위치 및 입사 각도가 상기 장기 팬텀의 각 센서에 설정된 값과 일치하는 경우, 해당 센서에 설정된 장기의 초음파 영상을 상기 출력부를 통해 출력하는 것을 특징으로 하는 초음파 시뮬레이션 시스템.When the position and the incident angle of the probe match the values set in each sensor of the organ phantom, the ultrasound image of the organ set in the corresponding sensor is output through the output unit.
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