• Title/Summary/Keyword: Virtual Training Data

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Progression-Preserving Dimension Reduction for High-Dimensional Sensor Data Visualization

  • Yoon, Hyunjin;Shahabi, Cyrus;Winstein, Carolee J.;Jang, Jong-Hyun
    • ETRI Journal
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    • v.35 no.5
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    • pp.911-914
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    • 2013
  • This letter presents Progression-Preserving Projection, a dimension reduction technique that finds a linear projection that maps a high-dimensional sensor dataset into a two- or three-dimensional subspace with a particularly useful property for visual exploration. As a demonstration of its effectiveness as a visual exploration and diagnostic means, we empirically evaluate the proposed technique over a dataset acquired from our own virtual-reality-enhanced ball-intercepting training system designed to promote the upper extremity movement skills of individuals recovering from stroke-related hemiparesis.

Time series prediction using virtual term generation scheme

  • Jo, Taeho;Cho, Sungzoon
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1996.04a
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    • pp.67-70
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    • 1996
  • The values measured at different time and enumerated sequentially by homogenous interval is called time series. Its goal is to predict values in future by analysing the measured values in past. The stastical approach to time series prediction tend to be by a neural approach with difficulties in expressing the reationship among past data. In neural approach, the preblem is the acquisting of the enough training data in advance. The goal of this paper is that such problem is solved by generating another term as virtual term between terms in time series.

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A Design Procedure for Safety Simulation System Using Virtual Reality

  • Ki, Jae-Seug
    • Journal of the Korea Safety Management & Science
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    • v.1 no.1
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    • pp.69-77
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    • 1999
  • One of the objectives of any task design is to provide a safe and helpful workplace for the employees. The safety and health module may include means for confronting the design with safety and health regulations and standards as well as tools for obstacles and collisions detection (such as error models and simulators), Virtual Reality is a leading edge technology which has only very recently become available on platforms and at prices accessible to the majority of simulation engineers. The design of an automated manufacturing system is a complicated, multidisciplinary task that requires involvement of several specialists. In this paper, a design procedure that facilitates the safety and ergonomic considerations of an automated manufacturing system are described. The procedure consists of the following major steps. Data collection and analysis of the data, creation of a three-dimensional simulation model of the work environment, simulation for safety analysis and risk assessment, development of safety solutions, selection of the preferred solutions, implementation of the selected solutions, reporting, and training. When improving the safety of an existing system the three-dimensional simulation model helps the designer to perceive the work from operators point of view objectively and safely without the exposure to hazards of the actual system.

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Development of Tissue-Tool Interaction Simulation Algorithms for Rotator Cuff Surgery Scenario in Arthroscopic Surgery Training Simulator

  • Jo, Kyungmin;Bae, Eunkyung;You, Hyeonseok;Choi, Jaesoon
    • Journal of Biomedical Engineering Research
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    • v.41 no.4
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    • pp.154-164
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    • 2020
  • Various simulator systems for surgery training have been developed and recently become more widely utilized with technology advancement and change in medical education adopting actively simulation-based training. The authors have developed tissue-instrument interaction modeling and graphical simulation algorithms for an arthroscopic surgery training simulator system. In this paper, we propose algorithms for basic surgical techniques, such as cutting, shaving, drilling, grasping, suturing and knot tying for rotator cuff surgery. The proposed method constructs a virtual 3-dimensional model from actual patient data and implements a real-time deformation of the surgical object model through interaction between ten types of arthroscopic surgical tools and a surgical object model. The implementation is based on the Simulation Open Framework Architecture (SOFA, Inria Foundation, France) and custom algorithms were implemented as pulg-in codes. Qualitative review of the developed results by physicians showed both feasibility and limitations of the system for actual use in surgery training.

Human Detection using Real-virtual Augmented Dataset

  • Jongmin, Lee;Yongwan, Kim;Jinsung, Choi;Ki-Hong, Kim;Daehwan, Kim
    • Journal of information and communication convergence engineering
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    • v.21 no.1
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    • pp.98-102
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    • 2023
  • This paper presents a study on how augmenting semi-synthetic image data improves the performance of human detection algorithms. In the field of object detection, securing a high-quality data set plays the most important role in training deep learning algorithms. Recently, the acquisition of real image data has become time consuming and expensive; therefore, research using synthesized data has been conducted. Synthetic data haves the advantage of being able to generate a vast amount of data and accurately label it. However, the utility of synthetic data in human detection has not yet been demonstrated. Therefore, we use You Only Look Once (YOLO), the object detection algorithm most commonly used, to experimentally analyze the effect of synthetic data augmentation on human detection performance. As a result of training YOLO using the Penn-Fudan dataset, it was shown that the YOLO network model trained on a dataset augmented with synthetic data provided high-performance results in terms of the Precision-Recall Curve and F1-Confidence Curve.

Effects of Psychiatric Nursing Practice Education Using Virtual Simulation for Nursing (가상간호시뮬레이션을 활용한 정신간호실습 교육의 효과)

  • Han, Mi Ra;Lee, Jihye
    • Journal of the Korea Convergence Society
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    • v.12 no.10
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    • pp.333-342
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    • 2021
  • The purpose of this study is to compare the differences in transfer motivation and learning self-efficacy before and after applying virtual simulation for nursing in psychiatric nursing practice, and to provide them as basic data for effective psychiatric practical education. This study was conducted from October to December 2020. The subjects were 41 people who were enrolled in the third year of a located in U city, and who had received psychiatric nursing practice education using virtual simulation for nursing. Data were analyzed by paired t-test and pearson's correlation coefficient. After practice compared to before psychiatric nursing practice with virtual simulation nursing applied, transfer motivation was significantly increased and learner self-efficacy increased, but it was not statistically significant. Therefore, It was confirmed that psychiatric nursing practice education using virtual simulation for nursing is partly an effective practice strategy.

Effect of Learner-Centered Virtual Reality Simulation Education (학습자 중심의 가상현실 시뮬레이션 교육 효과)

  • Kim, Sungeun;Kim, Mi-Jin
    • Journal of Digital Convergence
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    • v.20 no.4
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    • pp.705-713
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    • 2022
  • The purpose of this study is to identify the effect of virtual reality simulation education and intend to present basic data that enables virtual reality simulation education to be used as practical education. Data were collected from April 26 to June 4, 2021 and analyzed by paired t-test, Wilcoxon Signed-Rank Test, Spearman's correlation coefficient using IBM SPSS Statistics 25 program. The results of this study showed that critical thinking disposition, clinical competency, practice satisfaction was improved after virtual reality simulation education. And there were a positive correlation with each other. Virtual reality simulation education is considered a very effective teaching method for nursing students. It is necessary to develop and apply more diverse and systematic scenarios and practice programs in future research.

Virtual Reality for Dental Implant Surgical Education (가상현실을 이용한 치과 임플란트 수술 교육)

  • Moon, Seong-Yong;Choi, Bong-Du;Moon, Young-Lae
    • Journal of the Institute of Electronics and Information Engineers
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    • v.53 no.12
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    • pp.169-174
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    • 2016
  • In this study, we evaluated the virtual reality model for dental implant surgery and discussed about the method to make the surgical environment for virtual reality with practical patient data. The anatomical model for patient face was fabricated by facial and oral scan data based on CT data. The simulation scenario was composed step by step fashion with Unity3D. From incision and sinus bone graft procedure which is needed to this patient model to implant installation and bone graft was included in this scenario. We used the HMD and leap motion for immersiveness and feeling of real operation. Twenty training doctor was attended this simulation study, and surveyed their satisfactory results by questionnaire. Implant surgery education program was showed the possibilities of educational tool for dental students and training doctors. Virtual reality for surgical education with HMD and leap motion had advantages, in terms of cheap prcie, easy access.

Systemic Development of Tele-Robotic Interface for the Hot-Line Maintenance (활선 작업을 위한 원격 조종 인터페이스 개발)

  • Kim Min-Soeng;Lee Ju-Jang;Kim Chang-Hyun
    • Journal of Institute of Control, Robotics and Systems
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    • v.10 no.12
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    • pp.1217-1222
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    • 2004
  • This paper describes the development of tele-robotic interface for the hot-line maintenance robot system. One of main issues in designing human-robot interface for the hot-line maintenance robot system is to plan the control procedure for each part of the robotic system. Another issue is that the actual degree of freedom (DOF) in the hot-line maintenance robot system is much greater than that of available control devices such as joysticks and gloves in the remote-cabin. For this purpose, a virtual simulator, which includes the virtual hot-line maintenance robot system and the environment, is developed in the 3D environment using CAD data. It is assumed that the control operation is done in the remote cabin and the overall work process is observed using the main-camera with 2 DOFs. For the input device, two joysticks, one pedal, two data gloves, and a Head Mounted Display (HMD) with tracker sensor were used. The interface is developed for each control mode. Designed human-interface system is operated using high-level control commands which are intuitive and easy to understand without any special training.

Virtual Sensor Verification Using Neural Network Theory of the Quadruped Robot (보행로봇의 신경망 이론을 이용한 가상센서 검증)

  • Ko, Kwang-Jin;Kim, Wan-Soo;Yu, Seung-Nam;Han, Chang-Soo
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.33 no.11
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    • pp.1326-1331
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    • 2009
  • The sensor data measured by the legged robot are used to recognize the physical environment or information that controls the robot's posture. Therefore, a robot's ambulation can be advanced with the use of such sensing information. For the precise control of a robot, highly accurate sensor data are required, but most sensors are expensive and are exposed to excessive load operation in the field. The seriousness of these problems will be seen if the prototype's practicality and mass productivity, which are closely related to the unit cost of production and maintenance, will be considered. In this paper, the use of a virtual sensor technology was suggested to address the aforementioned problems, and various ways of applying the theory to a walking robot obtained through training with an actual sensor, and of various hardware information, were presented. Finally, the possibility of the replacement of the ground reaction force sensor of legged robot was verified.