• Title/Summary/Keyword: High-fidelity Simulation

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Investigation on the nonintrusive multi-fidelity reduced-order modeling for PWR rod bundles

  • Kang, Huilun;Tian, Zhaofei;Chen, Guangliang;Li, Lei;Chu, Tianhui
    • Nuclear Engineering and Technology
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    • v.54 no.5
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    • pp.1825-1834
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    • 2022
  • Performing high-fidelity computational fluid dynamics (HF-CFD) to predict the flow and heat transfer state of the coolant in the reactor core is expensive, especially in scenarios that require extensive parameter search, such as uncertainty analysis and design optimization. This work investigated the performance of utilizing a multi-fidelity reduced-order model (MF-ROM) in PWR rod bundles simulation. Firstly, basis vectors and basis vector coefficients of high-fidelity and low-fidelity CFD results are extracted separately by the proper orthogonal decomposition (POD) approach. Secondly, a surrogate model is trained to map the relationship between the extracted coefficients from different fidelity results. In the prediction stage, the coefficients of the low-fidelity data under the new operating conditions are extracted by using the obtained POD basis vectors. Then, the trained surrogate model uses the low-fidelity coefficients to regress the high-fidelity coefficients. The predicted high-fidelity data is reconstructed from the product of extracted basis vectors and the regression coefficients. The effectiveness of the MF-ROM is evaluated on a flow and heat transfer problem in PWR fuel rod bundles. Two data-driven algorithms, the Kriging and artificial neural network (ANN), are trained as surrogate models for the MF-ROM to reconstruct the complex flow and heat transfer field downstream of the mixing vanes. The results show good agreements between the data reconstructed with the trained MF-ROM and the high-fidelity CFD simulation result, while the former only requires to taken the computational burden of low-fidelity simulation. The results also show that the performance of the ANN model is slightly better than the Kriging model when using a high number of POD basis vectors for regression. Moreover, the result presented in this paper demonstrates the suitability of the proposed MF-ROM for high-fidelity fixed value initialization to accelerate complex simulation.

Comparison of Learning Effects using High-fidelity and Multi-mode Simulation: An Application of Emergency Care for a Patient with Cardiac Arrest (High-fidelity와 Multi-mode 시뮬레이션을 이용한 학습 효과 비교 : 심정지 환자 응급간호 적용)

  • Ryoo, Eon-Na;Ha, Eun-Ho;Cho, Jin-Young
    • Journal of Korean Academy of Nursing
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    • v.43 no.2
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    • pp.185-193
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    • 2013
  • Purpose: Simulation-based learning has become a powerful method to improve the quality of care and help students meet the challenges of increasingly complex clinical practice settings. The purpose of this study was to identify the learning effects using high-fidelity SimMan and multi-mode simulation. Methods: Participants in this study were 38 students who were enrolled in an intensive course for a major in nursing at R college. Collected data were analyzed using Chi-square, t-test, and independent t-test with the SPSS 18.0 for Windows Program. Results: There were no statistically significant differences in learning effects between high-fidelity SimMan and multi-mode simulation group. However, skills in clinical performance in the high-fidelity SimMan group were higher than in the multi-mode group (p=.014), communication in clinical performance in multi-mode simulation group was higher than in the high-fidelity SimMan group (p<.001). Conclusion: Multi-mode simulation with a standardized patient is an effective learning method in many ways compared to a high-fidelity simulator. These results suggest that multi-mode simulation be offered to students in nursing colleges which cannot afford to purchase a high-fidelity simulator, or offered as an alternative.

Effects of Web-based Simulation and High-fidelity Simulation of Acute Heart Disease Patient Care (급성 심장질환자 간호에 대한 웹기반 시뮬레이션과 고충실도 시뮬레이션 교육 효과)

  • Chu, Min Sun;Hwang, Yoon Young
    • The Journal of Korean Academic Society of Nursing Education
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    • v.23 no.1
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    • pp.95-107
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    • 2017
  • Purpose: The aim of this study was to assess the efficacy of web-based simulation and high-fidelity simulation on acute heart disease patient care. Methods: The project used a comparative study design with two simulation-based training modalities. A total of 144 nursing students participated in this study: 76 students in a web-based simulation, and 68 students in a high-fidelity simulation. Participants rated their self-efficacy, problem-solving ability, interest in learning, level of stress, satisfaction with the simulation experience, and level of difficulty of the simulation. Results: The scores for self-efficacy, problem-solving ability, and interest in learning including interest in clinical training in the high-fidelity simulation group was higher than in the web-based simulation group. However, there were no significant differences in interest in learning, including interest in nursing knowledge, and in lab training, level of stress, satisfaction with the simulation experience, and level of difficulty of the simulation. Conclusion: A high-fidelity simulation of acute heart disease patient care might be beneficial to developing many more abilities for nursing students than would a web-based simulation. Also, since the web-based simulation improved interest in nursing knowledge, it could be a viable alternative to high-fidelity simulation. Further study is needed to verify the effects of varied levels of simulation-based care with more rigorous outcomes.

Analysis of the virtual simulation practice and high fidelity simulation practice training experience of nursing students: A mixed-methods study (간호대학생의 Virtual 시뮬레이션 실습 및 High fidelity 시뮬레이션 실습교육 경험 분석: 혼합연구방법 적용)

  • Lee, Eun Hye;Ryu, So Young
    • The Journal of Korean Academic Society of Nursing Education
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    • v.27 no.3
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    • pp.227-239
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    • 2021
  • Purpose: This study used an exploratory sequential approach (mixed methods) design to explore essential meaning through comparing and analyzing the experiences of nursing students in virtual simulation practice and high fidelity simulation practice education in parallel. Methods: The study participants were 20 nursing students, and data were collected through focus group meetings from July 17 to August 5, 2020, and via online quantitative data from November 10 to November 15, 2020. The qualitative data were analyzed using Giorgi's phenomenological method, and the quantitative data were analyzed using descriptive statistics, the Mann-Whitney U test, Kruskal-Wallis H test analysis of variance and Spearman's ρ correlation. Results: The comparison between the two simulation training experiences was shown in five contextual structures, as follows: (1) reflection of the clinical field, (2) thinking theorem vs. thinking expansion, (3) individual-centered learning vs. team-centered learning, (4) attitudes toward participating in practical training, (5) metacognition of personal competency as a prospective nurse, and (6) revisiting the method of practice training. There was a positive correlation between satisfaction with the practice and the clinical judgment ability of high fidelity simulation, which was statistically significant (r=.47, p=.036). Conclusion: Comparing the experiences between virtual simulation practice training and high fidelity simulation practice training, which has increased in demand due to the Coronavirus Disease-2019 pandemic, is meaningful as it provides practical data for introspection and reflection on in-campus clinical education.

Development and effects of a labor nursing education program using a high-fidelity simulator for nursing students (간호대학생 대상의 고충실도 시뮬레이터를 이용한 분만 간호 교육 프로그램의 개발 및 효과)

  • Park, Seo-A;Kim, Hye Young
    • Women's Health Nursing
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    • v.26 no.3
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    • pp.240-249
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    • 2020
  • Purpose: This study was conducted to investigate the effects of an education program using a high-fidelity simulator of labor and delivery on nursing knowledge, critical thinking, and clinical performance among nursing students who had not yet experienced clinical practicum. Methods: The development of a 5-week maternity nursing education programs using high-fidelity simulators included modules containing case-oriented scenarios, knowledge, and skills required for maternity care. A randomized controlled study was conducted to verify the effects of the developed program. Data were collected from October 21 to December 9, 2019. The experimental group (n=36) participated in a 5-week high-fidelity simulation program on care for the woman in labor, whereas the control group (n=36) received standard education as lecture and practice with delivery model. The collected data were analyzed using descriptive statistics (frequency, percentage, mean, and standard deviation), the Chi-square test, Fisher exact test, and t-test. Results: For participants who received education using the high-fidelity simulation program, nursing knowledge (t=2.33, p=.011), critical thinking (t=3.73, p<.001), and clinical performance (t=2.53, p=.006) were significantly higher than in the control group. Conclusion: Even for students with no clinical experience, high-fidelity simulation-based nursing education was effective in improving nursing knowledge, critical thinking, and clinical performance among nursing students. Nurse educators will be able to use this high-fidelity simulator effectively, especially in situations where direct clinical practicum may not be feasible.

Development and Effects of the Integrative Fidelity Simulation Curriculum (Fidelity 단계를 통합한 시뮬레이션 교육 개발 및 효과)

  • Chu, Min Sun;Hwang, Yoon Young
    • The Journal of Korean Academic Society of Nursing Education
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    • v.19 no.3
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    • pp.362-370
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    • 2013
  • Purpose: The purpose of this study was to develop and evaluate effects of the integrative fidelity simulation curriculum. Methods: The integrative fidelity simulation curriculum was developed through meetings of experts based on nursing content. To test the application effect of simulation curriculum, a one group pre-post test design was applied. The simulation curriculum was applied with 149 nursing students who participated voluntarily. Results: In the application of satisfaction of the curriculum, learning interest in nursing and intrinsic motivation, nursing students had high scores in all evaluations. In addition, satisfaction of the curriculum had a significant positive correlation with learning interest in nursing and intrinsic motivation. Conclusion: The integrative fidelity simulation was an effective teaching tool for nursing students, and needs to develop more varied nursing simulation scenarios and curriculum.

Experiences among Undergraduate Nursing Students on High-fidelity Simulation Education: A Focus Group Study (일 대학 간호대학생의 시뮬레이션 교육 경험 분석)

  • Lee, Ju-Hee;Kim, So-Sun;Yeo, Ki-Sun;Cho, Su-Jin;Kim, Hyun-Lye
    • The Journal of Korean Academic Society of Nursing Education
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    • v.15 no.2
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    • pp.183-193
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    • 2009
  • Purpose: The purpose of this study was to explore experiences among undergraduate nursing students in a high-fidelity simulation education course for a semester. Method: The participants in this study were 10 nursing students in the senior classes and volunteers. Data collection was conducted using a focus group interview for 100 minutes, which was recorded on video tape. Transcribed data was analyzed through qualitative content analysis. Result: The results of this study were deduced as 4 codes and 22 themes. Study participants reported experiences due to the simulation method itself, interaction among peer group and personal experiences during high-fidelity simulation education. Additionally, experiences related to clinical application were examined. The participants indicated positive outcomes such as developing clinical judgment skills and confidence. Conclusion: Overall, the results of this study supported the usability and effectiveness of a high-fidelity simulation education method in undergraduate nursing curriculum. Further studies are needed to provide more reliable and valid educational information.

Effects of High-fidelity Simulator and Standardized Patient on Nursing Care for Children with Fever in Nursing Students (고충실도(High-fidelity) 시뮬레이터와 표준화 환자 (Standardized Patient)를 활용한 발열환아 간호 교육의 효과)

  • Ha, Young-Ok
    • Korean Parent-Child Health Journal
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    • v.20 no.1
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    • pp.10-17
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    • 2017
  • Purpose: This study was conducted to investigate the effects of simulation-based education using high-fidelity simulator and standardized patient in nursing care for children with fever on nursing students. Methods: A total of 166 senior nursing students who completed pediatric nursing practicum courses participated in this study. The single group study design with pretest and posttest was used. The simulation education was provided for 200mins including orientation, simulation preparation, simulation practicum, and debriefing. Pre and post surveys were performed using questionnaires on clinical performance competency, communication skills, critical thinking disposition and self-confidence. Results: The mean scores of clinical performance competency (t=-2.56, p<.05), communication skills (t=-6.39, p<.001), critical thinking disposition (t=-3.43, p<.001), and self-confidence (t=-3.72, p<.001) in posttest were significantly higher than those in pretest. Also, clinical performance competency in nursing care for children with fever has significant relationships with communication skills, critical thinking disposition and self-confidence. Conclusion: The results indicate that simulation-based education using high-fidelity simulator and standardized patient is an effective strategy for improving clinical performance competency, communication skills, critical thinking disposition and self-confidence in nursing students. Further study is needed to verify the effects.

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The Effect of High-Fidelity Simulation Practice Related with Classical Education of Medical Surgical Nursing (성인간호학 이론수업과 연계한 High-Fidelity 시뮬레이션 교육의 효과)

  • Chyn, Yeol-eo;Kim, Kyoung-Mi;Hwang, Hye-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.12
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    • pp.8176-8186
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    • 2015
  • This research was conducted for the purpose of developing a high-fidelity simulation education program, applying it to clinical field and analyzing this program's effect on nursing college students in order to solve problems being caused from the gap between the adult nursing theoretical class and practical education. As the analysis method, this study developed a scenario including an algorithm for caring hyperkalemia patients, the evaluation check list, and debriefing according to the adult nursing theoretical class's learning goal and measured the high-fidelity simulation program's effect in using the non-equivalent control group pre-test and post-test design. As the results from the analysis, there secured the simulation education program's general properties and dependent variable's homogeneity in the experimental group and the control group. The nursing simulation practice program for hyperkalemia patients showed slight effect on the experimental group compared to the control group in fields such as nursing practice ability, problem solving ability, critical thinking skills, self-confidence of nursing, and knowledge. (t=-83.313, p<.001, t=-3.169, p=.003, t=-2.473, p=.017, t=-4.036, p<.001, t=-5.044, p<.001). High-Fidelity simulation programs in conjunction with an adult nursing theory classes of nursing students nursing practice ability, problem solving ability, critical thinking skills, self-confidence of nursing, and knowledge. This simulation program may be an effective educational method for nursing practice and also support improved quality of nursing education.

The Effects of High Fidelity Simulation-Based Education on Communication Self-Efficacy, Communication Competence and Educational Satisfaction in Nursing Students (고충실도 시뮬레이션을 활용한 심정지 응급간호교육이 간호 대학생의 의사소통 자기 효능감, 의사소통능력 및 교육만족도에 미치는 효과)

  • Park, Seurk
    • Journal of Convergence for Information Technology
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    • v.12 no.4
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    • pp.67-76
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    • 2022
  • The purpose of this study was to identify the effects of high fidelity simulation-based education for cardiac arrest emergency nursing applied to nursing students on communication self-efficacy, communication competence, and educational satisfaction. For this study a nonequivalent control group non-synchronized post-test design was used. Participants were 42 nursing students who attended in one university and completed the self-report questionnaire. Data were analyzed through frequency, percentage, mean, standard deviation, x2 test, and independent t-test using the SPSS 22.0 program. As a result, communication self-efficacy (t=2.87, p=.007), communication competence (t=2.96, p=.005) and educational satisfaction (t=4.75, p=<.001) were significantly higher than in the control group after high fidelity simulation-based education. High fidelity simulation-based education for cardiac arrest emergency nursing was able to improve communication self-efficacy, communication competence, and educational satisfaction for nursing students.