• Title/Summary/Keyword: Validation study

Search Result 4,878, Processing Time 0.034 seconds

An Evaluation Study on Artificial Intelligence Data Validation Methods and Open-source Frameworks (인공지능 데이터 품질검증 기술 및 오픈소스 프레임워크 분석 연구)

  • Yun, Changhee;Shin, Hokyung;Choo, Seung-Yeon;Kim, Jaeil
    • Journal of Korea Multimedia Society
    • /
    • v.24 no.10
    • /
    • pp.1403-1413
    • /
    • 2021
  • In this paper, we investigate automated data validation techniques for artificial intelligence training, and also disclose open-source frameworks, such as Google's TensorFlow Data Validation (TFDV), that support automated data validation in the AI model development process. We also introduce an experimental study using public data sets to demonstrate the effectiveness of the open-source data validation framework. In particular, we presents experimental results of the data validation functions for schema testing and discuss the limitations of the current open-source frameworks for semantic data. Last, we introduce the latest studies for the semantic data validation using machine learning techniques.

CROSS- VALIDATION OF LANDSLIDE SUSCEPTIBILITY MAPPING IN KOREA

  • LEE SARO
    • Proceedings of the KSRS Conference
    • /
    • 2004.10a
    • /
    • pp.291-293
    • /
    • 2004
  • The aim of this study was to cross-validate a spatial probabilistic model of landslide likelihood ratios at Boun, Janghung and Yongin, in Korea, using a Geographic Information System (GIS). Landslide locations within the study areas were identified by interpreting aerial photographs, satellite images and field surveys. Maps of the topography, soil type, forest cover, lineaments and land cover were constructed from the spatial data sets. The 14 factors that influence landslide occurrence were extracted from the database and the likelihood ratio of each factor was computed. 'Landslide susceptibility maps were drawn for these three areas using likelihood ratios derived not only from the data for that area but also using the likelihood ratios calculated from each of the other two areas (nine maps in all) as a cross-check of the validity of the method For validation and cross-validation, the results of the analyses were compared, in each study area, with actual landslide locations. The validation and cross-validation of the results showed satisfactory agreement between the susceptibility map and the existing landslide locations.

  • PDF

Implementation of dynamic start-up test experimental data as a main part of the nuclear code validation procedure: Developed RELAP5 model for VVER-1000

  • Navid Vahman;Reza Akbari
    • Nuclear Engineering and Technology
    • /
    • v.56 no.9
    • /
    • pp.3826-3834
    • /
    • 2024
  • The main purposes of start-up tests in nuclear power plants (NPPs) are to ensure safe and reliable operation, verify system functionality, comply with regulatory requirements, optimize performance, and establish a foundation for ongoing plant operation and maintenance. However, the start-up tests of NPPs also could be used as a main part of the nuclear code validation procedure for several reasons including: realistic simulation, comprehensive evaluation, detection of code limitations, validation of safety margins and confidence in code predictions. The main purpose of the current study is to define and assess the validation procedure based on actual start-up test data. In this regard, the developed RELAP5 model has been validated against the actual data of VVER-1000 plant during a dynamic start-up test. The results of this full-scale validation show a good agreement between the developed RELAP5 model results and actual plant data. Finally, by defining a step by step validation procedure, it has been recommended to use the start-up phase test data as a more robust validation process which allow for full-scale validation of the nuclear code by comparing its predictions with actual plant measurements and also other advantages which have been demonstrated in the current study.

Validation Test of DEVS Models using SPN (SPN을 이용한 DEVS 모델의 타당성 검사)

  • 정영식
    • Journal of the Korea Society for Simulation
    • /
    • v.1 no.1
    • /
    • pp.77-86
    • /
    • 1992
  • In this paper, we study validation test methods of DEVSA(Descrete Event system Specification) models using SPN(Stochastic Petri Net) models. We discuss conventional validation test methods, by which DEVS models can be transformed to SPN models, by reviewing the features of DEVS model. Based on the model transformation method, we define a new homogeneous function for validation test and suggest a new validation test method of DEVS models using the property of SPN models and the new homogeneous function.

  • PDF

A Case Study on the Validation of the Rolling Stock Requirement Statement (철도차량 요구사항서 논증 활동 사례 연구)

  • Kim Jin-Ill;Kim Jin-Hoon
    • Journal of the Korea Institute of Military Science and Technology
    • /
    • v.7 no.2 s.17
    • /
    • pp.57-64
    • /
    • 2004
  • A Requirement statement validation process is suggested which was established and applied to the rolling stock development project of the Korean Railway Research Institute. The validation process includes team organization, selection of validation criteria, development of validation template, education of team members, validation, construction of database and management of requirement change. Many defects in the specification of requirement were found to be associated with the problem of non-uniqueness, describing solution instead of problem, ambiguity and redundancy. This paper described detailed activities at each step of the validation process and lessons learned from these activities.

A study on the Preconditions of Space Program Validation of Healthcare Architecture for Application of BIM Technology (병원건축의 BIM적용을 위한 공간프로그램유효성평가의 전제조건에 관한 연구)

  • Seong, Joonho;Kim, Khilchae
    • Journal of The Korea Institute of Healthcare Architecture
    • /
    • v.19 no.2
    • /
    • pp.19-30
    • /
    • 2013
  • Purpose: The planning and design of hospital generally requires the participation and consultation of skilled experts since it has more complex space program than any other buildings. Therefore, the BIM systems for the planning of hospital have been tried continuously. The purpose of this study is to identify the precondition for space Program validation of healthcare architecture based on BIM, which is recently receiving wide attention. Method: For this study, United States, Australia and Finland's guidelines were analyzed among the description space program validation system in 14 overseas BIM Guidelines. And the propose precondition that can be applied to healthcare architecture from among these description of space program validation items, target, process etc for General building. Result: 1) spatial program validation is the following four evaluation phase. Step 1: Standard setting phase Step 2: BIM model accuracy assessment phase Step 3: space validation phase Step 4: Performance evaluation phase 2) The standards for the building elements at Standards Setting stage is considered to the standards for the architectural elements of General building. 3) Healthcare Architecture Area calculation method is considered to be reasonable that borrowing the area calculation standard of general architecture according to the UIA of international standards. However, Be proposed of measuring method that reflect the efficiency of the design process step-by-step area calculation method. The performance assessment indicators of reflect the Hospital uniqueness have to developed. And the research needs to be carried out continuously according to the purpose for healthcare architecture of feature-oriented. Implications: In this paper like to understanding that precondition of space program validation considering the BIM. As a result, understanding to condition about step of the evaluation, the evaluation standards. Is expected to keep the focus on the development of performance indicators that reflect the uniqueness of the hospital for the efficient evaluation of the Hospital building.

A Study on Crowd Evacuation Simulation Validation Method using The Safeguard Validation Data Set (SGVDS) 1 and 2 (The Safeguard Validation Data Set (SGVDS) 1과 2를 활용한 군중 대피 시뮬레이션 검증 방안에 관한 연구)

  • Seunghyun Lee;Jae Min Lee;Hyuncheol Kim
    • Journal of the Korean Society of Safety
    • /
    • v.39 no.3
    • /
    • pp.50-59
    • /
    • 2024
  • In recent years, building architecture has become increasingly complex and larger in scale to accommodate many people. In densely populated facilities, the interiors are becoming more intricate and high-rise, with narrow corridors, hallways, and stairs. This poses challenges for evacuating occupants in case of emergencies such as fires, making it crucial to assess the evacuation safety in advance. In evacuation safety research, there are significant limitations to theoretical studies owing to their association with crowd behavior and human evacuation characteristics, as well as the risks associated with experiments involving human participants. Consequently, evacuation experiments conducted using simulation-based methodologies are gaining recognition worldwide. However, crowd simulations face validation difficulties because of variations in crowd movement and evacuation characteristics across different cases and scenarios, as well as the challenge of accurately reflecting human characteristics during evacuations. In this study, we investigated validation methods for evacuation simulations using the SAFEGUARD validation data set (SGVDS) provided by the University of Greenwich, UK. The SGVDS collects data on crowd evacuations through actual evacuation tests conducted on ColorLine's large RO-PAX ferry and Royal Caribbean International's cruise ships. The accuracy of the crowd simulations can be validated by comparing SGVDS and crowd simulation results. This study will contribute to the development of highly accurate crowd simulations by verifying various crowd simulations.

A Study on Quality Management System Specification and Airworthiness Certification Application in Defense Aerospace Industry (품질경영시스템 규격 및 감항인증 적용에 관한 연구)

  • Kim, Chang-Young;An, Young-Gab
    • Journal of Korean Society for Quality Management
    • /
    • v.41 no.3
    • /
    • pp.423-432
    • /
    • 2013
  • Purpose: A Study on the application of quality management system specification to production validation and audit in military airworthiness certification. Methods: Aircraft quality management system specification for quality assurance and production validation and audit requirements were examined to verify. Also, the system for domestic and foreign production certification were investigated. Results: Production validation and audit criteria for military aircraft by applying methods suggested Aircraft Certifications Systems Evaluation Program(ACSEP). ACSEP evaluation of the items, some items were complementary and not applied. Conclusion: As a way to ensure the safety of aircraft, confirm the correction of Production validation & audit criteria and rulemaking is necessary and how to manage for Critical Safety Item(CSI) is a need to improve.

The Proposed Validation Guidelines and Their Application for Performance Verification of UV-VIS Spectrophotometer (UV-VIS 분광기기의 성능검증을 위한 밸리데이션 가이드라인의 제정 및 응용)

  • Jin, Jing-Yu;Kang, Young-Koo;Lee, Won-Jae
    • YAKHAK HOEJI
    • /
    • v.50 no.3
    • /
    • pp.154-159
    • /
    • 2006
  • For the increasing demand for the validation of analytical results, one of the important concerns of the analyst is to be assured that the instrumentation is working to qualified conditions. In this study, we have investigated and compared several validation guidelines of the performance verification of UV-VIS spectrophotometer used in pharmacopoeias of major countries and UV-VIS instrument analytical companies, and we proposed the practically useful validation guidelines of UV-VIS spectrophotometer. Based on our proposed validation guidelines of UV-VIS spectrophotometer, several UV-VIS spectrophotometers used in drug manufacturing laboratories were validated for their performances.

Development and Validation of Distributed Cognition Theory Based Instructional Strategy in Science Class Using Technology (테크놀로지 활용 과학 수업에서 분산인지 이론 기반 수업 전략의 개발 및 타당화)

  • Ja-Heon Noh;Jun-Ho Son;Jong-Hee Kim
    • Journal of the Korean Society of Earth Science Education
    • /
    • v.17 no.1
    • /
    • pp.1-19
    • /
    • 2024
  • This study is a design and development study that developed instructional strategies based on distributed cognitive theory for science classes using technology according to procedures that ensured reliability and validity. To develop instructional strategies, development study and validation study were conducted according to design and development research methodology procedures. In the development study, an initial instructional strategy was developed through prior literature review and prior expert review. In the validation study, the instructional strategy was validated using internal validation (expert validation, usability evaluation) and external validation (field application evaluation) methods, and the final instructional strategy was developed. The final instructional strategy consisted of 3 instructional principles, 9 instructional strategies, and 38 detailed guidelines. Through this study, the researcher suggested the suitability of instructional strategies for science classes using technology, the usefulness of blocks and teaching and learning processes, the possibility of using technology as a cognitive tool, the need for teachers' efforts to cultivate teaching capabilities using technology, and the needs lesson plan that takes into account conditions affecting the application of instructional strategies.