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Bong‐Jin Yum

Korea Advanced Institute of Science and Technology · 工学

研究室紹介

Professor Bong-Jin Yum's research lab specializes in reliability engineering and statistical quality control, with a strong focus on accelerated testing methodologies for product life prediction. The lab develops statistically optimal and compromise designs for accelerated degradation and life tests under various stochastic models, including Wiener processes and Weibull distributions, under Type-I censoring and intermittent or periodic inspection schemes. Key research directions include minimizing the asymptotic variance of lifetime quantile estimators at use conditions, validating stress-parameter relationships, and constructing robust sampling plans under uncertainty in acceleration factors. The lab also contributes significantly to process capability analysis and applications in supplier selection, tolerance design, and acceptance sampling.

accelerated degradation testingreliability engineeringstatistical quality controllifetime distributioncensoring schemes

Research Overview

Papers
101
Total Citations
1,553
Papers (5y)
9
Primary Field
工学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
9total
2013
2014
2015
2016
2023
Citations per year (5y)
136total
20132014201520162023

Selected Papers

15
1
Article|170 citations·2010
Optimal design of accelerated degradation tests based on Wiener process models
H.S. Lim, Bong‐Jin Yum
SJR Q2Journal of Applied Statistics

Optimal accelerated degradation test (ADT) plans are developed assuming that the constant-stress loading method is employed and the degradation characteristic follows a Wiener process. Unlike the previous works on planning ADTs based on stochastic process models, this article determines the test stress levels and the proportion of test units allocated to each stress level such that the asymptotic variance of the maximum-likelihood estimator of the qth quantile of the lifetime distribution at the

Safety, Risk, Reliability and QualityEngineering
2
Article|152 citations·2010
A bibliography of the literature on process capability indices: 2000–2009
Bong‐Jin Yum, Kwan‐Woo Kim
SJR Q2Quality and Reliability Engineering International

Abstract This paper contains a bibliography of approximately 530 journal papers and books on process capability indices for the period 2000–2009. The related literature is classified into four major categories, namely, books, review/overview papers, theory‐ and method‐related papers, and special applications. Theory‐ and method‐related papers are further classified into univariate and multivariate cases, and special applications include acceptance sampling plans, supplier selection, and toleranc

Statistics, Probability and UncertaintyDecision Sciences
3
Article|127 citations·2004
Development of a recommender system based on navigational and behavioral patterns of customers in e-commerce sites
Yong Soo Kim, Bong‐Jin Yum, Junehwa Song, Su Myeon Kim
SJR Q1Expert Systems with Applications
Information SystemsComputer Science
4
Article|95 citations·2005
Collaborative filtering based on iterative principal component analysis
Dong‐Hyun Kim, Bong‐Jin Yum
SJR Q1Expert Systems with Applications
Information SystemsComputer Science
5
Article|79 citations·2008
Selection between Weibull and lognormal distributions: A comparative simulation study
Jin Seon Kim, Bong‐Jin Yum
SJR Q1Computational Statistics & Data Analysis
Statistics and ProbabilityMathematics
6
Article|48 citations·2004
Robust design of multilayer feedforward neural networks: an experimental approach
Young-Sang Kim, Bong‐Jin Yum
SJR Q1Engineering Applications of Artificial Intelligence
Artificial IntelligenceComputer Science
7
Article|34 citations·2009
Life test sampling plans for Weibull distributed lifetimes under accelerated hybrid censoring
Min Gyu Kim, Bong‐Jin Yum
SJR Q2Statistical Papers
Statistics and ProbabilityMathematics
8
Article|32 citations·2016
Optimal design of step-stress accelerated degradation tests based on the Wiener degradation process
Si-Il Sung, Bong‐Jin Yum
SJR Q1Quality Technology & Quantitative Management

Statistically optimal and compromise step-stress accelerated degradation test (ADT) plans are developed under the assumption that the degradation characteristic follows a Wiener process. Compromise plans are provided for the case where the experimenter wants to check the validity of the assumed stress-parameter relationship. Two and three step-stress levels are respectively considered in the statistically optimal and compromise ADT plans. For both types of plans, step-stress level(s) and stress

Safety, Risk, Reliability and QualityEngineering
9
Article|30 citations·2010
Artificial neural network based approach for dynamic parameter design
Jae-Ryung Jung, Bong‐Jin Yum
SJR Q1Expert Systems with Applications
Management Science and Operations ResearchDecision Sciences
10
Article|26 citations·1991
Accelerated life test plans under intermittent inspection and type-I censoring: The case of weibull failure distribution
Sun-Keun Seo, Bong‐Jin Yum
SJR Q1Naval Research Logistics (NRL)

For the case where the lifetime at a stress level has a Weibull distribution, statistically optimal and practical accelerated life test plans are developed under the assumptions of intermittent inspection and Type-I censoring. For a statistically optimal plan the low stress level, the proportion of test units allocated, and the inspection times are determined such that the asymptotic variance of the maximum-likelihood estimator of a certain quantile at the use condition is minimized. Although th

Statistics and ProbabilityMathematics
11
Article|25 citations·1989
Optimal design of accelerated life tests under periodic inspection
Bong‐Jin Yum, Seung‐Cheol Choi
SJR Q1Naval Research Logistics (NRL)

For the exponentially distributed lifetimes, optimal accelerated life test plans are determined under the assumptions of periodic inspection and Type I censoring. Computational results indicate that for the range of parameter values considered the asymptotic variance of the estimated mean or pth quantile at the use stress is not sensitive to the number of inspections at overstress levels. Senstivity analyses are also conducted to see how senstive the asymptotic variance of the estimated mean is

Statistics, Probability and UncertaintyDecision Sciences
12
Article|24 citations·2008
Reliability acceptance sampling plans for the Weibull distribution under accelerated Type-I censoring
Min Gyu Kim, Bong‐Jin Yum
SJR Q2Journal of Applied Statistics

Type-I censored reliability acceptance sampling plans (RASPs) are developed for the Weibull lifetime distribution with unknown shape and scale parameters such that the producer and consumer risks are satisfied. It is assumed that the life test is conducted at an accelerated condition for which the acceleration factor (AF) is known, and each item is continuously monitored for failure. Sensitivity analyses are also conducted to assess the effect of the uncertainty in the assumed AF on the actual p

Statistics and ProbabilityMathematics
13
Article|23 citations·1990
Development of life-test sampling plans for exponential distributions based on accelerated life testing
Bong‐Jin Yum, Sunho Kim
SJR Q3Communication in Statistics- Theory and Methods

Abstract This paper presents a procedure for developing life-test sampling plans for exponential distributions based upon accelerated life testing(ALT). Type II censoring is assumed at each overstress level. The derived test statistic is shown to be a quotient of two independent random variables, each of which is a rational power of a Chi-square random variable. The distribution of the test statistic is characterized by the H-function, which can be numerically evaluated to obtain desired samplin

Statistics and ProbabilityMathematics
14
Article|20 citations·1991
On parameter design optimization procedures
Bong‐Jin Yum, Sun‐Woo Ko
SJR Q2Quality and Reliability Engineering International

Abstract The Taguchi idea of parameter design has received considerable attention from statisticians and engineers. However, it is only recently that some of the underlying principles of his ideas have been clarified and other alternative procedures have been proposed. This paper reviews the currently available procedures for parameter design in terms of minimizing expected loss. Advantages and disadvantages of each procedure are discussed for the three types of performance characteristics, and

Management Science and Operations ResearchDecision Sciences
15
Article|18 citations·2023
A bibliography of the literature on process capability indices (PCIs): 2010–2021, Part I: Books, review/overview papers, and univariate PCI‐related papers
Bong‐Jin Yum
SJR Q2Quality and Reliability Engineering InternationalOA

Abstract This is the author's second bibliography on process capability indices (PCIs) and contains approximately 1080 journal papers and books for the period 2010–2021. The related literature is classified into six major categories, namely, books, review/overview papers, theory‐ and method‐related papers, special applications, software packages, and papers omitted in the author's previous bibliography. Theory‐ and method‐related papers are further classified into univariate, multivariate, and f

Statistics, Probability and UncertaintyDecision Sciences

Research Areas

Statistics and ProbabilityManagement Science and Operations ResearchIndustrial and Manufacturing EngineeringSafety, Risk, Reliability and QualityStatistics, Probability and UncertaintyInformation Systems

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