• Title/Summary/Keyword: 인적원인

Search Result 247, Processing Time 0.031 seconds

Analysis of disaster-accident information using artificial intelligence algorithm (인공지능 알고리즘을 활용한 재난사고정보 분석)

  • Ahn, Jaehwang;Choi, Youngje;Lee, Inhwa;Chae, Heechan;Yi, Jaeeung
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2017.05a
    • /
    • pp.106-106
    • /
    • 2017
  • 우리나라는 현재 재난의 유형을 자연재난과 사회재난으로 구분하여 관리하고 있다. 하지만 최근 재난 사고 사례를 살펴보면 단일재난으로 인한 피해보다 자연재난이 발생한 이후 사회재난으로 재난이 전파되는 복합재난의 형태가 종종 나타나고 있다. 복합재난은 단일 재난에 의한 피해(인적, 물적) 보다 크게 나타나고 복합재난의 발생원인 및 전파과정을 분석하기 어려워 이에 대한 다각적인 분석과 동시에 재난상호간의 연관성을 도출하는 연구가 필요한 시점이다. 과거 재난사고정보를 분석하는 연구는 일반적인 통계기법을 활용한 분석에 머물러 있으며 수집된 재난사고사례가 많지 않아 분석에 신뢰성을 보장할 수 없었다. 이에 본 연구에서는 복잡하게 나타나는 재난 사고를 분석하기 위하여 최근 각광받고 있는 인공지능 분석기법을 연구에 고려하였다. 본 연구의 과정은, 첫째로 재난사고정보 분석에 인공지능을 활용한 사례를 조사하고 여타 연구분야에서 적용되고 있는 인공지능 분석기술을 재난사고정보 분석에 활용할 수 있는 방안을 모색하였다. 둘째로 수집가능 한 재난사고정보를 수집하고 인공지능 모형에 적용가능 한 형태로 변환하는 과정을 수행하였다. 셋째로 변환된 재난사고정보를 대표적인 인공지능 알고리즘을 활용하여 다양한 질문(목적)에 부합하는 재난사고정보 분석모형을 구축하고자 하였다. 마지막으로 다양한 인공지능 알고리즘을 적용한 모형의 신뢰성을 비교하였으며 이를 통하여 재난사고정보 분석에 적용가능 하며 질문(목적)에 부합하는 최적 인공지능 알고리즘을 도출하고자 하였다.

  • PDF

A Study on the Efficiency of Auditing for Security Vulnerabilities in the Public Sector (공공부문 보안취약점 감사 효율화 방안에 관한 연구)

  • Kim, Hyun-seok
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.32 no.1
    • /
    • pp.109-122
    • /
    • 2022
  • The purpose of information security activities is to reduce large-scale material and human accidents that are concerned about hacking damage to important systems, such as control systems, through periodic preventive activities in addition to finding the cause and taking follow-up measures after damage caused by hacking. For this reason, although each institution is using a security work audit model in accordance with the relevant regulations, it is not easy to conduct company-wide inspection activities due to the constraints of manpower and time. Therefore, in this paper, we will analyze the major vulnerabilities of public institutions over the past 10 years and present a security audit model that can perform efficient security activities compared to the models for domestic and foreign security audits.

Analysis of Factors Behind Human Error in Fatal Construction Accidents using the m-SHEL Model (m-SHEL 모델에 의한 건설 중대 사고재해의 휴먼에러 배후 요인 분석)

  • An, Sung-Hoon
    • Journal of the Korea Institute of Building Construction
    • /
    • v.22 no.4
    • /
    • pp.415-423
    • /
    • 2022
  • As human factors are the most important cause of construction accidents, it is important to reduce human error in construction work to reduce accidents. However, the error forcing context in organizational situations acts as a factor behind human error. Therefore, fatal construction accidents were analyzed using the m-SHEL model, which can identify the factors behind human errors. Through such analysis, it was found that there are differences in the detailed factors behind human errors according to the type of fatal accidents in construction, This study is meaningful in that it confirmed through accident cases that it is important to understand and respond to organizational situations in order to reduce human error in construction work.

Analysis of Quantitative Damage Characteristics Using Drought Damage (가뭄피해를 이용한 정량적 피해특성 분석)

  • Song, Young Seok;Lee, Hyeong Jun;Park, Moo Jong
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2021.06a
    • /
    • pp.342-342
    • /
    • 2021
  • 전세계적의 지구온난화에 따른 기후변화 영향으로 기온상승, 강우증가, 해수면 상승 등에 자연재난의 발생이 증가하고 있다. 그 중 가뭄의 경우 전조증상, 발생원인, 발생기간 뿐만 아니라 대상범위나 피해범위도 불명확하다. 가뭄은 근본적으로 강우량의 부족으로 시작되며 농업, 생활, 공업 등의 전반적인 피해를 발생시킨다. 최근에는 기후변화의 영향으로 기온증가, 해수면상승, 극한호우, 메가가뭄 등 전세계적으로 다양한 자연재난이 빈번히 발생하고 있다. 가뭄은 태풍, 홍수, 지진 등의 자연재난 중에서도 가장 광범위한 피해를 유발시키는 재난이라고 할 수 있다. 미국의 National Oceanic and Atmospheric Administration에서는 20세기의 관측된 가장 심각한 자연재난 중 하나로 가뭄이 선정되었으며 최근 기후변화에 따른 기온 및 강수의 증가는 가뭄피해의 직간접적인 영향으로 피해가 급증할 것이라고 하였다. 본 연구에서는 농업·생활·공업 가뭄에 대하여 피해액과 복구액에 대한 정량적 피해특성을 산정할 수 있는 추정식을 제안하고자 한다. 농업·생활·공업 가뭄에 대한 피해액은 다양한 인자들을 고려하며 매년 변화하는 물가를 반영하여 피해액의 추정식을 제안하였다. 또한, 복구액은 가뭄피해발생으로 발생될 수 있는 농업·생활·공업의 특성에 맞는 복구인자를 구성하였으며 피해에 대한 복구뿐만 아니라 인적, 물적 자원에 대한 인자도 포함하였다. 본 연구에서 산정된 농업·생활·공업 가뭄의 피해액 추정식의 경우 정량적 검증을 위해 1965년부터 2018년까지 국내에서 발생된 가뭄피해와를 대상으로 비교 분석하였다.

  • PDF

Application and Analysis of Remote Sensing Data for Disaster Management in Korea - Focused on Managing Drought of Reservoir Based on Remote Sensing - (국가 재난 관리를 위한 원격탐사 자료 분석 및 활용 - 원격탐사기반 저수지 가뭄 관리를 중심으로 -)

  • Kim, Seongsam;Lee, Junwoo;Koo, Seul;Kim, Yongmin
    • Korean Journal of Remote Sensing
    • /
    • v.38 no.6_3
    • /
    • pp.1749-1760
    • /
    • 2022
  • In modern society, human and social damages caused by natural disasters and frequent disaster accidents have been increased year by year. Prompt access to dangerous disaster sites that are inaccessible or inaccessible using state-of-the-art Earth observation equipment such as satellites, drones, and survey robots, and timely collection and analysis of meaningful disaster information. It can play an important role in protecting people's property and life throughout the entire disaster management cycle, such as responding to disaster sites and establishing mid-to long-term recovery plans. This special issue introduces the National Disaster Management Research Institute (NDMI)'s disaster management technology that utilizes various Earth observation platforms, such as mobile survey vehicles equipped with close-range disaster site survey sensors, drones, and survey robots, as well as satellite technology, which is a tool of remote earth observation. Major research achievements include detection of damage from water disasters using Google Earth Engine, mid- and long-term time series observation, detection of reservoir water bodies using Sentinel-1 Synthetic Aperture Radar (SAR) images and artificial intelligence, analysis of resident movement patterns in case of forest fire disasters, and data analysis of disaster safety research. Efficient integrated management and utilization plan research results are summarized. In addition, research results on scientific investigation activities on the causes of disasters using drones and survey robots during the investigation of inaccessible and dangerous disaster sites were described.

A Study on tne Necessity of Using ESG to Prevent Accidents in the Chemical Industry (화학산업 사고 예방을 위한 ESG 활용 필요성 연구)

  • Cheolhee Yoon;Leesu Kim;Seungho Jung;Keun-won Lee
    • Journal of the Society of Disaster Information
    • /
    • v.19 no.4
    • /
    • pp.826-833
    • /
    • 2023
  • Purpose: We suggest the need to utilize ESG in the safety field to prevent serious industrial accidents. Method: The Serious Accident Punishment Act, a strong serious accident prevention system, was reviewed through a review of previous research. And through comparative analysis of serious accident data from the United States and Korea, the main causes of accidents in the domestic chemical industry were derived. Result: It was determined that there was a need to induce voluntary safety management by companies through ESG management along with the Serious Accident Punishment Act, which aims to prevent corporate accidents. Through statistical analysis of accident data, it was confirmed that the scale of damage and number of deaths in domestic accidents was greater than in the United States. The reason was interpreted to be that there are many accidents caused by human causes in the country. Conclusion: In order to compensate for the lack of voluntariness in corporate safety management as well as the Serious Accident Punishment Act and encourage active safety management, the proportion of 'ESG safety evaluation' must be expanded. By using ESG as an indirect social sanction, we can expect companies to voluntarily and actively manage safety and expand safety investments in the safety field.

A Study on the Analysis of Reasons for Job Change and Countermeasures among Professionals in the Ship Management Industry (선박관리산업 전문인력 이직 원인 분석 및 대책 연구)

  • Tae-Ryong Park;Do-Yeon Ha;Yul-Seong Kim
    • Journal of Navigation and Port Research
    • /
    • v.48 no.3
    • /
    • pp.146-154
    • /
    • 2024
  • The ship management industry in South Korea has been growing steadily, leading the government to implement policies to support its development in response to changing environmental conditions. These policies aim to improve the competitiveness of South Korea's ship management industry by recognizing the importance of skilled professionals in determining its success. Plans and policies have been put in place to cultivate these professionals, but ship management companies are currently facing a serious shortage of manpower. To enhance the industry's competitiveness, it is essential to attract and retain competent ship management professionals. Therefore, this study investigates the reasons for turnover among these professionals. The research results identified four factors contributing to turnover: Work Environment, Economic Compensation and Welfare Benefits, Self-Development, and Promotion and Career Advancement. Subsequent multiple regression analysis based on these factors revealed the need to strengthen economic rewards and benefits in order to reduce turnover rates among ship management professionals. This study provides foundational data for the development of stable human resource management policies for the future of the ship management industry.

Changing Aspects and Factors of Shaman's Play in Donghaeanbyeolsingut (동해안별신굿 굿놀이의 변화양상과 요인)

  • Kim, Shin-Hyo
    • (The) Research of the performance art and culture
    • /
    • no.38
    • /
    • pp.33-69
    • /
    • 2019
  • In this article, I would like to pay attention to the changesofShaman's play as a part of examining the process of changeofDonghaeanbyeolsingut. Currently, Shaman's play can be seeninBaekseok2-ri, Byeonggok-myeon, Yeongdeok-gun, Gugye-ri, Namjeong-myeon and Yeongdeok-gun. Among them, ShamanRitual of Baekseok2-ri is short in cycle and easy to see change. InShaman Ritual of Baekseok2-ri, various Shaman's plays suchasJungdodukjabi(중도둑잡이), Wonnimnori(원님놀이), Talgut(탈굿), Mallori(말놀이), Hotalgut(호탈굿) and Georigut(거리굿) areperformed. Shaman's play carried out in Donghaeanbyeolsingut changesevery time it is carried out. Depending on the degree of change, itcan be classified into passive change and positive change. Whilepassive changes are improvisational, aggressive changes areintentional. Shaman's plays are jungdodukjabi, Mallori, Hotalgut, which are the improvisational changes, and the intentional changesare Wonnimnori, Talgut, Georigut. The biggest change in Shaman's play is the disappearance of the Shaman Ritual. The Shaman Ritual is suspended due to lackofpeople, financial difficulties, religious conflicts or rational accidents. Secondly, the period of separation is shortened or shortened. Thiscauses Shaman's play to be dropped or shrunk to change. InShaman Ritual, changes in Shaman's play are variable andcreative. The change due to the intervention of the spectatorsismainly improvisation. On the other hand, the change bythepreliminary plan of the acquaintance is intentional, and the changeis large. The changing factors of Shaman's play are influenced bythedemands of the times and the recognition of the tradition group. Changes in the traditional environment can be attributed to lackofhuman resources, individualism, changes in the workingenvironment and time constraints. At the same time, givingautonomy to traffickers is a major reason for Shaman's playtochange.

Factors Associated with Patient Revenues of Hand Injured Patients (수부손상환자 진료비에 미치는 영향요인 -서울시 소재 S병원의 환례를 대상으로-)

  • Yang, Jae-Young;Suh, Won-S.
    • The Journal of the Korea Contents Association
    • /
    • v.12 no.4
    • /
    • pp.380-389
    • /
    • 2012
  • This study aims to argue fundamental issues on factors associated with revenues of hand injury patients to effectively manage hospitals specialized in hand injuries. The study employes 2,461 patients who entered S hospital from 2008 to 2010 with hand injuries. The followings are the results of the study. First, there is significant difference among occurrence of hand injuries with regard to demographics of patients. That is, it is likely to have longer average length of stay(ALOS) of male over female, of the elderly over infants and toddlers, and vice versa on average daily patient revenues. Also, compared to patients with traffic and labor insurance, patients with health insurance is likely to stay longer at lower daily cost. Fifth, demographics and incidence of hand injuries were significantly associated with average length of stay(ALOS) and average daily patient revenues. That is, male over female, age over 60 over any other age categories, patients with traffic and labor insurances over one with health insurance, cases with laceration, avulsion and bone transplantation over any other types of hand injury patients were factors significantly related to ALOS and average daily patient revenues. In sum, it is needed to focus on education and campaign to raise attentions on preventing various hand injuries. Also, managers at hospitals specialized in hand injuries should pay attention on issues such as reducing ALOS to run the organization effectively.

An Exploration of Compensation Satisfaction Determinants and Influence Analysis on Job Commitment for S&T Manpower (과학기술인력 보상 만족도 결정요인 탐색과 근속에 대한 영향 분석)

  • Jeong, Kyoung-Ja;Lee, Joo-Ryang;Lee, Young-Min
    • Journal of Technology Innovation
    • /
    • v.18 no.2
    • /
    • pp.1-32
    • /
    • 2010
  • It is well known that compensation satisfaction of employees is closely related to work attitude, job commitment, and employees'intentions to stay on the job. These known facts can also be applied to the professionals engaged in science & technology as well. Many studies have concluded that the Korea's losing competitiveness in the area of science & technology was mainly attributed to the distorted compensation system. In this vein, this paper identifies the potential determinants that affect the compensation satisfaction of S&T professionals, and to empirically examines the determinants influences on job commitment and intention to stay. This was done by acquiring data from S&T professionals currently being employed in firms, universities, and institutions. Consequently, for professionals engaged in science & technology, the compensation satisfaction was demonstrated to be largely influenced by job accomplishment, monetary compensation, and social compensation in order. In conclusion, to improve compensation system for S&T professionals, firstly, it is recommended to enhance job accomplishment by endowing more discretionary authority to conduct research. Secondly, the relatively lower-valued labor forces in S&T area will necessitate more economic support and compensation. Finally, the social compensation should be strengthened by not only ameliorating social status, but also improving labor liquidity and job security.

  • PDF