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Damage Detection and Damage Quantification of Temporary works Equipment based on Explainable Artificial Intelligence (XAI)

  • Cheolhee Lee;Taehoe Koo;Namwook Park;Nakhoon Lim
    • Journal of Internet Computing and Services
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    • v.25 no.2
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    • pp.11-19
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    • 2024
  • This paper was studied abouta technology for detecting damage to temporary works equipment used in construction sites with explainable artificial intelligence (XAI). Temporary works equipment is mostly composed of steel or aluminum, and it is reused several times due to the characters of the materials in temporary works equipment. However, it sometimes causes accidents at construction sites by using low or decreased quality of temporary works equipment because the regulation and restriction of reuse in them is not strict. Currently, safety rules such as related government laws, standards, and regulations for quality control of temporary works equipment have not been established. Additionally, the inspection results were often different according to the inspector's level of training. To overcome these limitations, a method based with AI and image processing technology was developed. In addition, it was devised by applying explainableartificial intelligence (XAI) technology so that the inspector makes more exact decision with resultsin damage detect with image analysis by the XAI which is a developed AI model for analysis of temporary works equipment. In the experiments, temporary works equipment was photographed with a 4k-quality camera, and the learned artificial intelligence model was trained with 610 labelingdata, and the accuracy was tested by analyzing the image recording data of temporary works equipment. As a result, the accuracy of damage detect by the XAI was 95.0% for the training dataset, 92.0% for the validation dataset, and 90.0% for the test dataset. This was shown aboutthe reliability of the performance of the developed artificial intelligence. It was verified for usability of explainable artificial intelligence to detect damage in temporary works equipment by the experiments. However, to improve the level of commercial software, the XAI need to be trained more by real data set and the ability to detect damage has to be kept or increased when the real data set is applied.

Study on Controllability of Artificial Intelligence and Status of Global Regulations (인공지능 통제 가능성 고찰과 글로벌 규제 현황 연구)

  • MiKyung Chang
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.2
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    • pp.447-452
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    • 2024
  • As the remarkable achievements of generative artificial intelligence technology become increasingly visible, the issue of 'controllability' in artificial intelligence is emerging as a prominent global keyword. This comes at a time when existential threats, such as the possibility of machines dominating humans, are being raised. Accordingly, this study aims to establish the groundwork for shaping a social public sphere by closely examining the concept of control, the current status, and the global landscape of artificial intelligence. It seeks to address the innovative changes anticipated in future society, with artificial intelligence technology at its core. The study aims to derive implications for preparing countermeasures against social problems and unpredictable variables that may arise from the evolution of artificial intelligence technology. It also aims to present guidelines and strategic insights for the establishment of government regulations. Furthermore, the study seeks to uncover implications for the formation of social public discourse.

An Analysis of Growth Engine Industries using the ORBIS DB

  • Kwon, Lee-Nam;Park, Jun-Hwan;Moon, Yeong-Ho;Lee, Bang-Rae
    • Asian Journal of Innovation and Policy
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    • v.5 no.3
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    • pp.275-292
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    • 2016
  • Many countries set growth engine technologies and industries for economic growth and job creation. Each country always wants to know their technological or industrial position in the world in these industries. This study aims at identifying the worldwide position of 19 growth engine industries defined in Korean government. The methods are quantitative by counting the number of startup companies in the world. The ORBIS database was used to extract the number. Therefore, this article may be the first research for the world appearance of growth engine industries and its comparison between world and G7, and between G7 countries. Also, this may be the first study using the ORBIS database on the analysis of certain technology industries. Further, we showed a method to identify world features of technology industries.

Have you Exposure to a trauma and No PTSD? Which factors help and which are not?

  • Bulathwatta, Asanka;Witruk, Evelin;Reschke, Konrad
    • The Korean Journal of Food & Health Convergence
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    • v.5 no.1
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    • pp.21-31
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    • 2019
  • Exposure to a traumatic events gives people many post traumatic conditions resulting Post Traumatic Stress Disorder (PTSD) or Post Traumatic Growth (PTG). Some of them may come up with acute Stress Disorder and some may having with grievances. But most of people overcome their traumatic condition with using their Emotional Intelligence and Resilience capacities. This article is focused on indicating basic mechanisms and resources in which can be lead to have better social rehabilitation along with the matters that can be important in trauma coping. The later part of the article appeals the concept of social work theory highlighting the psych dynamic approach which can be impact positively on psycho social rehabilitation. Traumatic experiences are really unpredictable and it can be resulted Post Traumatic Stress Disorders, Post traumatic growth in the end. But developing skills that required to overcoming trauma is facilitated by the Emotional Intelligence, Resilience, and Coping capacities that people having with. Exposure to a traumatic experience and not having a PTSD is determined by the many other factors such as social support system and government facilitation of the wellbeing afterwards the trauma. Here in this article the basic components of Emotional Intelligence, Resilience, and coping mechanisms have been considered as the major factors.

Review of Artificial Intelligence Platform Policies and Strategies in South Korea, United States, China and the European Union Using National Innovation Capacity

  • Park, Mun-Su;Chang, Soonwoo Daniel
    • International Journal of Knowledge Content Development & Technology
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    • v.12 no.3
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    • pp.79-99
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    • 2022
  • South Korea is at an important juncture in its history to decide whether to continue its investment to become a first-mover of artificial intelligence (A.I.) platform technology or stay as a fast follower. This paper compares South Korea's A.I. platform capacity to that of the United States, China and the European Union by reviewing publicly opened documents and reports on AI platform strategies and policies using the three elements of the national innovation capacity: common innovation infrastructure, cluster-specific conditions, and quality of linkages. This paper found three major areas the South Korean government can focus on in the A.I. platform industry. First, South Korea needs to increase its investment in the A.I. field and expand its public-private collaboration activities. Second, unlike the U.S. and the U.K., South Korea lacks data protection policies. Third, South Korea needs to build a high-performance system and environment to experiment with artificial intelligence technology and big data.

English-Korean speech translation corpus (EnKoST-C): Construction procedure and evaluation results

  • Jeong-Uk Bang;Joon-Gyu Maeng;Jun Park;Seung Yun;Sang-Hun Kim
    • ETRI Journal
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    • v.45 no.1
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    • pp.18-27
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    • 2023
  • We present an English-Korean speech translation corpus, named EnKoST-C. End-to-end model training for speech translation tasks often suffers from a lack of parallel data, such as speech data in the source language and equivalent text data in the target language. Most available public speech translation corpora were developed for European languages, and there is currently no public corpus for English-Korean end-to-end speech translation. Thus, we created an EnKoST-C centered on TED Talks. In this process, we enhance the sentence alignment approach using the subtitle time information and bilingual sentence embedding information. As a result, we built a 559-h English-Korean speech translation corpus. The proposed sentence alignment approach showed excellent performance of 0.96 f-measure score. We also show the baseline performance of an English-Korean speech translation model trained with EnKoST-C. The EnKoST-C is freely available on a Korean government open data hub site.

The Role of Confidence in Government in Acceptance Intention towards Artificial Intelligence (인공지능 수용의도에서 정부신뢰의 역할)

  • Hwang, SeoI;Nam, YoungJa
    • Journal of Digital Convergence
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    • v.18 no.8
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    • pp.217-224
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    • 2020
  • The purpose of this study is to discuss implications for government policy aimed at increasing public's intention to accept AI. Knowledge regarding AI and feelings regarding AI were found to influence acceptance to intention towards AI. Hierarchical regression analysis was then conducted to explore the moderation effect of confidence in government on knowledge and feelings regarding AI. Results showed that as advanced knowledge regarding AI has a positive influence on acceptance intention towards AI and negative feelings regarding AI has a negative influence on acceptance intention towards AI. Feelings regarding AI had the highest impact on acceptance intention towards AI, followed by confidence in government and knowledge regarding AI. Results also revealed that a high level of confidence in government regulations was associated with greater acceptance intention towards AI and a low level of confidence in government regulations acceptance intention towards AI was more influenced by feelings regarding AI than by knowledge regarding AI. Furthermore, religion had a significant influence on acceptance intention towards AI, which provides one insightful direction for future research.

An Empirical Study on the Influence of the Mobile Digital Divide between China Regions on the Intention to Use G2C e-Government Services (중국 지역 간의 모바일 정보격차가 G2C전자정부서비스의 이용의도에 미치는 영향에 관한 실증연구)

  • Yu, DengSheng;Zhang, YuanYuan;Lim, GyooGun
    • Journal of Information Technology Services
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    • v.19 no.6
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    • pp.15-29
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    • 2020
  • Facing the era of intelligence, the demands for changes of e-Government system appears to be rising upon the development of AI, VR, IoT and other new technologies. However, it also comes with the increasing possibility of mobile digital divide among regions, ethnicities and social classes. As the e-Government Service is only available for specific groups, the national government should proactively build an information environment to promote the convenient access and use of e-Government Service comprehensively by all the people. In the light of the sociodemographic characteristics, this study tests whether the difference is statistically significant involving the mobile digital divide between different groups with the analysis of variance, while determining the relationship between the mobile digital divide and the usage intention of e-Government Service through multiple regression analysis. The main findings of this study are as follows. First, there are differences and statistical significance between groups of different ethnicities and regions on accessibility with electronic products and networks. Second, there are obvious differences and statistical significance between groups of different ages, educational levels and ethnicities on the competency and usability of electronic products and networks. Third, the accessibility to electronic products and networks has no effect on the usage intention of e-Government Service, while the competency and usability of electronic products and networks have a strong positive impact on the usage intention of e-Government Service. The author hopes that the research findings of this paper can provide reference suggestions and opinions for bridging the digital divide among regions in China and promoting the popularization of the e-Government Service.

A Study on Big Data Information System based on Artificial Intelligence -Filmmaker and Focusing on Movie case analysis of 10 million Viewers- (인공지능 기반형 빅데이터 정보시스템에 관한 연구 -영화제작자와 천만 영화 사례분석 중심으로-)

  • Lee, Sang-Yun;Yoon, Hong-Joo
    • The Journal of the Korea institute of electronic communication sciences
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    • v.14 no.2
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    • pp.377-388
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    • 2019
  • The system proposed in this paper was suggested as a big data system that works in the age of artificial intelligence of the 4th Industrial Revolution. The proposed system can be a good example in terms of government 's development of new intelligent big data information system. For example, the proposed system may be introduced into the system of a department as a function of the integration of existing cinema ticket integration network or its networking. For this purpose, the proposed system transmits the user's profile to the film producer or other company, where it is provided as comparison data. Soon, the information is sent to the user-specific characteristic data and then the film-maker will be able to gauge the success of the three elements of the movie's performance, cinematic quality, and break-even point in real time, which are revealed through the movie review that the actual user feels, including the so-called 'new reinterpretation.

The Effect of Artificial Intelligence on Human Life by the Role of Increasing Value Added in the Industrial Sector (인공지능의 산업 분야 부가 가치 증대 역할에 따른 정책 수립 및 인간 생활에 미치는 영향)

  • Kim, Ji-Hyun;Yu, Ji-in;Jung, Ji-Won;Choi, Hun;Han, Jeong-Won
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.505-508
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    • 2022
  • Artificial intelligence itself has the value of advancing technology, and it is used in various industrial fields to enhance the added value of products and services produced in various industries. Therefore, regulations and policies related to artificial intelligence should be considered from a broader perspective. However, researchers have different understandings, and there is no agreement on how to regulate artificial intelligence. Therefore, we will examine the direction of government regulation on artificial intelligence technology in an exploratory manner. First, accountability, transparency, stability, and fairness are derived as the goals of artificial intelligence regulation, and the system itself, development process, and utilization process are set as the scope of regulation, and users and developers are subject to regulation. The academic significance of this study can be seen as analyzing the current level of artificial intelligence technology and laying the foundation for consistent discussions on artificial intelligence regulations in the future. Considering the life cycle from AI development to application, what is important is the balance of promotion policies to promote the artificial intelligence industry and regulatory policies to respond to the resulting risks. The goal of law related to artificial intelligence is to establish a system in which artificial intelligence can be accommodated in a positive direction to all participants, including developers, companies, and users.

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