• Title/Summary/Keyword: smart convergence

Search Result 3,574, Processing Time 0.03 seconds

A Study on the Impact of Speech Data Quality on Speech Recognition Models

  • Yeong-Jin Kim;Hyun-Jong Cha;Ah Reum Kang
    • Journal of the Korea Society of Computer and Information
    • /
    • v.29 no.1
    • /
    • pp.41-49
    • /
    • 2024
  • Speech recognition technology is continuously advancing and widely used in various fields. In this study, we aimed to investigate the impact of speech data quality on speech recognition models by dividing the dataset into the entire dataset and the top 70% based on Signal-to-Noise Ratio (SNR). Utilizing Seamless M4T and Google Cloud Speech-to-Text, we examined the text transformation results for each model and evaluated them using the Levenshtein Distance. Experimental results revealed that Seamless M4T scored 13.6 in models using data with high SNR, which is lower than the score of 16.6 for the entire dataset. However, Google Cloud Speech-to-Text scored 8.3 on the entire dataset, indicating lower performance than data with high SNR. This suggests that using data with high SNR during the training of a new speech recognition model can have an impact, and Levenshtein Distance can serve as a metric for evaluating speech recognition models.

Development of Methane Gas Leak Detector by Short Infrared Laser (단적외선 레이저를 이용한 메탄가스 누출 검지 장비 개발)

  • Young Sam Baek;Jung Wan Hong
    • Journal of the Korean Institute of Gas
    • /
    • v.28 no.1
    • /
    • pp.53-58
    • /
    • 2024
  • Due to the development of industry and improvement of living standards, the amount of natural gas used in the world is constantly increasing, and related industrial facilities such as power plants, storage facilities, and supply pipelines are constantly increasing. Natural gas is a convenient and clean fuel that does not pollute the environment, but in the event of an accident due to leakage, it can cause human casualties, large-scale property damage, and negative effects on the global warming effect. In addition to the severe penalties under the Severe Disaster Punishment Act, it is necessary to ensure safety. Therefore, by applying the principle of laser-based absorption spectroscopy, we developed a long-range portable methane leakage gas detection system that can detect the concentration of methane leaking from a distance of up to 30 meters and verified its effectiveness.

The Impact of Chatbot Usage on Health Changes Among the Baby Boomer Generation Women (베이비부머 세대 여성의 챗봇 활용에 따른 건강변화)

  • Kim SangMi;Choi Hui Chul;Ahn Moo Eob
    • The Journal of the Convergence on Culture Technology
    • /
    • v.10 no.2
    • /
    • pp.349-356
    • /
    • 2024
  • By 2025, South Korea is expected to enter an ultra-aged society with the elderly comprising 20.6% of the population. We measured changes in health status before and after by the use of a "Cognition-Emotion Enhancement Chatbot Integrated Product" among Baby Boomer generation women. Fifty participants, proficient in smart device usage and willing to provide data, were selected from health communities in Seoul. After excluding some applicants, 43 Baby Boomer women were analyzed. Results revealed significant differences in post-chatbot use physical activity (43.5.21 ± 1310.39 MET) and depression levels (6.84 ± 3.53). Correlation between the two variables was not statistically significant. The findings suggest specific effects of the chatbot on physical activity and depression, emphasizing the need for future research with diverse health indicators.

An Investigation of the Factors Affecting Satisfaction with Cell Broadcast Service(CBS) -Focusing on Users in Incheon- (긴급재난문자 만족도에 영향을 미치는 요인 규명 -인천광역시 서비스 대상자를 중심으로-)

  • Park, Keon-Oh;Park, Jae-Young
    • Journal of Environmental Science International
    • /
    • v.33 no.3
    • /
    • pp.193-203
    • /
    • 2024
  • This study aims to determine the factors affecting the level of satisfaction with the Cell Broadcast Service (CBS) among citizens in Incheon. Partial least squares (PLS) regression, instead of multiple regression, was used for the analysis because it can solve multicollinearity and sample size issues. The analysis results are as follows: The factor with the greatest effect on satisfaction with CBS among Incheon citizens, was the elimination of redundancies (VIP=1.185). Therefore, local governments, government agencies, and public organizations must coordinate their ideas and collectively create guidelines to eliminate redundancies. The second most influential factor was the expansion in the broadcast medium from legal, institutional, and policy aspects (VIP=1.087). This is because differences in generation, age, gender, and personal characteristics were not considered. Therefore, it is necessary to devise a customized messaging tool through the expansion of broadcast media. The broadcast criteria of the legal, institutional, and policy perspectives comprised the third most influential factor, with a high VIP value of 1.053. Consequently, it is essential to devise a plan to avoid distributing unnecessary cell broadcast services, by establishing criteria for areas and sections, time, and the direct and indirect impact zones of a disaster. In the future, this study could be used as base data to develop policies, guidelines, and response measures for Incheon CBS. Given the lack of research on the diverse characteristics of each social class and the city traits of each region, and a lack of concrete empirical research on each factor, continuous and in-depth studies are required in the future.

Research on Secure Keypads for Mobile Devices with Stretchable Displays (스트레처블 디스플레이가 적용된 모바일 기기의 보안 키패드 연구)

  • Dongmin Choi
    • The Journal of the Convergence on Culture Technology
    • /
    • v.10 no.3
    • /
    • pp.885-890
    • /
    • 2024
  • This study proposes a secure keypad structure that can adapt to screen changes in mobile devices equipped with stretchable display. For this purpose, we compared and analyzed the authentication methods applied to current rigid form factor smartphones with those applied to rollable and bendable display based smartphones, which are the previous stages of stretchable display. Based on the results of this analysis, we identified potential user convenience and security safety issues that may arise in the form factor structure for smart wallets, multitasking, screen expansion and media viewing, and gaming and entertainment applications where stretchable displays will be applied, then proposed a security keypad structure for these form factors. Our keypad structure provides enhanced user convenience and security compared to the structures applied in the smartphone environment based on the conventional rigid display form factor and rollable, bendable display form factor.

Blockchain based SDN multicontroller framework for Secure Sat_IoT networks (안전한 위성-IoT 네트워크를 위한 블록체인 기반 SDN 분산 컨트롤러 구현)

  • June Beom Park;Jong Sou Park
    • The Journal of Bigdata
    • /
    • v.8 no.2
    • /
    • pp.141-148
    • /
    • 2023
  • Recent advancements in the integration of satellite technology and the Internet of Things (IoT) have led to the development of a sophisticated network ecosystem, capable of generating and utilizing vast amounts of big data across various sectors. However, this integrated network faces significant security challenges, primarily due to constraints like limited latency, low power requirements, and the incorporation of diverse heterogeneous devices. Addressing these security concerns, this paper explores the construction of a satellite-IoT network through the application of Software Defined Networking (SDN). While SDN offers numerous benefits, it also inherits certain inherent security vulnerabilities. To mitigate these issues, we propose a novel approach that incorporates blockchain technology within the SDN framework. This blockchain-based SDN environment enhances security through a distributed controller system, which also facilitates the authentication of IoT terminals and nodes. Our paper details the implementation plan for this system and discusses its validation through a series of tests. Looking forward, we aim to expand our research to include the convergence of artificial intelligence with satellite-IoT devices, exploring new avenues for leveraging the potential of big data in this context.

Case analysis study on classes using Digital Contents for students with Physical Disabilities (지체장애학생을 위한 디지털 콘텐츠 활용 수업 사례분석 연구)

  • Janghyun Lim
    • The Journal of the Convergence on Culture Technology
    • /
    • v.10 no.4
    • /
    • pp.65-70
    • /
    • 2024
  • As various digital educational contents for students with disabilities are spreading, a teaching support system for smart education and a utilization plan that takes into account the characteristics of each type of disability must be established. Accordingly, this study analyzed classes using digital content focusing on the case of a special school for the physically disabled and proposed ways to apply the teaching and learning content to the field and improve the support system. Class cases at a special school in Seoul were purposively sampled and analyzed using class video data, class reflection sheets, and in-depth interviews with teachers. Based on the case analysis results, a plan was presented to effectively utilize digital content in special education settings by reflecting the characteristics of students with physical disabilities. A follow-up study was proposed based on the results of this study.

Assessing the Dyeing Properties of Bacterial Cellulose Using Plant-based Natural Dyes (식물성 천연염료에 의한 박테리아 셀룰로오스 섬유소재의 염색 특성)

  • Juneyoung Minn;Hyunjin Kim;Hye Rim Kim
    • Journal of the Korean Society of Clothing and Textiles
    • /
    • v.48 no.4
    • /
    • pp.707-728
    • /
    • 2024
  • This study aimed to assess the colorizing properties of bacterial cellulose (BC) using plant-based dyes, namely spinach, beet, and banana peel, and determine the dyeing conditions of each dye based on color strength (K/S) values. Tannic acid and walnut shell powder were utilized as bio-mordants, and their effects on the dyeability of BC were compared to metallic mordants. Additionally, the type of mordant and the mordanting method were assessed according to their rubbing fastness and dry-cleaning fastness. The K/S values of the colorized and mordanted BCs were also compared to examine their mordanting conditions. Finally, the mordanting conditions for spinach, beet, and banana peel dyeing were selected as post-mordanting with tannic acid, meta-mordanting with tannic acid, and post-mordanting with walnut shell powder, respectively. Based on the results, the selected mordanting conditions improved both rubbing fastness and dry-cleaning fastness of BCs to grade 5, and the light fastness achieved grade 4-5. The tensile strength and flexibility of the dyed BCs were also enhanced and comparable to that of untreated cowhide leather.

Economic Analysis of Upland Crop Irrigation Between Individual and Collective Well Water Supply (밭 공간분포와 개별·집단관정 이용을 고려한 밭용수 공급 경제성 분석)

  • JANG, Seongju;PARK, Jinseok;SHIN, Hyung-Jin;KIM, Hyungjoon;HONG, Rokgi;SONG, Inhong
    • Journal of the Korean Association of Geographic Information Studies
    • /
    • v.23 no.3
    • /
    • pp.192-207
    • /
    • 2020
  • Profitability of upland crops is better than paddy crops and proportion of upland is increasing. However, there is a lack of infrastructures for upland irrigation. The object of this study were to develop water supply scenarios using individual and collective agricultural wells to evaluate economic feasibility to consider geographical analysis of upland farms and water supply facilities. Cheongyang, Dangjin, Yesan, and Goesan were selected as study areas where four different crops of red pepper, chinese cabbage, apple, and bean, respectively, were mainly produced in Chungcheong province. As a result, B/C ratio was estimated as 1.49, 1.36, 1.90, and 0.71 in using individual wells scenario, and 1.45, 1.20, 1.91, and 0.65 in using collective wells scenario for red pepper, chinese cabbage, apple, and bean. It turned out that change of price effected on economic feasibility a lot for crops with low production income. As a result of evaluating economic feasibility by number of plots for developing collective well, there was no effect of economy of scale for red pepper and chinese cabbage. In case of collectivizating more than 20 upland plots, effect of economy of scale appeared for apple and bean. In conclusion, development of water using high value crops including red pepper and apple, and effect of collective well requires additory analysis of .spatial distribution of farms.

The Method of Multi-screen Service using Scene Composition Technology based on HTML5 (HTML5 기반 장면구성 기술을 통한 멀티스크린 서비스 제공 방법)

  • Jo, Minwoo;Kim, Kyuheon
    • Journal of Broadcast Engineering
    • /
    • v.18 no.6
    • /
    • pp.895-910
    • /
    • 2013
  • Multi-screen service is a service that consumes more than one media in a number of terminals simultaneously or discriminately. This multi-screen service has become useful due to distribute of smart TV and terminals. Also, in case of hybrid broadcasting environment that is convergence of broadcasting and communication environment, it is able to provide various user experience through contents consumed by multiple screens. In hybrid broadcasting environment, scene composition technology can be used as an element technology for multi-screen service. Using scene composition technology, multiple media can be consumed complexly through the specified presentation time and space. Thus, multi-screen service based on the scene composition technology can provide spatial and temporal control and consumption of multiple media by linkage between the terminals. However, existing scene composition technologies are not able to use easily in hybrid broadcasting because of applicable environmental constraints, the difficulty in applying the various terminal and complexity. For this problems, HTML5 can be considered. HTML5 is expected to be applied in various smart terminals commonly, and provides consumption of diverse media. So, in this paper, it proposes the scene composition and multi-screen service technology based on HTML5 that is expected be used in various smart terminals providing hybrid broadcasting environment. For this, it includes the introduction in terms of HTML5 and multi-screen service, the method of providing information related with scene composition and multi-screen service through the extention of elements and attributes in HTML5, media signaling between terminals and the method of synchronization. In addition, the proposed scene composition and multi-screen service technology based on HTML5 was verified through the implementation and experiment.