• KIPS Transactions on Computer and Communication Systems
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• 제11권2호
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• pp.67-72
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• 2022

Recently, various intelligent application services using artificial intelligence are being actively developed. In particular, research on artificial intelligence-based real-time prediction services is being actively conducted in the manufacturing industry, and the demand for artificial intelligence services that can detect and predict fire and odors is very high. However, most of the existing detection and prediction systems do not predict the occurrence of fires and odors, but rather provide detection services after occurrence. This is because AI-based prediction service technology is not applied in existing systems. In addition, fire prediction, odor detection and odor level prediction services are services with ultra-low delay characteristics. Therefore, in order to provide ultra-low-latency prediction service, edge computing technology is combined with artificial intelligence models, so that faster inference results can be applied to the field faster than the cloud is being developed. Therefore, in this paper, we propose an LSTM algorithm-based learning model that can be used for fire prediction and odor detection/prediction, which are most required in the manufacturing industry. In addition, the proposed learning model is designed to be implemented in edge devices, and it is proposed to receive real-time sensor data from the IoT terminal and apply this data to the inference model to predict fire and odor conditions in real time. The proposed model evaluated the prediction accuracy of the learning model through three performance indicators, and the evaluation result showed an average performance of over 90%.

• Journal of the Korea Institute of Information and Communication Engineering
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• 제24권3호
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• pp.435-440
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• 2020

The application of the unmanned vehicles in various fields has been attracting attention, and the development of a service utilizing unmanned vehicles has been proceeding. As the service market using the unmanned vehicles rapidly increases, the demand for the development of software for performing the mission with unmanned vehicles is increasing. In particular, as the demand for unmanned vehicle utilization services for public missions such as fire detection, mail delivery, and facility management increases, the importance of developing mission software for unmanned vehicle is increasing. To develop common mission software, architecture design should be made so that unmanned vehicle service provider can easily develop software using reusable libraries or functions through analysis commonly required by various public institutions. In this paper, we discuss the research trends of mission software for public mission unmanned vehicles. In addition, the architecture design of developing formal mission software is proposed. Finally, we propose a data transfer architecture between mission software and data platform.

• The Korean Journal of Emergency Medical Services
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• 제26권1호
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• pp.21-36
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• 2022

Purpose: This descriptive research study aimed to investigate the knowledge and perception of the natural disaster medical system by relevant disaster medical response teams in Jeonnam region, and provide baseline data for a disaster education program based on analysis of priorities of educational demand. Methods: Online questionnaires were distributed to 200 research participants including paramedics from five fire stations in J province, 22 public health centers, two disaster base hospitals, ERU (Emergency Response Units), and DMAT (Disaster Medical Assistance Team). The questionnaires elicited basic information about respondents, their knowledge and perception on disaster preparation and response, cooperation system, and educational and training needs. Results: The top priority items selected were: other disasters for paramedics, first aid for the rapid response team, and command system for DMAT. Conclusion: Customized education and training programs must be developed to suit each organizational need. Detailed operational guidelines must be established and with them a unified educational curriculum should be put into practice.

• Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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• 한국조명전기설비학회 2005년도 춘계학술대회논문집
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• pp.337-341
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• 2005

Most utiltity systems are subject to frequent changes, often due to increased loads and demand to up-grade quality of service provided. Urban renewal, expressway construction and suburban growth have also caused significant changes in urban utility distribution systems. Recently, it is required that a guideline for planning of a complete system, the reasonable design and construction methods for the efficient installation common utility tunnels must be estabilished. It prompts drastic measures to guard cities and their inhabitants against the horror of massive fires in the future. Preparedness holds the key to safety.

• Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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• 한국조명전기설비학회 2004년도 춘계학술대회 논문집
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• pp.429-433
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• 2004

Most utiltity systems are subject to frequent changes, often due to increased loads and demand to up-grade quality of service provided. Urban renewal, expressway construction and suburban growth have also caused significant changes in urban utility distribution systems. Recently, it is required that a guideline for planning of a complete system, the reasonable design and construction methods for the efficient installation common utility tunnels must be estabilished. It prompts drastic measures to guard cities and their inhabitants against the horror of massive fires in the future. Preparedness holds the key to safety.

• Journal of the Korea Safety Management & Science
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• 제23권3호
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• pp.57-66
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• 2021

Along with the increase in demand for rescue services, the types of rescue services are also diversifying. Accordingly, rescue workers are exposed to various unpredictable dangerous situations, and the possibility of safety accidents is increasing, so the need for systematic management of safety accidents by rescue teams is emerging. It is necessary to present a roadmap for improving the quality of rescue services. An integrated technology roadmap tool that can be used immediately to improve structural quality was applied. The driving elements of the roadmap are composed of three elements that constitute the improvement of structural quality. It can be divided into safety management, professional competence and other (policy support) fields. This study intends to present a long-term and short-term roadmap by dividing it into safety management, professional competency, and other (policy support) fields.

• The Journal of The Korea Institute of Intelligent Transport Systems
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• 제7권3호
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• pp.82-94
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• 2008

Airport GIS is a comprehensive information system to improve security and efficiency of airport. At the initial stage to make it real, the current status of domestic and international regulations along with relevant standardization bas been reviewed. Gimpo Airport becomes a test-bed to get some ideas about how to bring the airport GIS into workflow by building service model and basic design based on current status and demand analysis of the airport. The 6 service models primarily brought into the project are as follows: (1) Local vehicles safety management in airside, (2) Intelligent traffic control between flights and vehicles at main cross points, (3) Dynamic safety management against FOD in airside and breakage on pavement, (4) Special support vehicle management such as deicing remotely controlled, (5) Response and support for fire vehicles and ambulances of signatory institutions in emergency. The upcoming research topic aims at drawing a specific design and building integrated system in the future.

• Fire Science and Engineering
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• 제29권5호
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• pp.96-103
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• 2015

This study investigates the socio-economic and clinical characteristics associated with emergency medical transport use by the elderly based on 2008~2011 Korea Health Panel data. A model of emergency medical transport use was analyzed, and the results indicate that use of 119 ambulances and private ambulances by the elderly accounted for 46.8% of all users, and 35.1% of their emergency room visits. Statistically significant factors associated with emergency medical transport use were gender (OR = 2.19, 95% CI = 1.51-3.17), relationship to household (OR = 2.19, 95% CI = 1.45-3.32), insurance type (OR = 1.41, 95% CI = 1.10-1.82), handicap (OR = 1.44, 95% CI = 1.14-1.83), reason for emergency department visits (OR = 1.53, 95% CI = 1.20-1.97), and treatment after emergency medical service completed (OR = 3.45, 95% CI = 2.80-4.25). The increased elderly population in an aging society will lead to a surge in demand for emergency patient transport services, and emergency medical services that are tailored to the elderly need to be developed accordingly.

• The Korean Journal of Emergency Medical Services
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• 제23권2호
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• pp.87-97
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• 2019

Purpose: This study aimed to compare and analyze statistical data on 119 ambulance runs and ambulance crew, which are the components of the emergency medical services system in Korea and Japan. Methods: Data from National Fire Agencies of both Korea and Japan were collected and statistically compared. Results: With regard to the ratio of 119 ambulance runs, Korea's ratio has been gradually and continuously growing beyond that of Japan (Korea 4708.11, Japan 4706.47) since 2014. The ratio of firefighting ambulances in Korea was 2.59 ($2.59{\pm}0.10$), and was 4.76 ($4.76{\pm}0.12$) in Japan. The ratio of 119 ambulance crews in Korea was 15.55 ($15.55{\pm}2.03$), and was 47.24 ($47.24{\pm}1.06$) in Japan. Among the ambulance crews, the ratio of paramedics was 33.81 ($33.81{\pm}5.85$) in Korea and was 38.86($38.86{\pm}4.10$) in Japan. Conclusion: The ratio of 119 ambulance runs in Korea has already exceeded that of Japan, but the numbers of 119 ambulance crews and paramedics qualified for special emergency treatment are still insufficient. Therefore, supply and demand policy that promotes the development of the firefighting ambulance service system is necessary.

• The Journal of the Institute of Internet, Broadcasting and Communication
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• 제19권1호
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• pp.295-304
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• 2019

This paper introduces a customized Smart Fire and Crime system for one person households. Recently, the number of one person household has skyrocketed due to the increasing number of one person household and the aging population. As a result, the demand for private security companies for one person household is increasing and smart security systems that are applied with rapidly evolving IoT and sensor technologies are also becoming a major issue. However, despite the increasing trend of one person households, the existing system focuses on multiple households, so that there are disadvantages of the one person households to operate in such a big system which operate separately. Therefore, in this paper, we design and implement a system that provides a personalized safety service for one person household that integrates a security system and a fire monitoring system. This will help prevent criminal activity in places where the police can not reach at a lower cost than using existing private companies, and help monitor the situation of the houses in real time.