• 제목/요약/키워드: smart smoke sensors

검색결과 10건 처리시간 0.018초

An optimized deployment strategy of smart smoke sensors in a large space

  • Liu, Pingshan;Fang, Junli;Huang, Hongjun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권11호
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    • pp.3544-3564
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    • 2022
  • With the development of the NB-IoT (Narrow band Internet of Things) and smart cities, coupled with the emergence of smart smoke sensors, new requirements and issues have been introduced to study on the deployment of sensors in large spaces. Previous research mainly focuses on the optimization of wireless sensors in some monitoring environments, including three-dimensional terrain or underwater space. There are relatively few studies on the optimization deployment problem of smart smoke sensors, and leaving large spaces with obstacles such as libraries out of consideration. This paper mainly studies the deployment issue of smart smoke sensors in large spaces by considering the fire probability of fire areas and the obstacles in a monitoring area. To cope with the problems of coverage blind areas and coverage redundancy when sensors are deployed randomly in large spaces, we proposed an optimized deployment strategy of smart smoke sensors based on the PSO (Particle Swarm Optimization) algorithm. The deployment problem is transformed into a multi-objective optimization problem with many constraints of fire probability and barriers, while minimizing the deployment cost and maximizing the coverage accuracy. In this regard, we describe the structure model in large space and a coverage model firstly, then a mathematical model containing two objective functions is established. Finally, a deployment strategy based on PSO algorithm is designed, and the performance of the deployment strategy is verified by a number of simulation experiments. The obtained experimental and numerical results demonstrates that our proposed strategy can obtain better performance than uniform deployment strategies in terms of all the objectives concerned, further demonstrates the effectiveness of our strategy. Additionally, the strategy we proposed also provides theoretical guidance and a practical basis for fire emergency management and other departments to better deploy smart smoke sensors in a large space.

디지털 트윈 & IoT Sensing 융합 기반 전통시장 화재 모니터링 시스템 (Fire Monitoring System for Traditional Markets based on Digital Twin-IoT Sensing)

  • 홍정택;이규협;송진우;이서준;장영희;권순욱
    • 한국산업융합학회 논문집
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    • 제26권6_3호
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    • pp.1251-1258
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    • 2023
  • Traditional markets are infrastructure with facilities and characteristics of very high population density. Recently, arcades have been installed through traditional market modernization policies, and aging infrastructure has been repaired. However, gas and electrical facilities of traditional markets cannot be easily replaced because of its high density. And because regular inspections are not conducted, management of facilities is on very poor condition. In addition, when a fire occurs in a traditional market, the fire easily spreads to nearby stores and is likely to spread to a large fire because of a lot of highly flammable substances. Smoke detectors and heat detectors are installed in most traditional markets to monitor fires, but malfunctions are frequent due to the nature of smoke detectors and heat detectors, and network facilities are not properly maintained. Therefore, in this study, gas detection sensors and flame detectors are additionally installed in Gwangmyeong Traditional Market, and a digital twin-based traditional market fire monitoring system is implemented in conjunction with existing sensors in the market's 3D model. With this digital twin based fire monitoring system, we can reduce the malfunctions of fire detect sensors, and can easily guide the evacuation route.

LSTM-based Early Fire Detection System using Small Amount Data

  • Seonhwa Kim;Kwangjae Lee
    • 반도체디스플레이기술학회지
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    • 제23권1호
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    • pp.110-116
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    • 2024
  • Despite the continuous advancement of science and technology, fire accidents continue to occur without decreasing over time, so there is a constant need for a system that can accurately detect fires at an early stage. However, because most existing fire detection systems detect fire in the early stage of combustion when smoke is generated, rapid fire prevention actions may be delayed. Therefore we propose an early fire detection system that can perform early fire detection at a reasonable cost using LSTM, a deep learning model based on multi-gas sensors with high selectivity in the early stage of decomposition rather than the smoke generation stage. This system combines multiple gas sensors to achieve faster detection speeds than traditional sensors. In addition, through window sliding techniques and model light-weighting, the false alarm rate is low while maintaining the same high accuracy as existing deep learning. This shows that the proposed fire early detection system is a meaningful research in the disaster and engineering fields.

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IoT Enabled Smart Emergency LED Exit Sign controller Design using Arduino

  • Jung, Joonseok;Kwon, Jongman;Mfitumukiza, Joseph;Jung, Soonho;Lee, Minwoo;Cha, Jaesang
    • International journal of advanced smart convergence
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    • 제6권1호
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    • pp.76-81
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    • 2017
  • This paper presents a low cost and flexible IoT enabled smart LED controller using Arduino that is used for emergency exit signs. The Internet of Things (IoT) is become a global network that put together physical objects using network communications for the purpose of inter-communication of devices, access information on internet, interaction with users as well as permanent connected environment. A crucial point in this paper, is underlined on the potential key points of applying the Arduino platform as low cost, easy to use microcontroller with combination of various sensors applied in IoT technology to facilitate and establishment of intelligent products. To demonstrate the feasibility and effectiveness of the system, devices such as LED strip, combination of various sensors, Arduino, power plug and ZigBee module have been integrated to setup smart emergency exit sign system. The general concept of the proposed system design discussed in this paper is all about the combination of various sensor such as smoke detector sensor, humidity, temperature sensor, glass break sensors as well as camera sensor that are connected to the main controller (Arduino) for the purpose of communicating with LED exit signs displayer and dedicated PC monitors from integrated system monitoring (controller room) through gateway devices using Zig bee module. A critical appraisal of the approach in the area concludes the paper.

스마트 홈 가스안전관리 시스템 개발 및 현장시험 (Development and Field Test of a Smart-home Gas Safety Management System)

  • 박규태;김은정;김인찬;김희식
    • 한국가스학회지
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    • 제16권6호
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    • pp.128-135
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    • 2012
  • 본 논문에서는 가스안전에 적합한 무선 ZigBee통신모듈과 스마트 홈 가스안전기기 및 관리시스템 개발하여 가스안전관리의 효율을 향상시키는 시스템과 시나리오를 제안하였다. 제안한 시스템은 마이컴가스미터, 자동식소화기, 감지기 및 월패드로 구성된다. 마이컴미터는 가스압력, 가스유량, 지진을 모니터링한다. 자동식소화기는 가연성 가스의 누출상태, $100^{\circ}C$(차단)와 $139^{\circ}C$(화재)의 온도를 측정하며, 감지기는 연기와 일산화탄소(CO)를 검지한다. 제안한 시스템에서 가스사용중 이상상태발생시 마이컴가스미터는 경보와 함께 내부밸브를 차단시키고, 자동식소화기는 중간가스밸브를 차단하거나 소화약재를 분사시킨다. 감지기는 연기와 CO를 감지할 경우 각각 신호를 발생시켜 후속조치를 취하게 한다. 가스안전기기와 센서들은 자동적으로 조치를 취하고 그 정보를 월패드로 전달한다. 월패드는 실시간 상황정보를 서버에게 전달하고 사용자는 웹이나 모바일 앱을 통하여 서버에 접속하여 가스의 상황정보를 확인하거나 관리할 수 있다. 본 연구에서는 스마트기반 가스안전 및 위험관리의 시나리오를 고안하고 현장적용시험을 통하여 그 효율성을 증명하였다.

무선통신을 이용한 스마트 화재감지 시스템에 관한 연구 (A Study on the Smart Fire Detection System using the Wireless Communication)

  • 정병찬;나원식
    • 중소기업융합학회논문지
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    • 제6권3호
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    • pp.37-41
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    • 2016
  • 본 논문에서는 무선통신(Wi-Fi)을 이용하여 화재 발생을 다수의 사람들에게 알릴 수 있는 시스템을 제안한다. 이 시스템은 아두이노를 기반으로 연기 불꽃 온도센서로 화재 발생을 감지하고, 감지된 데이터를 무선통신을 이용해 서버로 전송한다. 서버에 있는 데이터를 이용하여 단말기와 화재가 발생한 감지기를 통해 화재 상황을 받는다. 그리고 화재 위치 데이터가 포함되어 신고가 가능하다. 이 시스템에서 단말기 어플리케이션의 푸시 기능으로 감지기로부터 화재 알림을 받아 볼 수 있었고, 감지기 연동 및 SMS 신고를 확인하였다. 이 결과를 바탕으로 인터넷을 이용해 화재와 같은 긴급한 정보를 단말기로 사람들에게 전달할 수 있는 시스템이 실제로 활용 가능함을 확인할 수 있었다.

Implementation of Multiple Sensor Data Fusion Algorithm for Fire Detection System

  • Park, Jung Kyu;Nam, Kihun
    • 한국컴퓨터정보학회논문지
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    • 제25권7호
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    • pp.9-16
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    • 2020
  • 본 연구에서는 다중 센서를 사용하여 화재 감지를 수행하는 알고리즘을 제안하고 시스템을 구현하였다. 제안하는 알고리즘은 다중 센서의 데이터를 기반으로 규칙을 적용하여 화재를 판정한다. 화재 발생은 약 3~5분의 시간이 걸리며 이 시간은 화재 감지의 최적 시간이다. 이는 잠재적 화재 발생을 적시에 식별하는 것이 화재 관리에 중요하다는 것을 의미한다. 국내의 경우 화재 국가 법령에 따라 대부분 건물에 화재경보기 설비를 장착하고 있다. 그러나 현재 사용하는 화재 감지 장치는 연기나 열을 감지하는 하나의 센서에 의존하기 때문에 허위 경보에 매우 취약하다. 최근에는 IoT의 기술 발달로 화재 감지기에 여러 개의 센서를 통합할 수 있다. 또한, 화재 감지기는 다른 물체와 통신을 할 수 있으며 프로그램된 작업을 수행할 수 있는 스마트 기술이 개발되었다. 제작된 프로토타입은 10건의 실제 실험을 기준으로 90%의 성공률과 10%의 거짓 경보율을 기록했다.

Life-Road : 증강현실과 비콘을 사용하는 긴급대피용 애플리케이션 개발 (Life-Road : Development of an Emergency Evacuation Application using Augmented Reality and Beacon)

  • 조면균
    • 디지털정책학회지
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    • 제2권4호
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    • pp.11-15
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    • 2023
  • 최근 사람이 많이 모이는 극장에서 갑자기 화재가 나서, 대피로를 찾지 못한 많은 사람들이 뒤엉켜 다치고 연기를 마시어 질식하는 등 대형 화재 사고가 있었다. 젊은 사람이 대부분인 상황에도 대피하지 못하였는데 만약 노약자였다면 더 큰 인명피해로 이어질 수 있었다. 특히 실내의 경우는 GPS로부터 정확한 위치정보를 전달받기 어렵기 때문에 비콘을 이용한 위치기반서비스와 직관적으로 스마트폰을 이용하여 증강현실로 대피로를 보여주는 긴급대피 시스템이 절실하게 필요하게 되었다. 본 논문에서는 비콘(Beacon)과 화재센서(IoT) 이용한 화재위치 및 대피로 경로 파악을 바탕으로 하여 증강현실 기반의 긴급대피용 스마트폰 앱을 개발하였다. 향후 제안 시스템이 사람이 밀집되는 실내공간에 적용된다면 갑작스런 화재사고에서도 신속한 대피가 가능하여 인명피해를 최소화 할 수 있을 것이다.

S-FDS : 퍼지로직과 딥러닝 통합 기반의 스마트 화재감지 시스템 (S-FDS : a Smart Fire Detection System based on the Integration of Fuzzy Logic and Deep Learning)

  • 장준영;이강운;김영진;김원태
    • 전자공학회논문지
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    • 제54권4호
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    • pp.50-58
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    • 2017
  • 최근 들어, 효과적인 화재감지를 위해 이종 화재센서 데이터들을 융합하는 방안들이 제안되었으나, 룰 기반의 방법의 경우 적응성과 정밀도가 낮고, 퍼지추론의 경우 영상에 대한 고려 미흡으로 검출 속도와 정밀도가 떨어지는 등의 문제점들이 있다. 더불어 영상기반 딥러닝 기술들도 제안되었으나, 실제 상황에서 카메라가 없거나 카메라 영역 밖의 화재 발생에 대한 신속한 탐지가 어렵다. 이에 본 논문에서는 CNN 기반의 딥러닝 알고리즘과 온도 습도 가스 연기를 포함하는 이종 화재센서 데이터기반의 퍼지추론엔진을 결합시킨 새로운 방식의 화재 감지 시스템을 제안한다. 이로써 영상 데이터를 활용한 신속한 화재 감지와 이종 센서 데이터들을 이용한 신뢰성 있는 화재 감지가 가능해짐을 보인다. 또한, 대규모 시스템에서 컴퓨팅 파워의 지나친 서버 집중을 방지하기 위해 화재 인식 알고리즘에 분산 컴퓨팅 구조를 채택하여 확장성을 높인다. 마지막으로, NIST 화재 동역학 시뮬레이터를 이용한 화재 시뮬레이션 데이터와 화재영상을 활용하여 화재가 점진적으로 번지는 환경과 급작스럽게 폭발이 발생하는 환경에서 실험을 수행함으로써 시스템의 성능을 검증한다.

Wearable Computers

  • Cho, Gil-Soo;Barfield, Woodrow;Baird, Kevin
    • 섬유기술과 산업
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    • 제2권4호
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    • pp.490-508
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    • 1998
  • One of the latest fields of research in the area of output devices is tactual display devices [13,31]. These tactual or haptic devices allow the user to receive haptic feedback output from a variety of sources. This allows the user to actually feel virtual objects and manipulate them by touch. This is an emerging technology and will be instrumental in enhancing the realism of wearable augmented environments for certain applications. Tactual displays have previously been used for scientific visualization in virtual environments by chemists and engineers to improve perception and understanding of force fields and of world models populated with the impenetrable. In addition to tactual displays, the use of wearable audio displays that allow sound to be spatialized are being developed. With wearable computers, designers will soon be able to pair spatialized sound to virtual representations of objects when appropriate to make the wearable computer experience even more realistic to the user. Furthermore, as the number and complexity of wearable computing applications continues to grow, there will be increasing needs for systems that are faster, lighter, and have higher resolution displays. Better networking technology will also need to be developed to allow all users of wearable computers to have high bandwidth connections for real time information gathering and collaboration. In addition to the technology advances that make users need to wear computers in everyday life, there is also the desire to have users want to wear their computers. In order to do this, wearable computing needs to be unobtrusive and socially acceptable. By making wearables smaller and lighter, or actually embedding them in clothing, users can conceal them easily and wear them comfortably. The military is currently working on the development of the Personal Information Carrier (PIC) or digital dog tag. The PIC is a small electronic storage device containing medical information about the wearer. While old military dog tags contained only 5 lines of information, the digital tags may contain volumes of multi-media information including medical history, X-rays, and cardiograms. Using hand held devices in the field, medics would be able to call this information up in real time for better treatment. A fully functional transmittable device is still years off, but this technology once developed in the military, could be adapted tp civilian users and provide ant information, medical or otherwise, in a portable, not obstructive, and fashionable way. Another future device that could increase safety and well being of its users is the nose on-a-chip developed by the Oak Ridge National Lab in Tennessee. This tiny digital silicon chip about the size of a dime, is capable of 'smelling' natural gas leaks in stoves, heaters, and other appliances. It can also detect dangerous levels of carbon monoxide. This device can also be configured to notify the fire department when a leak is detected. This nose chip should be commercially available within 2 years, and is inexpensive, requires low power, and is very sensitive. Along with gas detection capabilities, this device may someday also be configured to detect smoke and other harmful gases. By embedding this chip into workers uniforms, name tags, etc., this could be a lifesaving computational accessory. In addition to the future safety technology soon to be available as accessories are devices that are for entertainment and security. The LCI computer group is developing a Smartpen, that electronically verifies a user's signature. With the increase in credit card use and the rise in forgeries, is the need for commercial industries to constantly verify signatures. This Smartpen writes like a normal pen but uses sensors to detect the motion of the pen as the user signs their name to authenticate the signature. This computational accessory should be available in 1999, and would bring increased peace of mind to consumers and vendors alike. In the entertainment domain, Panasonic is creating the first portable hand-held DVD player. This device weight less than 3 pounds and has a screen about 6' across. The color LCD has the same 16:9 aspect ratio of a cinema screen and supports a high resolution of 280,000 pixels and stereo sound. The player can play standard DVD movies and has a hour battery life for mobile use. To summarize, in this paper we presented concepts related to the design and use of wearable computers with extensions to smart spaces. For some time, researchers in telerobotics have used computer graphics to enhance remote scenes. Recent advances in augmented reality displays make it possible to enhance the user's local environment with 'information'. As shown in this paper, there are many application areas for this technology such as medicine, manufacturing, training, and recreation. Wearable computers allow a much closer association of information with the user. By embedding sensors in the wearable to allow it to see what the user sees, hear what the user hears, sense the user's physical state, and analyze what the user is typing, an intelligent agent may be able to analyze what the user is doing and try to predict the resources he will need next or in the near future. Using this information, the agent may download files, reserve communications bandwidth, post reminders, or automatically send updates to colleagues to help facilitate the user's daily interactions. This intelligent wearable computer would be able to act as a personal assistant, who is always around, knows the user's personal preferences and tastes, and tries to streamline interactions with the rest of the world.

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