An integrated fire detection system using IoT and image processing technique for smart cities

被引:112
|
作者
Sharma, Amit [1 ]
Singh, Pradeep Kumar [1 ]
Kumar, Yugal [1 ]
机构
[1] Jaypee Univ Informat Technol, Dept Comp Sci & Engn, Wakhnaghat, Solan, India
关键词
Smart cities; Wireless Sensor Network(WSN); Sensor deployment; Internet of Things (IoT); Forest fires; Image processing; Unmanned Aerial Vehicles (UAVs); SENSOR NETWORK DEPLOYMENT; MONITORING-SYSTEM; CITY; FOREST; MANAGEMENT; INTERNET; UAV; FRAMEWORK; DESIGN; THINGS;
D O I
10.1016/j.scs.2020.102332
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the current scenario, the concept of Smart Cities is one of the emerging and challenging research areas. The cities are surrounded by forests, agricultural land, or open areas, where fire incidence can occur threatening human life and causing many resources to become extinct. This article aims to design an early fire detection system to get rid of fire events using the concept of senor network and UAV's technology. The architecture proposal is based on sensors for monitoring environmental parameters and to process the information through sensors and IoT application. The proposed fire detection system is the combination of wireless sensor technologies, UAVs, and cloud computing. Some image processing techniques are also integrated into the proposed fire detection system to identify the fire event with better accuracy and used as an integrated solution. To improve the true detection rate, rules are also designed. The simulation results of the proposed fire detection system are compared with several existing methods. It is observed that the proposed system has a higher fire detection rate to improve the true detection of forest fire from 95 to 98 percent.
引用
收藏
页数:22
相关论文
共 50 条
  • [1] Smart Sericulture System Based On IoT and Image Processing Technique
    Rokhade, Shwetha
    Guruprasad, M. K.
    Mallesh, M. S.
    Banu, Sameena
    Jyoti, S. N.
    Thippesha, D.
    [J]. 2021 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS (ICCCI), 2021,
  • [2] A Smart Garbage System for Smart Cities Using Digital Image Processing
    Sivaranjani, P.
    Gowri, P.
    Murugan, Bharathi Mani Rajah
    Suresh, Ezhilarasan
    Janarthanan, Arun
    [J]. THIRD INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND CAPSULE NETWORKS (ICIPCN 2022), 2022, 514 : 761 - 770
  • [3] IoT enabled integrated system for green energy into smart cities
    Zhang, Xiangdong
    Manogaran, Gunasekaran
    Muthu, BalaAnand
    [J]. SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2021, 46
  • [4] An image processing technique for fire detection in video images
    Marbach, G
    Loepfe, M
    Brupbacher, T
    [J]. FIRE SAFETY JOURNAL, 2006, 41 (04) : 285 - 289
  • [5] An integrated approach for sustainable development of wastewater treatment and management system using IoT in smart cities
    Karn, Arodh Lal
    Pandya, Sharnil
    Mehbodniya, Abolfazl
    Arslan, Farrukh
    Sharma, Dilip Kumar
    Phasinam, Khongdet
    Aftab, Muhammad Nauman
    Rajan, Regin
    Bommisetti, Ravi Kumar
    Sengan, Sudhakar
    [J]. SOFT COMPUTING, 2023, 27 (08) : 5159 - 5175
  • [6] An integrated approach for sustainable development of wastewater treatment and management system using IoT in smart cities
    Arodh Lal Karn
    Sharnil Pandya
    Abolfazl Mehbodniya
    Farrukh Arslan
    Dilip Kumar Sharma
    Khongdet Phasinam
    Muhammad Nauman Aftab
    Regin Rajan
    Ravi Kumar Bommisetti
    Sudhakar Sengan
    [J]. Soft Computing, 2023, 27 : 5159 - 5175
  • [7] Smart Fire Detection and Deterrent System for Human Savior by Using Internet of Things (IoT)
    Rehman, Abdul
    Qureshi, Muhammad Ahmed
    Ali, Tariq
    Irfan, Muhammad
    Abdullah, Saima
    Yasin, Sana
    Draz, Umar
    Glowacz, Adam
    Nowakowski, Grzegorz
    Alghamdi, Abdullah
    Alsulami, Abdulaziz A.
    Wegrzyn, Mariusz
    [J]. ENERGIES, 2021, 14 (17)
  • [8] Integrated internet of things (IoT) solutions for early fire detection in smart agriculture
    Morchid, Abdennabi
    Oughannou, Zahra
    Alami, Rachid El
    Qjidaa, Hassan
    Jamil, Mohammed Ouazzani
    Khalid, Haris M.
    [J]. Results in Engineering, 2024, 24
  • [9] Fire Detection in the Buildings Using Image Processing
    Seebamrungsat, Jareerat
    Praising, Suphachai
    Riyamongkol, Panomkhawn
    [J]. 2014 THIRD ICT INTERNATIONAL STUDENT PROJECT CONFERENCE (ICT-ISPC), 2014, : 95 - 98
  • [10] Smart Farming: An Approach for Disease Detection Implementing IoT and Image Processing
    Pang, Hui
    Zheng, Zheng
    Zhen, Tongmiao
    Sharma, Ashutosh
    [J]. INTERNATIONAL JOURNAL OF AGRICULTURAL AND ENVIRONMENTAL INFORMATION SYSTEMS, 2021, 12 (01) : 55 - 67