Technical Papers
Apr 30, 2024

Integrating Bluetooth-Enabled Sensors with Cloud Computing for Fire Hazard Communication Systems

Publication: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 10, Issue 3

Abstract

Due to the complex modern construction processes and the diversity of building materials, a diversified construction environment has emerged, making it difficult to accurately predict and monitor the risk of fire hazards. Therefore, the development and implementation of a fire hazard detection system are necessary to effectively prevent fires at the source and to adequately protect construction personnel and building assets. On construction sites, early warning for fires often occurs after the fire has occurred, resulting in missing the best time for fire rescue. However, building information modeling (BIM) and wireless sensor networks have been widely discussed in many aspects of building disaster prevention management as methods for fire detection and early warning. In this study, a fire hazard intelligent detection system is constructed using a cloud computing platform and Bluetooth sensors. The system uses embedded Bluetooth wireless sensors to form a topology, and the cloud computing platform and user interface are written based on Python to create a two-way fire hazard detection system that displays real-time and dynamic detection information. The results based on practical case applications show that the cloud computing platform processed can effectively provide monitoring information to support fire safety assessment and planning, early detection and alarm response, guide effective decision-making, and facilitate fire rescue and control efforts to improve overall building safety and disaster response capabilities.

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Data Availability Statement

The data sets generated and/or analyzed during the current study are available from the corresponding author upon reasonable request.

References

Abdulhalim, I., C. Mutch, V. A. González, and R. Amor. 2021. “Improving post-earthquake evacuation preparedness for deaf and hard of hearing children: A conceptual framework.” Int. J. Disaster Risk Reduct. 62 (Aug): 102360. https://doi.org/10.1016/j.ijdrr.2021.102360.
Abed, S. E., M. Al-Shayeji, and F. Ebrahim. 2019. “A secure and energy-efficient platform for the integration of wireless sensor networks and mobile cloud computing.” Comput. Networks 165 (Dec): 106956. https://doi.org/10.1016/j.comnet.2019.106956.
Al-Shayeji, M., and F. Ebrahim. 2019. “A secure and energy-efficient platform for the integration of wireless sensor networks and mobile cloud computing.” Comput. Networks 165 (Dec): 106956. https://doi.org/10.1016/j.comnet.2019.106956.
Alves, M., P. Carreira, and A. A. Costa. 2017. “BIMSL: A generic approach to the integration of building information models with real-time sensor data.” Autom. Constr. 84 (Dec): 304–314. https://doi.org/10.1016/j.autcon.2017.09.005.
Baalisampang, T., R. Abbassi, V. Garaniya, F. Khan, and M. Dadashzadeh. 2018. “Review and analysis of fire and explosion accidents in maritime transportation.” Ocean Eng. 158 (Jun): 350–366. https://doi.org/10.1016/j.oceaneng.2018.04.022.
Bai, Y. B., S. Wu, H. R. Wu, and K. Zhang. 2012. “Overview of RFID-based indoor positioning technology.” In Proc., Geospatial Science Research Symp. Trier, Germany: Univ. of Trier.
Caliendo, C., P. Ciambelli, R. Del Regno, M. G. Meo, and P. Russo. 2020. “Modelling and numerical simulation of pedestrian flow evacuation from a multi-storey historical building in the event of fire applying safety engineering tools.” J. Cult. Heritage 41 (Jan): 188–199. https://doi.org/10.1016/j.culher.2019.06.010.
Campbell, R. 2020. Fires in structures under construction or renovation. Quincy, MA: National Fire Protection Association.
Chen, G., et al. 2020. “Nacre-biomimetic graphene oxide paper intercalated by phytic acid and its ultrafast fire-alarm application.” J. Colloid Interface Sci. 578 (Oct): 412–421. https://doi.org/10.1016/j.jcis.2020.05.112.
Chen, X.-S., C.-C. Liu, and I.-C. Wu. 2018. “A BIM-based visualization and warning system for fire rescue.” Adv. Eng. Inf. 37 (Aug): 42–53. https://doi.org/10.1016/j.aei.2018.04.015.
Cheng, M.-Y., K.-C. Chiu, Y.-M. Hsieh, I.-T. Yang, J.-S. Chou, and Y.-W. Wu. 2017. “BIM integrated smart monitoring technique for building fire prevention and disaster relief.” Autom. Constr. 84 (Dec): 14–30. https://doi.org/10.1016/j.autcon.2017.08.027.
Choi, M., and S. Chi. 2019. “Optimal route selection model for fire evacuations based on hazard prediction data.” Simul. Modell. Pract. Theory 94 (Jul): 321–333. https://doi.org/10.1016/j.simpat.2019.04.002.
Chou, J.-S., M.-Y. Cheng, Y.-M. Hsieh, I.-T. Yang, and H.-T. Hsu. 2019. “Optimal path planning in real time for dynamic building fire rescue operations using wireless sensors and visual guidance.” Autom. Constr. 99 (Mar): 1–17. https://doi.org/10.1016/j.autcon.2018.11.020.
Dhellemmes, A., G. S. Leonard, D. M. Johnston, L. J. Vinnell, J. S. Becker, S. A. Fraser, and D. Paton. 2021. “Tsunami awareness and preparedness in Aotearoa New Zealand: The evolution of community understanding.” Int. J. Disaster Risk Reduct. 65 (Nov): 102576. https://doi.org/10.1016/j.ijdrr.2021.102576.
Dulebenets, M. A., O. F. Abioye, E. E. Ozguven, R. Moses, W. R. Boot, and T. Sando. 2019a. “Development of statistical models for improving efficiency of emergency evacuation in areas with vulnerable population.” Reliab. Eng. Syst. Saf. 182 (Feb): 233–249. https://doi.org/10.1016/j.ress.2018.09.021.
Dulebenets, M. A., J. Pasha, O. F. Abioye, M. Kavoosi, E. E. Ozguven, R. Moses, W. R. Boot, and T. J. I. J. Sando. 2019b. “Exact and heuristic solution algorithms for efficient emergency evacuation in areas with vulnerable populations.” Int. J. Disaster Risk Reduct. 39 (Oct): 101114. https://doi.org/10.1016/j.ijdrr.2019.101114.
Feng, C., and V. R. Kamat. 2012. “Augmented reality markers as spatial indices for indoor mobile AECFM applications.” In Proc., Paper Int. Conf. on Construction Applications of Virtual Reality (CONVR). Taipei, Taiwan: Taiwan University Press. https://doi.org/10.13140/2.1.4484.4166.
Fernandes, A. C., D. Semenova, P. Panjan, A. M. Sesay, K. V. Gernaey, and U. Krühne. 2018. “Multi-function microfluidic platform for sensor integration.” New Biotechnol. 47 (Dec): 8–17. https://doi.org/10.1016/j.nbt.2018.03.001.
Filizzola, C., R. Corrado, F. Marchese, G. Mazzeo, R. Paciello, N. Pergola, and V. Tramutoli. 2016. “RST-FIRES, an exportable algorithm for early-fire detection and monitoring: Description, implementation, and field validation in the case of the MSG-SEVIRI sensor.” Remote Sens. Environ. 186 (May): 196–216. https://doi.org/10.1016/j.rse.2016.08.008.
Guo, K.-Y., Q. Wu, M. Mao, H. Chen, G.-D. Zhang, L. Zhao, J. Gao, P. Song, and L.-C. Tang. 2020. “Water-based hybrid coatings toward mechanically flexible, super-hydrophobic and flame-retardant polyurethane foam nanocomposites with high-efficiency and reliable fire alarm response.” Composites, Part B 193 (Jul): 108017. https://doi.org/10.1016/j.compositesb.2020.108017.
Hong, T., and S. H. Lee. 2019. “Integrating physics-based models with sensor data: An inverse modeling approach.” Build. Environ. 154 (May): 23–31. https://doi.org/10.1016/j.buildenv.2019.03.006.
Hostikka, S., R. K. Janardhan, U. Riaz, and T. Sikanen. 2017. “Fire-induced pressure and smoke spreading in mechanically ventilated buildings with air-tight envelopes.” Fire Saf. J. 91 (Jul): 380–388. https://doi.org/10.1016/j.firesaf.2017.04.006.
Huang, N.-J., C.-F. Cao, Y. Li, L. Zhao, G.-D. Zhang, J.-F. Gao, L. Z. Guan, J. X. Jiang, and L.-C. Tang. 2019. “Silane grafted graphene oxide papers for improved flame resistance and fast fire alarm response.” Composites, Part B 168 (Jul): 413–420. https://doi.org/10.1016/j.compositesb.2019.03.053.
Huang, N.-J., Q.-Q. Xia, Z.-H. Zhang, L. Zhao, G.-D. Zhang, J.-F. Gao, and L.-C. Tang. 2020. “Simultaneous improvements in fire resistance and alarm response of GO paper via one-step 3-mercaptopropyltrimethoxysilane functionalization for efficient fire safety and prevention.” Composites, Part A 131 (Apr): 105797. https://doi.org/10.1016/j.compositesa.2020.105797.
Huang, Y. X., and D. M. Cao. 2022. “Decision response of subway evacuation signs based on brain component features.” Neural Comput. Appl. 34 (9): 6705–6719. https://doi.org/10.1007/s00521-021-06150-z.
Katila, R., T. N. Gia, and T. Westerlund. 2022. “Analysis of mobility support approaches for edge-based IoT systems using high data rate Bluetooth low energy 5.” Comput. Networks 209 (May): 108925. https://doi.org/10.1016/j.comnet.2022.108925.
Lee, M.-Y., C.-S. Seo, J.-Y. Kim, and H.-K. Shin. 2014. “Genotoxicity evaluation of Guibi-Tang extract using an in vitro bacterial reverse mutation assay, chromosome aberration assay, and in vivo micronucleus test.” BMC Complementary Altern. Med. 14 (1): 215. https://doi.org/10.1186/1472-6882-14-215.
Li, Z., H. Huang, N. Li, M. L. Chu, and K. Law. 2020. “An agent-based simulator for indoor crowd evacuation considering fire impacts.” Autom. Constr. 120 (Dec): 103395. https://doi.org/10.1016/j.autcon.2020.103395.
Liu, Z., X. Y. Gu, and R. Hong. 2023. “Fire protection and evacuation analysis in underground interchange tunnels by integrating BIM and numerical simulation.” Fire 6 (4): 139. https://doi.org/10.3390/fire6040139.
Lorincz, K., D. J. Malan, T. R. F. Fulford-Jones, A. Nawoj, A. Clavel, V. Shnayder, G. Mainland, M. Welsh, and S. Moulton. 2004. “Sensor networks for emergency response: Challenges and opportunities.” IEEE Pervasive Comput. 3 (4): 16–23. https://doi.org/10.1109/MPRV.2004.18.
Luo, W., Y. Wang, P. P. Jiao, and Z. H. Wang. 2022. “Improvement strategy at pedestrian bottleneck in subway stations.” Discrete Dyn. Nat. Soc. 2022: 1–12. https://doi.org/10.1155/2022/7258907.
Matellini, D. B., A. D. Wall, I. D. Jenkinson, J. Wang, and R. Pritchard. 2013. “Modelling dwelling fire development and occupancy escape using Bayesian network.” Reliab. Eng. Syst. Saf. 114 (Mar): 75–91. https://doi.org/10.1016/j.ress.2013.01.001.
Matthews, S., A. Sullivan, J. Gould, R. Hurley, P. Ellis, and J. Larmour. 2012. “Field evaluation of two image-based wildland fire detection systems.” Fire Saf. J. 47 (Jan): 54–61. https://doi.org/10.1016/j.firesaf.2011.11.001.
Mehaddi, R., A. Collin, P. Boulet, Z. Acem, J. Telassamou, S. Becker, F. Demeurie, and J.-Y. Morel. 2020. “Use of a water mist for smoke confinement and radiation shielding in case of fire during tunnel construction.” Int. J. Therm. Sci. 148 (Feb): 106156. https://doi.org/10.1016/j.ijthermalsci.2019.106156.
Mirahadi, F., B. McCabe, and A. Shahi. 2019. “IFC-centric performance-based evaluation of building evacuations using fire dynamics simulation and agent-based modeling.” Autom. Constr. 101 (May): 1–16. https://doi.org/10.1016/j.autcon.2019.01.007.
Mirahadi, F., and B. Y. McCabe. 2021. “EvacuSafe: A real-time model for building evacuation based on Dijkstra’s algorithm.” J. Build. Eng. 34 (Feb): 101687. https://doi.org/10.1016/j.jobe.2020.101687.
Moinuddin, K. A., D. Bruck, and L. Shi. 2017. “An experimental study on timely activation of smoke alarms and their effective notification in typical residential buildings.” Fire Saf. J. 93 (Oct): 1–11. https://doi.org/10.1016/j.firesaf.2017.07.003.
Nguyen, K. T. Q., P. Mendis, and S. Fernando. 2019. “Novel modelling approach for evacuation strategies of tall towers—A case study of Lotus Tower.” J. Build. Eng. 25 (May): 100763. https://doi.org/10.1016/j.jobe.2019.100763.
Nguyen, M. H., T. V. Ho, and J.-D. Zucker. 2013. “Integration of smoke effect and blind evacuation strategy (SEBES) within fire evacuation simulation.” Simul. Modell. Pract. Theory 36 (May): 44–59. https://doi.org/10.1016/j.simpat.2013.04.001.
Nilsen, A., and T. Log. 2009. “Results from three models compared to full-scale tunnel fires tests.” Fire Saf. J. 44 (1): 33–49. https://doi.org/10.1016/j.firesaf.2008.03.001.
Ochoa, S. F., and R. Santos. 2015. “Human-centric wireless sensor networks to improve information availability during urban search and rescue activities.” Inf. Fusion 22 (Mar): 71–84. https://doi.org/10.1016/j.inffus.2013.05.009.
Paś, J., T. Klimczak, A. Rosiński, and M. Stawowy. 2022. “The analysis of the operational process of a complex fire alarm system used in transport facilities.” Build. Simul. 15: 615–629. https://doi.org/10.1007/s12273-021-0790-y.
Peeters, M., T. Compernolle, and S. Van Passel. 2020. “Influence of information provided at the moment of a fire alarm on the choice of exit.” Fire Saf. J. 117 (Oct): 103221. https://doi.org/10.1016/j.firesaf.2020.103221.
Shaharuddin, S., K. N. Abdul Maulud, S. A. F. Syed Abdul Rahman, A. I. Che Ani, and B. Pradhan. 2023. “The role of IoT sensor in smart building context for indoor fire hazard scenario: A systematic review of interdisciplinary articles.” Internet Things 22 (Apr): 100803. https://doi.org/10.1016/j.iot.2023.100803.
Shu, Y., C. Xiong, and S. Fan. 2020. “Interactive design of intelligent machine vision based on human–computer interaction mode.” Microprocess. Microsyst. 75 (Jun): 103059. https://doi.org/10.1016/j.micpro.2020.103059.
Tharima, A., M. Rahman, M. Yusoff, and A. Kueh. 2019. “Multi-objective optimization of underground car park design for tenability under fire-induced smoke.” Tunnelling Underground Space Technol. 85 (Mar): 220–230. https://doi.org/10.1016/j.tust.2018.12.011.
Töreyin, B. U., Y. Dedeoğlu, U. Güdükbay, and A. E. Cetin. 2006. “Computer vision based method for real-time fire and flame detection.” Pattern Recognit. Lett. 27 (1): 49–58. https://doi.org/10.1016/j.patrec.2005.06.015.
Veijalainen, P., T. Charalambous, and R. Wichman. 2023. “Feasibility of Bluetooth low energy for motion capturing with inertial measurement units.” J. Networks Comput. Appl. 213 (Apr): 103566. https://doi.org/10.1016/j.jnca.2022.103566.
Wang, K., S. Y. Shih, W. S. Chan, W. Wang, S. Wang, A. A. Gansonre, J. Liu, Y. Cheng, and M. F. Yeh. 2014. “Application of building information modeling in designing fire evacuation—A case study.” In Proc., 31st Int. Symp. on Automation and Robotics in Construction. Red Hook, NY: Curran Associates. https://doi.org/10.22260/ISARC2014/0079.
Wu, F.-J., Y.-F. Kao, and Y.-C. Tseng. 2011. “From wireless sensor networks towards cyber physical systems.” Pervasive Mob. Comput. 7 (4): 397–413. https://doi.org/10.1016/j.pmcj.2011.03.003.
Xiaoxi, H., L. Jingsi, X. Huiying, Z. Jian, and L. Alin. 2021. “Regenerating communal place and housing rehabilitation: The building of a community public space in Beijing’s former socialistic public housing area.” China City Plann. Rev. 30 (4): 55–65.
Yao, Y., Y. Z. Li, A. Lönnermark, H. Ingason, and X. Cheng. 2019. “Study of tunnel fires during construction using a model scale tunnel.” Tunnelling Underground Space Technol. 89 (Mar): 50–67. https://doi.org/10.1016/j.tust.2019.03.017.
Yuan, F. 2011. “Video-based smoke detection with histogram sequence of LBP and LBPV pyramids.” Fire Saf. J. 46 (3): 132–139. https://doi.org/10.1016/j.firesaf.2011.01.001.
Zhang, X., W. Xiong, and B. Xu. 2017. “A computationally efficient received signal strength based localization algorithm in closed-form for wireless sensor network.” Neural Process. Lett. 46 (3): 1043–1057. https://doi.org/10.1007/s11063-017-9625-3.
Zhang, X. C., L. J. Chen, J. H. Jiang, S. Y. Han, T. Zhu, W. B. Xu, and F. Tang. 2023. “Risk analysis of people evacuation and its path optimization during tunnel fires using virtual reality experiments.” Tunnelling Underground Space Technol. 137 (Jul): 105133. https://doi.org/10.1016/j.tust.2023.105133.
Zhou, Y. Q., J. F. Chen, M. H. Zhong, F. C. Hua, and J. B. Sui. 2023. “Evacuation effect analysis of guidance strategies on subway station based on modified cellular automata model.” Saf. Sci. 168 (Dec): 106309. https://doi.org/10.1016/j.ssci.2023.106309.

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Go to ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering
Volume 10Issue 3September 2024

History

Received: Nov 10, 2023
Accepted: Feb 20, 2024
Published online: Apr 30, 2024
Published in print: Sep 1, 2024
Discussion open until: Sep 30, 2024

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Higher-Educational Engineering Research Centre for Intelligence and Automation in Construction of Fujian Province, College of Civil Engineering, Huaqiao Univ., Xiamen 361021, China. Email: [email protected]
Distinguished Professor, Higher-Educational Engineering Research Centre for Intelligence and Automation in Construction of Fujian Province, College of Civil Engineering, Huaqiao Univ., Xiamen 361021, China; Director, Higher-Educational Engineering Research Centre for Intelligence and Automation in Construction of Fujian Province, College of Civil Engineering, Huaqiao Univ., Xiamen 361021, China (corresponding author). ORCID: https://orcid.org/0000-0001-7892-3575. Email: [email protected]
Higher-Educational Engineering Research Centre for Intelligence and Automation in Construction of Fujian Province, College of Civil Engineering, Huaqiao Univ., Xiamen 361021, China. Email: [email protected]
Higher-Educational Engineering Research Centre for Intelligence and Automation in Construction of Fujian Province, College of Civil Engineering, Huaqiao Univ., Xiamen 361021, China. Email: [email protected]
Building Engineer, China Railway No. 18 Bureau Group No. 1 Engineering Co., Ltd., Zhuozhou District, Baoding, Hebei Province 072750, China. Email: [email protected]
Building Engineer, China Railway No. 18 Bureau Group No. 1 Engineering Co., Ltd., Zhuozhou District, Baoding, Hebei Province 072750, China. Email: [email protected]

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