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2022 | OriginalPaper | Buchkapitel

7. Intelligent Firefighting

verfasst von : Brian Y. Lattimer, Jonathan L. Hodges

Erschienen in: Handbook of Cognitive and Autonomous Systems for Fire Resilient Infrastructures

Verlag: Springer International Publishing

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Abstract

Firefighting is a dangerous activity that puts firefighters into conditions that threaten their safety in order to save lives. To reduce firefighter injuries and limit their exposure to hazardous conditions, a range of technologies have been developed to improve their planning, situational awareness, and firefighting activities. These technologies allow firefighters to be more intelligent about their activities to reduce the likelihood of injury and be more effective. This chapter provides an overview of technologies currently being used as well as those being developed to support more intelligent firefighting. This includes monitoring devices, imaging systems, and robotic platforms.

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Literatur
1.
Zurück zum Zitat R. Campbell and B. Evarts, “United States Firefighter Injuries in 2019,” NFPA Res. Rep., no. November, p. 15, 2020. R. Campbell and B. Evarts, “United States Firefighter Injuries in 2019,” NFPA Res. Rep., no. November, p. 15, 2020.
2.
Zurück zum Zitat R. F. Fahy, J. T. Petrolli, and J. L. Molis, “Firefighter Fatalities in the US-2019,” NFPA Res. Rep., no. June, pp. 1–26, 2019. R. F. Fahy, J. T. Petrolli, and J. L. Molis, “Firefighter Fatalities in the US-2019,” NFPA Res. Rep., no. June, pp. 1–26, 2019.
3.
Zurück zum Zitat C. Grant, A. Hamins, N. Bryner, A. Jones, and G. Koepke, “Research Roadmap for Smart Fire Fighting,” Summ. Report, NIST Spec. Publ. 1191, p. 247, 2015. C. Grant, A. Hamins, N. Bryner, A. Jones, and G. Koepke, “Research Roadmap for Smart Fire Fighting,” Summ. Report, NIST Spec. Publ. 1191, p. 247, 2015.
4.
Zurück zum Zitat G. Marbach, M. Loepfe, and T. Brupbacher, “An image processing technique for fire detection in video images,” Fire Saf. J., vol. 41, no. 4, pp. 285–289, 2006. G. Marbach, M. Loepfe, and T. Brupbacher, “An image processing technique for fire detection in video images,” Fire Saf. J., vol. 41, no. 4, pp. 285–289, 2006.
5.
Zurück zum Zitat K. Muhammad, J. Ahmad, I. Mehmood, S. Rho, and S. W. Baik, “Convolutional Neural Networks Based Fire Detection in Surveillance Videos,” IEEE Access, vol. 6, pp. 18174–18183, 2018. K. Muhammad, J. Ahmad, I. Mehmood, S. Rho, and S. W. Baik, “Convolutional Neural Networks Based Fire Detection in Surveillance Videos,” IEEE Access, vol. 6, pp. 18174–18183, 2018.
6.
Zurück zum Zitat A. E. Çetin et al., “Video fire detection - Review,” Digit. Signal Process. A Rev. J., vol. 23, no. 6, pp. 1827–1843, 2013. A. E. Çetin et al., “Video fire detection - Review,” Digit. Signal Process. A Rev. J., vol. 23, no. 6, pp. 1827–1843, 2013.
7.
Zurück zum Zitat J. L. Hodges, B. Y. Lattimer, and K. D. Luxbacher, “Compartment fire predictions using transpose convolutional neural networks,” Fire Saf. J., vol. 108, no. November 2018, 2019. J. L. Hodges, B. Y. Lattimer, and K. D. Luxbacher, “Compartment fire predictions using transpose convolutional neural networks,” Fire Saf. J., vol. 108, no. November 2018, 2019.
8.
Zurück zum Zitat W. C. Tam et al., “Generating Synthetic Sensor Data to Facilitate Machine Learning Paradigm for Prediction of Building Fire Hazard,” Fire Technol., 2020. W. C. Tam et al., “Generating Synthetic Sensor Data to Facilitate Machine Learning Paradigm for Prediction of Building Fire Hazard,” Fire Technol., 2020.
9.
Zurück zum Zitat B. Y. Lattimer, J. L. Hodges, A. M. Lattimer, “Using Machine Learning in Physics-based Simulation of Fire,” Fire Saf. J., 2020. B. Y. Lattimer, J. L. Hodges, A. M. Lattimer, “Using Machine Learning in Physics-based Simulation of Fire,” Fire Saf. J., 2020.
10.
Zurück zum Zitat FLIR, “Packbot - Robots: Your Guid to the World of Robotics,” IEEE, 2020. FLIR, “Packbot - Robots: Your Guid to the World of Robotics,” IEEE, 2020.
11.
Zurück zum Zitat G. Lab, “x-RHex - Robots : Your Guid to the World of Robotics,” IEEE, 2020. G. Lab, “x-RHex - Robots : Your Guid to the World of Robotics,” IEEE, 2020.
12.
Zurück zum Zitat B. Dynamics, “BigDog - Robots: Your Guide to the World of Robotics,” IEEE, 2020. B. Dynamics, “BigDog - Robots: Your Guide to the World of Robotics,” IEEE, 2020.
13.
Zurück zum Zitat J. W. Starr and B. Y. Lattimer, “Application of thermal infrared stereo vision in fire environments,” 2013 IEEE/ASME Int. Conf. Adv. Intell. Mechatronics Mechatronics Hum. Wellbeing, AIM 2013, pp. 1675–1680, 2013. J. W. Starr and B. Y. Lattimer, “Application of thermal infrared stereo vision in fire environments,” 2013 IEEE/ASME Int. Conf. Adv. Intell. Mechatronics Mechatronics Hum. Wellbeing, AIM 2013, pp. 1675–1680, 2013.
14.
Zurück zum Zitat J. W. Starr and B. Y. Lattimer, “A comparison of IR stereo vision and LIDAR for use in fire environments,” Proc. IEEE Sensors, pp. 3–6, 2012. J. W. Starr and B. Y. Lattimer, “A comparison of IR stereo vision and LIDAR for use in fire environments,” Proc. IEEE Sensors, pp. 3–6, 2012.
15.
Zurück zum Zitat J. W. Starr and B. Y. Lattimer, “Evaluation of Navigation Sensors in Fire Smoke Environments,” Fire Technol., vol. 50, no. 6, pp. 1459–1481, 2014. J. W. Starr and B. Y. Lattimer, “Evaluation of Navigation Sensors in Fire Smoke Environments,” Fire Technol., vol. 50, no. 6, pp. 1459–1481, 2014.
16.
Zurück zum Zitat J. H. Kim, S. Jo, and B. Y. Lattimer, “Feature Selection for Intelligent Firefighting Robot Classification of Fire, Smoke, and Thermal Reflections Using Thermal Infrared Images,” J. Sensors, vol. 2016, 2016. J. H. Kim, S. Jo, and B. Y. Lattimer, “Feature Selection for Intelligent Firefighting Robot Classification of Fire, Smoke, and Thermal Reflections Using Thermal Infrared Images,” J. Sensors, vol. 2016, 2016.
17.
Zurück zum Zitat J.-H. Kim, Y. Sung, and B. Y. Lattimer, “Bayesian estimation based real-time fire-heading in smoke-filled indoor environments using thermal imagery,” in Proceedings - IEEE International Conference on Robotics and Automation, 2017. J.-H. Kim, Y. Sung, and B. Y. Lattimer, “Bayesian estimation based real-time fire-heading in smoke-filled indoor environments using thermal imagery,” in Proceedings - IEEE International Conference on Robotics and Automation, 2017.
18.
Zurück zum Zitat J. H. Kim and B. Y. Lattimer, “Real-time probabilistic classification of fire and smoke using thermal imagery for intelligent firefighting robot,” Fire Saf. J., vol. 72, pp. 40–49, 2015. J. H. Kim and B. Y. Lattimer, “Real-time probabilistic classification of fire and smoke using thermal imagery for intelligent firefighting robot,” Fire Saf. J., vol. 72, pp. 40–49, 2015.
19.
Zurück zum Zitat N. Kerle, F. Nex, M. Gerke, D. Duarte, and A. Vetrivel, “UAV-based structural damage mapping: A review,” ISPRS Int. J. Geo-Information, vol. 9, no. 1, pp. 1–23, 2019. N. Kerle, F. Nex, M. Gerke, D. Duarte, and A. Vetrivel, “UAV-based structural damage mapping: A review,” ISPRS Int. J. Geo-Information, vol. 9, no. 1, pp. 1–23, 2019.
20.
Zurück zum Zitat F. Nex, D. Duarte, A. Steenbeek, and N. Kerle, “Towards real-time building damage mapping with low-cost UAV solutions,” Remote Sens., vol. 11, no. 3, pp. 1–14, 2019. F. Nex, D. Duarte, A. Steenbeek, and N. Kerle, “Towards real-time building damage mapping with low-cost UAV solutions,” Remote Sens., vol. 11, no. 3, pp. 1–14, 2019.
21.
Zurück zum Zitat N. 2400, “Standard for Small Unmanned Aircraft Systems (sUAS) Used for Public Safety Operations,” NFPA, 2019. N. 2400, “Standard for Small Unmanned Aircraft Systems (sUAS) Used for Public Safety Operations,” NFPA, 2019.
23.
Zurück zum Zitat A. Fonseca, T. S. Mayor, and J. B. L. M. Campos, “Guidelines for the specification of a PCM layer in firefighting protective clothing ensembles,” Appl. Therm. Eng., vol. 133, no. March 2017, pp. 81–96, 2018. A. Fonseca, T. S. Mayor, and J. B. L. M. Campos, “Guidelines for the specification of a PCM layer in firefighting protective clothing ensembles,” Appl. Therm. Eng., vol. 133, no. March 2017, pp. 81–96, 2018.
24.
Zurück zum Zitat H. L. Phelps, S. D. Watt, H. S. Sidhu, and L. A. Sidhu, “Using Phase Change Materials and Air Gaps in Designing Fire Fighting Suits: A Mathematical Investigation,” Fire Technol., vol. 55, no. 1, pp. 363–381, 2019. H. L. Phelps, S. D. Watt, H. S. Sidhu, and L. A. Sidhu, “Using Phase Change Materials and Air Gaps in Designing Fire Fighting Suits: A Mathematical Investigation,” Fire Technol., vol. 55, no. 1, pp. 363–381, 2019.
25.
Zurück zum Zitat D. Dias and J. P. S. Cunha, “Wearable health devices—vital sign monitoring, systems and technologies,” Sensors (Switzerland), vol. 18, no. 8, 2018. D. Dias and J. P. S. Cunha, “Wearable health devices—vital sign monitoring, systems and technologies,” Sensors (Switzerland), vol. 18, no. 8, 2018.
26.
Zurück zum Zitat S. Rodrigues, J. S. Paiva, D. Dias, G. Pimentel, M. Kaiseler, and J. P. S. Cunha, “Wearable Biomonitoring Platform for the Assessment of Stress and its Impact on Cognitive Performance of Firefighters: An Experimental Study,” Clin. Pract. Epidemiol. Ment. Heal., vol. 14, no. 1, pp. 250–262, 2018. S. Rodrigues, J. S. Paiva, D. Dias, G. Pimentel, M. Kaiseler, and J. P. S. Cunha, “Wearable Biomonitoring Platform for the Assessment of Stress and its Impact on Cognitive Performance of Firefighters: An Experimental Study,” Clin. Pract. Epidemiol. Ment. Heal., vol. 14, no. 1, pp. 250–262, 2018.
27.
Zurück zum Zitat Z. Deng, Y. Yu, D. Zou, W. Guan, and L. Yang, “OPTIMIZATION AND IMPLEMENTATION OF A THERMOACOUSTIC FLASHOVER DETECTOR,” MS Thesis, Univ. Maryland, Dep. Fire Prot. Eng., vol. 6, no. 3, 2013. Z. Deng, Y. Yu, D. Zou, W. Guan, and L. Yang, “OPTIMIZATION AND IMPLEMENTATION OF A THERMOACOUSTIC FLASHOVER DETECTOR,” MS Thesis, Univ. Maryland, Dep. Fire Prot. Eng., vol. 6, no. 3, 2013.
28.
Zurück zum Zitat K. Yun, J. Bustos, and T. Lu, “Predicting rapid fire growth (flashover) using conditional generative adversarial networks,” arXiv, pp. 10–13, 2018. K. Yun, J. Bustos, and T. Lu, “Predicting rapid fire growth (flashover) using conditional generative adversarial networks,” arXiv, pp. 10–13, 2018.
29.
Zurück zum Zitat B. Lattimer et al., “Humanoid Firefighting Robot for Structure Fires,” Interflam 2016, 2016. B. Lattimer et al., “Humanoid Firefighting Robot for Structure Fires,” Interflam 2016, 2016.
30.
Zurück zum Zitat T. Chen, H. Yuan, G. Su, and W. Fan, “An automatic fire searching and suppression system for large spaces,” Fire Saf. J., vol. 39, pp. 297–307, 2004. T. Chen, H. Yuan, G. Su, and W. Fan, “An automatic fire searching and suppression system for large spaces,” Fire Saf. J., vol. 39, pp. 297–307, 2004.
31.
Zurück zum Zitat C. Yuan, Y. Zhang, and Z. Liu, “A survey on technologies for automatic forest fire monitoring, detection, and fighting using unmanned aerial vehicles and remote sensing techniques,” Can. J. For. Res., vol. 45, no. 7, pp. 783–792, 2015. C. Yuan, Y. Zhang, and Z. Liu, “A survey on technologies for automatic forest fire monitoring, detection, and fighting using unmanned aerial vehicles and remote sensing techniques,” Can. J. For. Res., vol. 45, no. 7, pp. 783–792, 2015.
32.
Zurück zum Zitat A. De Santis, B. Siciliano, and L. Villani, “A unified fuzzy logic approach to trajectory planning and inverse kinematics for a fire fighting robot operating in tunnels,” Intell. Serv. Robot., vol. 1, no. 1, pp. 41–49, 2008. A. De Santis, B. Siciliano, and L. Villani, “A unified fuzzy logic approach to trajectory planning and inverse kinematics for a fire fighting robot operating in tunnels,” Intell. Serv. Robot., vol. 1, no. 1, pp. 41–49, 2008.
33.
Zurück zum Zitat Y. Xin, K. Burchesky, J. de Vries, H. Magistrale, X. Zhou, and S. D’Aniello, “SMART Sprinkler Protection for Highly Challenging Fires—Part 2: Full-Scale Fire Tests in Rack Storage,” Fire Technol., vol. 53, no. 5, pp. 1885–1906, 2017. Y. Xin, K. Burchesky, J. de Vries, H. Magistrale, X. Zhou, and S. D’Aniello, “SMART Sprinkler Protection for Highly Challenging Fires—Part 2: Full-Scale Fire Tests in Rack Storage,” Fire Technol., vol. 53, no. 5, pp. 1885–1906, 2017.
34.
Zurück zum Zitat Y. Xin, K. Burchesky, J. de Vries, H. Magistrale, X. Zhou, and S. D’Aniello, SMART Sprinkler Protection for Highly Challenging Fires—Part 1: System Design and Function Evaluation, vol. 53, no. 5. Springer US, 2017. Y. Xin, K. Burchesky, J. de Vries, H. Magistrale, X. Zhou, and S. D’Aniello, SMART Sprinkler Protection for Highly Challenging Fires—Part 1: System Design and Function Evaluation, vol. 53, no. 5. Springer US, 2017.
35.
Zurück zum Zitat R. James, “Fire Fighting News: Automatic Fire Monitor Systems for Recycling and Water to Energy Plants,” Unifire.com, 2020. R. James, “Fire Fighting News: Automatic Fire Monitor Systems for Recycling and Water to Energy Plants,” Unifire.com, 2020.
36.
Zurück zum Zitat G. Malik, “What if your sprinkler system could do think?,” Sprink. Age, 2018. G. Malik, “What if your sprinkler system could do think?,” Sprink. Age, 2018.
37.
Zurück zum Zitat P. Liljebäck, Ø. Stavdahl, and A. Beitnes, “SnakeFighter - Development of a water hydraulic fire fighting snake robot,” 9th Int. Conf. Control. Autom. Robot. Vision, 2006, ICARCV ’06, no. 7465, 2006. P. Liljebäck, Ø. Stavdahl, and A. Beitnes, “SnakeFighter - Development of a water hydraulic fire fighting snake robot,” 9th Int. Conf. Control. Autom. Robot. Vision, 2006, ICARCV ’06, no. 7465, 2006.
38.
Zurück zum Zitat J. Hong, B. Min, J. Taylor, V. Raskin, and E. Matson, “NL-Based Communication with Firefighting Robots,” 2012 IEE Int. Conf. Syst. Man, Cybern. Oct. 14-27, COEX, Seoul, Korea, pp. 1461–1466, 2012. J. Hong, B. Min, J. Taylor, V. Raskin, and E. Matson, “NL-Based Communication with Firefighting Robots,” 2012 IEE Int. Conf. Syst. Man, Cybern. Oct. 14-27, COEX, Seoul, Korea, pp. 1461–1466, 2012.
39.
Zurück zum Zitat P. Strauss, “Using Drones to Fight Hi-Rise Fires,” Technabob, vol. April, 2020. P. Strauss, “Using Drones to Fight Hi-Rise Fires,” Technabob, vol. April, 2020.
40.
Zurück zum Zitat J. G. McNeil and B. Y. Lattimer, “Robotic Fire Suppression Through Autonomous Feedback Control,” Fire Technol., vol. 53, no. 3, pp. 1171–1199, 2017. J. G. McNeil and B. Y. Lattimer, “Robotic Fire Suppression Through Autonomous Feedback Control,” Fire Technol., vol. 53, no. 3, pp. 1171–1199, 2017.
41.
Zurück zum Zitat J. G. McNeil and B. Y. Lattimer, “Autonomous Fire Suppression System for Use in High and Low Visibility Environments by Visual Servoing,” Fire Technol., vol. 52, no. 5, pp. 1343–1368, 2016. J. G. McNeil and B. Y. Lattimer, “Autonomous Fire Suppression System for Use in High and Low Visibility Environments by Visual Servoing,” Fire Technol., vol. 52, no. 5, pp. 1343–1368, 2016.
42.
Zurück zum Zitat T. Kevan, “Exoskeletons on the Move,” Digit. Eng., vol. December, 2018. T. Kevan, “Exoskeletons on the Move,” Digit. Eng., vol. December, 2018.
43.
Zurück zum Zitat E. Kulisch, “Exoskeleton Could Give Delta Cargo Workers Superhuman Strength (with video),” Air Cargo, vol. January, 2020. E. Kulisch, “Exoskeleton Could Give Delta Cargo Workers Superhuman Strength (with video),” Air Cargo, vol. January, 2020.
Metadaten
Titel
Intelligent Firefighting
verfasst von
Brian Y. Lattimer
Jonathan L. Hodges
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-98685-8_7

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