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Erschienen in: Fire Technology 4/2015

01.07.2015

Firefighting Robot Stereo Infrared Vision and Radar Sensor Fusion for Imaging through Smoke

verfasst von: Jong-Hwan Kim, Joseph W. Starr, Brian Y. Lattimer

Erschienen in: Fire Technology | Ausgabe 4/2015

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Abstract

Firefighting robots are actively being researched to reduce firefighter injuries and deaths as well as increase their effectiveness on performing tasks. There has been difficulty in making firefighting robots autonomous because the commonly used sensors for autonomous robot navigation do not perform well in fire smoke-filled environments where low visibility and high temperature are present. In order to overcome these limitations, a multi-spectral vision system was developed that uses sensor fusion between stereo thermal infrared (IR) vision and frequency modulated-continuous wave (FMCW) radar to locate objects through zero visibility smoke in real-time. In this system, the stereo IR vision was used to obtain 3-D information about the scene while the radar provided more accurate distances of objects in the field of view. Through globally matching radar objects with those in the 3-D image, the accuracy of the stereo IR vision map was updated removing the far-field inaccuracy of the stereo IR as well as ghost objects created due to stereo mismatch. The system was sufficiently fast to provide real-time matching of objects in the scene allowing for dynamic reaction object tracking and locating. Through large-scale fire experiments with and without smoke in the field of view, the distance error for the stereo IR vision was reduced from 1% to 19.0% to 1% to 2% due to sensor fusion of the stereo IR with FMCW radar.

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Literatur
1.
Zurück zum Zitat NFPA (2013) Deadliest Fires in the U.S. with 5 or more Firefighter Deaths at the Fire Grounds, 1977–2012: Fire Incident Data Organization NFPA (2013) Deadliest Fires in the U.S. with 5 or more Firefighter Deaths at the Fire Grounds, 1977–2012: Fire Incident Data Organization
2.
Zurück zum Zitat Karter MJ, Molis JL (2012) US Firefighter Injuries—2011: National Fire Protection Association. Fire Analysis and Research Division Karter MJ, Molis JL (2012) US Firefighter Injuries—2011: National Fire Protection Association. Fire Analysis and Research Division
3.
Zurück zum Zitat Fahy RF, LeBlanc PR, Molis JL (2012) Firefighter Fatalities in the United States-2011, NFPA Fahy RF, LeBlanc PR, Molis JL (2012) Firefighter Fatalities in the United States-2011, NFPA
4.
Zurück zum Zitat Karter MJ (2011) Fire loss in the United States during 2010: National Fire Protection Association Quincy, MA Karter MJ (2011) Fire loss in the United States during 2010: National Fire Protection Association Quincy, MA
5.
Zurück zum Zitat Karter MJ (2005) Selected special analyses of firefighter fatalities. National Fire Protection Association Quincy, MA Karter MJ (2005) Selected special analyses of firefighter fatalities. National Fire Protection Association Quincy, MA
6.
Zurück zum Zitat Ronchi E, Gwynne S, Purser D, Colonna P (2013) Representation of the impact of smoke on agent walking speeds in evacuation models. Fire Technol 49:411–431CrossRef Ronchi E, Gwynne S, Purser D, Colonna P (2013) Representation of the impact of smoke on agent walking speeds in evacuation models. Fire Technol 49:411–431CrossRef
7.
Zurück zum Zitat Bryan JL (2002) Behavioral response to fire and smoke. In: DiNenno PJ (ed) SFPE handbook of fire protection engineering, vol 2. Society of Fire Protection Engineers, Bethesda Bryan JL (2002) Behavioral response to fire and smoke. In: DiNenno PJ (ed) SFPE handbook of fire protection engineering, vol 2. Society of Fire Protection Engineers, Bethesda
8.
Zurück zum Zitat Wright M, Cook G, Webber G (2001) The effects of smoke on people’s walking Speeds using overhead lighting and Wayguidance provision. In: Proceedings of the 2nd international symposium on human behaviour in fire. MIT, Boston, pp 275–284 Wright M, Cook G, Webber G (2001) The effects of smoke on people’s walking Speeds using overhead lighting and Wayguidance provision. In: Proceedings of the 2nd international symposium on human behaviour in fire. MIT, Boston, pp 275–284
9.
Zurück zum Zitat Jin T (1976) Visibility through fire smoke (No. 42): Report of Fire Research Institute of Japan Jin T (1976) Visibility through fire smoke (No. 42): Report of Fire Research Institute of Japan
10.
Zurück zum Zitat Bertram C, Evans MH, Javaid M, Stafford T, Prescott T (2013) Sensory augmentation with distal touch: the tactile helmet project. In: Lepora AF, Mura A, Krapp HG, Verschure PFM, Prescott TJ (eds) Biomimetic and biohybrid systems. Springer, Berlin, pp 24–35 Bertram C, Evans MH, Javaid M, Stafford T, Prescott T (2013) Sensory augmentation with distal touch: the tactile helmet project. In: Lepora AF, Mura A, Krapp HG, Verschure PFM, Prescott TJ (eds) Biomimetic and biohybrid systems. Springer, Berlin, pp 24–35
11.
Zurück zum Zitat Rutherford P (1997) Auditory navigation and the escape from smoke filled buildings. In: Junge R (ed) CAAD futures 1997. Springer, Berlin, pp 299–304 Rutherford P (1997) Auditory navigation and the escape from smoke filled buildings. In: Junge R (ed) CAAD futures 1997. Springer, Berlin, pp 299–304
12.
Zurück zum Zitat Lahr D, Orekhov V, Lee B, Hong D (2013) Early Developments of a Parallelly Actuated Humanoid, SAFFiR. In: ASME 2013 international design engineering technical conferences and computers and information in engineering conference, pp V06BT07A054–V06BT07A054 Lahr D, Orekhov V, Lee B, Hong D (2013) Early Developments of a Parallelly Actuated Humanoid, SAFFiR. In: ASME 2013 international design engineering technical conferences and computers and information in engineering conference, pp V06BT07A054–V06BT07A054
13.
Zurück zum Zitat Kim J-H, Keller B, Lattimer BY (2013) Sensor fusion based seek-and-find fire algorithm for intelligent firefighting robot. In: IEEE/ASME international conference on advanced intelligent mechatronics (AIM), pp 1482–1486 Kim J-H, Keller B, Lattimer BY (2013) Sensor fusion based seek-and-find fire algorithm for intelligent firefighting robot. In: IEEE/ASME international conference on advanced intelligent mechatronics (AIM), pp 1482–1486
14.
Zurück zum Zitat McNeil JG, Starr J, Lattimer BY (2013) Autonomous fire suppression using multispectral sensors. Presented at the IEEE/ASME international conference on advanced intelligent mechatronics (AIM 2013). Wollongong, Australia McNeil JG, Starr J, Lattimer BY (2013) Autonomous fire suppression using multispectral sensors. Presented at the IEEE/ASME international conference on advanced intelligent mechatronics (AIM 2013). Wollongong, Australia
15.
Zurück zum Zitat Starr JW, Lattimer BY (2013) Application of thermal infrared stereo vision in fire environments. Presented at the IEEE/ASME international conference on advanced intelligent mechatronics (AIM 2013). Wollongong, Australia Starr JW, Lattimer BY (2013) Application of thermal infrared stereo vision in fire environments. Presented at the IEEE/ASME international conference on advanced intelligent mechatronics (AIM 2013). Wollongong, Australia
17.
Zurück zum Zitat Starr JW, Lattimer B (2012) A comparison of IR stereo vision and LIDAR for use in fire environments. In IEEE Sensors, 2012, pp 1–4 Starr JW, Lattimer B (2012) A comparison of IR stereo vision and LIDAR for use in fire environments. In IEEE Sensors, 2012, pp 1–4
18.
Zurück zum Zitat Khoon TN, Sebastian P, Saman ABS (2012) Autonomous fire fighting mobile platform. Proc Eng 41:1145–1153CrossRef Khoon TN, Sebastian P, Saman ABS (2012) Autonomous fire fighting mobile platform. Proc Eng 41:1145–1153CrossRef
19.
Zurück zum Zitat Liljeback P, Stavdahl O, Beitnes A (2006) SnakeFighter-development of a water hydraulic fire fighting snake robot. In: 9th International conference on control, automation, robotics and vision, ICARCV’06, pp 1–6 Liljeback P, Stavdahl O, Beitnes A (2006) SnakeFighter-development of a water hydraulic fire fighting snake robot. In: 9th International conference on control, automation, robotics and vision, ICARCV’06, pp 1–6
20.
Zurück zum Zitat Hong JH, Min B-C, Taylor JM, Raskin V, Matson ET (2012) NL-based communication with firefighting robots. In: IEEE international conference on systems, man, and cybernetics (SMC), pp 1461–1466 Hong JH, Min B-C, Taylor JM, Raskin V, Matson ET (2012) NL-based communication with firefighting robots. In: IEEE international conference on systems, man, and cybernetics (SMC), pp 1461–1466
21.
Zurück zum Zitat Tan CF, Alkahari M, Rahman A (2011) Development of ground vehicle for fire fighting purpose, pp 78–81 Tan CF, Alkahari M, Rahman A (2011) Development of ground vehicle for fire fighting purpose, pp 78–81
23.
Zurück zum Zitat Chang PH, Kang YH, Cho GR, Kim JH, Jin M, Lee J et al (2006) Control architecture design for a fire searching robot using task oriented design methodology. In: International Joint Conference SICE-ICASE, 2006, pp 3126–3131 Chang PH, Kang YH, Cho GR, Kim JH, Jin M, Lee J et al (2006) Control architecture design for a fire searching robot using task oriented design methodology. In: International Joint Conference SICE-ICASE, 2006, pp 3126–3131
24.
Zurück zum Zitat Kim YD, Kim YG, Lee SH, Kang JH, An J (2009) Portable fire evacuation guide robot system. In: International conference on intelligent robots and systems, IROS 2009. IEEE/RSJ, pp 2789–2794 Kim YD, Kim YG, Lee SH, Kang JH, An J (2009) Portable fire evacuation guide robot system. In: International conference on intelligent robots and systems, IROS 2009. IEEE/RSJ, pp 2789–2794
25.
Zurück zum Zitat Longo D, Muscato G (2005) CLAWAR WP3 Applications: natural/outdoor and underwater robots. In: Climbing and walking robots. Springer, pp 1159–1170 Longo D, Muscato G (2005) CLAWAR WP3 Applications: natural/outdoor and underwater robots. In: Climbing and walking robots. Springer, pp 1159–1170
26.
Zurück zum Zitat Penders J, Alboul L, Witkowski U, Naghsh A, Saez-Pons J, Herbrechtsmeier S et al (2011) A robot swarm assisting a human fire-fighter. Adv Robot 25:93–117CrossRef Penders J, Alboul L, Witkowski U, Naghsh A, Saez-Pons J, Herbrechtsmeier S et al (2011) A robot swarm assisting a human fire-fighter. Adv Robot 25:93–117CrossRef
27.
Zurück zum Zitat Kleindienst S, Dimmeler A, Clement D (1995) Obscuration effects of smoke clouds. In: Society of photo-optical instrumentation engineers (SPIE) conference series, pp 440–451 Kleindienst S, Dimmeler A, Clement D (1995) Obscuration effects of smoke clouds. In: Society of photo-optical instrumentation engineers (SPIE) conference series, pp 440–451
28.
Zurück zum Zitat Koylu U, Faeth G (1996) Spectral extinction coefficients of soot aggregates from turbulent diffusion flames. J Heat Transf 118:415–421CrossRef Koylu U, Faeth G (1996) Spectral extinction coefficients of soot aggregates from turbulent diffusion flames. J Heat Transf 118:415–421CrossRef
29.
Zurück zum Zitat Dalzell W, Sarofim A (1969) Optical constants of soot and their application to heat-flux calculations. J Heat Transf 91:100–104CrossRef Dalzell W, Sarofim A (1969) Optical constants of soot and their application to heat-flux calculations. J Heat Transf 91:100–104CrossRef
30.
Zurück zum Zitat Jin T (2008) Chapter 2–4 Visibility and human behavior in fire smoke. In: SFPE handbook of fire protection engineering, 4th edn. The Society of Fire Protection Engineers, Boston Jin T (2008) Chapter 2–4 Visibility and human behavior in fire smoke. In: SFPE handbook of fire protection engineering, 4th edn. The Society of Fire Protection Engineers, Boston
31.
Zurück zum Zitat Felicetti R (2013) Assessment methods of fire damages in concrete tunnel linings. Fire Technol 49:509–529CrossRef Felicetti R (2013) Assessment methods of fire damages in concrete tunnel linings. Fire Technol 49:509–529CrossRef
32.
Zurück zum Zitat Hajpál M (2002) Changes in sandstones of historical monuments exposed to fire or high temperature. Fire Technol 38:373–382CrossRef Hajpál M (2002) Changes in sandstones of historical monuments exposed to fire or high temperature. Fire Technol 38:373–382CrossRef
33.
Zurück zum Zitat Cider L (1993) Cleaning and reliability of smoke-contaminated electronics. Fire Technol 29:226–245CrossRef Cider L (1993) Cleaning and reliability of smoke-contaminated electronics. Fire Technol 29:226–245CrossRef
34.
Zurück zum Zitat Amon F, Ducharme A (2009) Image frequency analysis for testing of fire service thermal imaging cameras. Fire Technol 45:313–322CrossRef Amon F, Ducharme A (2009) Image frequency analysis for testing of fire service thermal imaging cameras. Fire Technol 45:313–322CrossRef
35.
Zurück zum Zitat Maxwell FD (1971) A portable IR system for observing fire thru smoke. Fire Technol 7:321–331CrossRef Maxwell FD (1971) A portable IR system for observing fire thru smoke. Fire Technol 7:321–331CrossRef
36.
Zurück zum Zitat Amon F, Hamins A, Bryner N, Rowe J (2008) Meaningful performance evaluation conditions for fire service thermal imaging cameras. Fire Saf J 43:541–550CrossRef Amon F, Hamins A, Bryner N, Rowe J (2008) Meaningful performance evaluation conditions for fire service thermal imaging cameras. Fire Saf J 43:541–550CrossRef
37.
Zurück zum Zitat Amon F, Hamins A, Rowe J (2006) First responder thermal imaging cameras: establishment of representative performance testing conditions. In: Defense and security symposium, pp 62050Y–62050Y-12 Amon F, Hamins A, Rowe J (2006) First responder thermal imaging cameras: establishment of representative performance testing conditions. In: Defense and security symposium, pp 62050Y–62050Y-12
38.
Zurück zum Zitat Amon F, Bryner N, Hamins A (2004) Evaluation of thermal imaging cameras used in fire fighting applications. In: Defense and Security, pp 44–53 Amon F, Bryner N, Hamins A (2004) Evaluation of thermal imaging cameras used in fire fighting applications. In: Defense and Security, pp 44–53
39.
Zurück zum Zitat Amon F, Benetis V, Kim J, Hamins A (2004) Development of a performance evaluation facility for fire fighting thermal imagers. In: Holst GC (ed) Proceedings SPIE, Infrared imaging systems: design, analysis, modeling, and testing XV, vol 5407. Orlando, FL. doi:10.1117/12.566779 Amon F, Benetis V, Kim J, Hamins A (2004) Development of a performance evaluation facility for fire fighting thermal imagers. In: Holst GC (ed) Proceedings SPIE, Infrared imaging systems: design, analysis, modeling, and testing XV, vol 5407. Orlando, FL. doi:10.​1117/​12.​566779
40.
Zurück zum Zitat Sakai M, Aoki Y (2006) Human and object detection in smoke-filled space using millimeter-wave radar based measurement system. In: 18th international conference on pattern recognition, ICPR 2006, pp 750–750 Sakai M, Aoki Y (2006) Human and object detection in smoke-filled space using millimeter-wave radar based measurement system. In: 18th international conference on pattern recognition, ICPR 2006, pp 750–750
41.
Zurück zum Zitat Sakai M, Aoki Y, Takagi M (2005) The support system of the firefighter’s activity by detecting objects in smoke space. In: Optomechatronic technologies 2005, pp 60510L–60510L-11 Sakai M, Aoki Y, Takagi M (2005) The support system of the firefighter’s activity by detecting objects in smoke space. In: Optomechatronic technologies 2005, pp 60510L–60510L-11
42.
Zurück zum Zitat Omine Y, Sakai M, Aoki Y, Takagi M (2004) Basic examination of a technique to visualize space filled with dense smoke using millimeter-wave radar. In: Optics east, pp 272–281 Omine Y, Sakai M, Aoki Y, Takagi M (2004) Basic examination of a technique to visualize space filled with dense smoke using millimeter-wave radar. In: Optics east, pp 272–281
43.
Zurück zum Zitat Suchong H, Zhengou Z, Yue W, Siyong Z (1996) Multi-target detection in FMCW radar. In: CIE International conference of radar proceedings, pp 367–370 Suchong H, Zhengou Z, Yue W, Siyong Z (1996) Multi-target detection in FMCW radar. In: CIE International conference of radar proceedings, pp 367–370
44.
Zurück zum Zitat Stove AG (1992) Linear FMCW radar techniques. In: IEE proceedings of radar and signal processing, pp 343–350 Stove AG (1992) Linear FMCW radar techniques. In: IEE proceedings of radar and signal processing, pp 343–350
45.
Zurück zum Zitat Rohling H (1983) Radar CFAR thresholding in clutter and multiple target situations. IEEE transactions on aerospace and electronic systems, pp 608–621 Rohling H (1983) Radar CFAR thresholding in clutter and multiple target situations. IEEE transactions on aerospace and electronic systems, pp 608–621
46.
Zurück zum Zitat Brooker G, Hennessey R, Lobsey C, Bishop M, Widzyk‐Capehart E (2007) Seeing through dust and water vapor: millimeter wave radar sensors for mining applications. J Field Robot 24:527–557CrossRef Brooker G, Hennessey R, Lobsey C, Bishop M, Widzyk‐Capehart E (2007) Seeing through dust and water vapor: millimeter wave radar sensors for mining applications. J Field Robot 24:527–557CrossRef
47.
Zurück zum Zitat Olver A, Cuthbert L (1988) FMCW radar for hidden object detection. In: IEE proceedings of communications, radar and signal processing, pp 354–361 Olver A, Cuthbert L (1988) FMCW radar for hidden object detection. In: IEE proceedings of communications, radar and signal processing, pp 354–361
48.
Zurück zum Zitat Dey D, Geyer C, Singh S, Digioia M (2011) A cascaded method to detect aircraft in video imagery. Int J Robot Res 30:1527–1540CrossRef Dey D, Geyer C, Singh S, Digioia M (2011) A cascaded method to detect aircraft in video imagery. Int J Robot Res 30:1527–1540CrossRef
49.
Zurück zum Zitat Fischler MA, Bolles RC (1981) Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Commun ACM 24:381–395MathSciNetCrossRef Fischler MA, Bolles RC (1981) Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Commun ACM 24:381–395MathSciNetCrossRef
50.
Zurück zum Zitat Babrauskas V, Grayson S (1990) Heat release in fires. Taylor & Francis, Boca Raton Babrauskas V, Grayson S (1990) Heat release in fires. Taylor & Francis, Boca Raton
Metadaten
Titel
Firefighting Robot Stereo Infrared Vision and Radar Sensor Fusion for Imaging through Smoke
verfasst von
Jong-Hwan Kim
Joseph W. Starr
Brian Y. Lattimer
Publikationsdatum
01.07.2015
Verlag
Springer US
Erschienen in
Fire Technology / Ausgabe 4/2015
Print ISSN: 0015-2684
Elektronische ISSN: 1572-8099
DOI
https://doi.org/10.1007/s10694-014-0413-6

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