吉林大学学报(工学版) ›› 2016, Vol. 46 ›› Issue (6): 2067-2073.doi: 10.13229/j.cnki.jdxbgxb201606041

Previous Articles     Next Articles

Accurate fire location method in high and large-span space buildings

LU Ying1, 2, WANG Hui-qin1, 2, QIN Li-ke1   

  1. 1.College of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China;
    2.College of Architecture, Xi'an University of Architecture and Technology, Xi'an 710055, China
  • Received:2015-03-22 Online:2016-11-20 Published:2016-11-20

Abstract: For the requirements of interior fire location in high and large-span space buildings, an accurate 3D fire location method is proposed. To overcome the difficulty of establishing accurate mathematical model of camera in traditional non-linear calibration, an implicit camera calibration method based on Improved Particle Swarm Optimization (IPSO) algorithm and Least Square Support Vector Machine (LSSVM) is developed. First, the mapping relationship between the plane pixel coordinates and the spatial coordinates is established. Then, IPSO algorithm is applied to search the optimum parameters of the LSSVM regression model to improve the convergence speed and generalization ability. Finally the space positioning of the fire is realized by 3D reconstruction. The proposed method has been applied in fire location in high and large-span space buildings and the results suggest that the method is effective, fast and accurate.

Key words: computer application, high and large-span space buildings, camera calibration, fire location, particle swarm optimization(PSO) algorithm, least square support vector machine(LSSVM)

CLC Number: 

  • TP391
[1] 侯杰,钱稼茹,赵作周,等.高大空间建筑火灾探测及扑救技术发展思考[J].华中科技大学学报:城市科学版,2008,25(4):196-202.
Hou Jie, Qian Jia-ru, Zhao Zuo-zhou, et al.Research on fire detection and putting out technology for high and large-span space buildings[J].Journal of Huazhong Univesity of Science and Technology(Urban Science Edition), 2008,25(4):196-202.
[2] Ko B C, Cheong K H, Nam J Y. Fire detection based on vision sensor and support vector machines[J]. Fire Safety Journal,2009,44(3):322-329.
[3] Borges P V K, Izquierdo E. A probabilistic approach for vision-based fire detection in videos[J]. IEEE Transactions on Circuits and Systems for Video Technology,2010,20(5):721-731.
[4] Du H, Li M G. The study for particle image velocimetry system based on binocular vision[J]. Measuement,2009,42(4):619-627.
[5] Lauer M, Schonbein M, Lange S, et al. 3D-object tracking with a mixed omnidirectional stereo camera system[J]. Mechatronics,2011,21(2):390-398.
[6] 杨景豪,刘巍,刘阳,等. 双目立体视觉测量系统的标定[J]. 光学精密工程,2016,24(2):300-308.
Yang Jing-hao,Liu Wei,Liu Yang,et al. Calibration of binocular vision measurement system[J]. Optics and Precision Engineering, 2016,24(2):300-308.
[7] 吕朝辉,张兆杨,安平. 基于神经网络的立体视觉摄像机标定[J]. 机械工程学报,2003,39(9):93-96.
Lv Chao-hui,Zhang Zhao-yang,An Ping. Camera calibration for stereo vision based on neural network[J]. Chinese Journal of Mechanical Engineering,2003,39(9):93-96.
[8] 张可,许斌,唐立新,等. 基于改进遗传算法的立体视觉系统标定[J]. 计算机工程与应用,2006,42(1):1-4.
Zhang Ke,Xu Bin,Tang Li-xin,et al. Camera calibration of stereo vision system based on genetic algorithms[J]. Computer Engineering and Applications,2006,42(1):1-4.
[9] 刘胜,傅荟璇,王宇超. 基于 LS-SVM 的立体视觉摄像机标定[J]. 光电工程,2008,35(10):21-25.
Liu Sheng,Fu Hui-xuan,Wang Yu-chao. Camera calibration for stereo vision based on LS-SVM[J]. Opto-Electronic Engineering,2008,35(10):21-25.
[10] 刘金颂,原思聪,江祥奎,等. 基于PSO和LSSVM 回归的摄像机标定[J]. 光电工程,2010,37(5):47-51.
Liu Jin-song, Yuan si-cong, Jiang Xiang-kui, et al. Camera calibration based on PSO and LSSVM regression[J]. Opto-Electronic Engineering,2010,37(5):47-51.
[11] 龙文,焦建军,龙祖强. 基于PSO优化LSSVM的未知模型混沌系统控制[J]. 物理学报,2011,60(11):112-117.
Long Wen, Jiao Jian-jun, Long Zu-Qiang. Control of chaos solely based on PSO-LSSVM without using ananalytical model[J]. Acta Physica Sinica,2011,60(11):112-117.
[12] 刘强,孙际哲,陈西宏,等. CPSO-LSSVM在自回归钟差预报中的应用[J]. 吉林大学学报:工学版,2014,44(3):807-811.
Liu Qiang, Sun Ji-zhe, Chen Xi-hong, et al. Application analysis of CPSO-LSSVM algorithm in AR clock error prediction[J]. Journal of Jilin University (Engineering and Technology Edition),2014,44(3):807-811.
[13] 邓丹, 吴谨, 朱磊, 等. 基于纹理抑制和连续分布估计的显著性目标检测方法[J]. 液晶与显示, 2015,30(1): 120-125.
Deng Dan, Wu Jin, Zhu Lei,et al.Significant target detection method based on texture inhibition and continuous distribution estimation[J]. Chinese Journal of Liquid Crystal and Displays, 2015,30(1): 120-125.
[13] 杜杰, 吴谨, 朱磊. 基于区域特征融合的RGBD显著目标检测[J]. 液晶与显示, 2016, 31(1): 117-123.
Du Jie, Wu Jin, Zhu Lei. RGBD salient object detection based on regional feature integration[J]. Chinese Journal of Liquid Crystal and Displays,2016, 31(1): 117-123.
[1] LIU Fu,ZONG Yu-xuan,KANG Bing,ZHANG Yi-meng,LIN Cai-xia,ZHAO Hong-wei. Dorsal hand vein recognition system based on optimized texture features [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1844-1850.
[2] WANG Li-min,LIU Yang,SUN Ming-hui,LI Mei-hui. Ensemble of unrestricted K-dependence Bayesian classifiers based on Markov blanket [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1851-1858.
[3] JIN Shun-fu,WANG Bao-shuai,HAO Shan-shan,JIA Xiao-guang,HUO Zhan-qiang. Synchronous sleeping based energy saving strategy of reservation virtual machines in cloud data centers and its performance research [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1859-1866.
[4] ZHAO Dong,SUN Ming-yu,ZHU Jin-long,YU Fan-hua,LIU Guang-jie,CHEN Hui-ling. Improved moth-flame optimization method based on combination of particle swarm optimization and simplex method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1867-1872.
[5] LIU En-ze,WU Wen-fu. Agricultural surface multiple feature decision fusion disease judgment algorithm based on machine vision [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1873-1878.
[6] OUYANG Dan-tong, FAN Qi. Clause-level context-aware open information extraction [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1563-1570.
[7] LIU Fu, LAN Xu-teng, HOU Tao, KANG Bing, LIU Yun, LIN Cai-xia. Metagenomic clustering method based on k-mer frequency optimization [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1593-1599.
[8] GUI Chun, HUANG Wang-xing. Network clustering method based on improved label propagation algorithm [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1600-1605.
[9] LIU Yuan-ning, LIU Shuai, ZHU Xiao-dong, CHEN Yi-hao, ZHENG Shao-ge, SHEN Chun-zhuang. LOG operator and adaptive optimization Gabor filtering for iris recognition [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1606-1613.
[10] CHE Xiang-jiu, WANG Li, GUO Xiao-xin. Improved boundary detection based on multi-scale cues fusion [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1621-1628.
[11] ZHAO Hong-wei, LIU Yu-qi, DONG Li-yan, WANG Yu, LIU Pei. Dynamic route optimization algorithm based on hybrid in ITS [J]. 吉林大学学报(工学版), 2018, 48(4): 1214-1223.
[12] HUANG Hui, FENG Xi-an, WEI Yan, XU Chi, CHEN Hui-ling. An intelligent system based on enhanced kernel extreme learning machine for choosing the second major [J]. 吉林大学学报(工学版), 2018, 48(4): 1224-1230.
[13] FU Wen-bo, ZHANG Jie, CHEN Yong-le. Network topology discovery algorithm against routing spoofing attack in Internet of things [J]. 吉林大学学报(工学版), 2018, 48(4): 1231-1236.
[14] CAO Jie, SU Zhe, LI Xiao-xu. Image annotation method based on Corr-LDA model [J]. 吉林大学学报(工学版), 2018, 48(4): 1237-1243.
[15] HOU Yong-hong, WANG Li-wei, XING Jia-ming. HTTP-based dynamic adaptive streaming video transmission algorithm [J]. 吉林大学学报(工学版), 2018, 48(4): 1244-1253.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] ZHU Jian-feng, LIN Yi, CHEN Xiao-kai, SHI Guo-biao. Structural topology optimization based design of automotive transmission housing structure[J]. 吉林大学学报(工学版), 2013, 43(03): 584 -589 .
[2] XIAO Yun, LEI Jun-qing, ZHANG Kun, LI Zhong-san. Fatigue stiffness degradation of prestressed concrete beam under multilevel amplitude cycle loading[J]. 吉林大学学报(工学版), 2013, 43(03): 665 -670 .
[3] ZHOU Feng-dao, WANG Jin-yu, TANG Hong-zhong, ZHANG He, ZHOU Ji-yu. Multi-frequency digital drive signal generation technology in near surface electromagnetic detection domain[J]. 吉林大学学报(工学版), 2013, 43(03): 682 -687 .
[4] OUYANG Ji-hong, WANG Zhen-xin, JING Li. Expanding 9-intersection model with metric relations[J]. 吉林大学学报(工学版), 2013, 43(03): 695 -700 .
[5] GUO Tie-liang, ZHAO Dan-feng, YANG Da-wei. Efficient Doppler estimation for UWA OFDM systems[J]. 吉林大学学报(工学版), 2013, 43(03): 813 -818 .
[6] ZHOU Feng-dao, TANG Hong-zhong, GUO Xin, WANG Jin-yu. Current overshoot produce principle and inhibition of transmitter of time domain electromagnetic detection system[J]. 吉林大学学报(工学版), 2013, 43(04): 1023 -1028 .
[7] LIU Shao-gang, GUO Yun-long, JIA He-ming. Rescue robot simultaneous localization and mapping based on extraction and matching of line features[J]. 吉林大学学报(工学版), 2013, 43(04): 1035 -1044 .
[8] LI Zhan-shan, ZHANG Liang, GUO Jin-song, ZHANG Qian. Boundary heuristic based on problem structure[J]. 吉林大学学报(工学版), 2013, 43(04): 1045 -1051 .
[9] SANG Ai-jun, MU Sen, WANG Mo-lin, CUI Hai-ting, CHEN He-xin. Multi-view video coding based on multi-dimensional vector matrix[J]. 吉林大学学报(工学版), 2013, 43(04): 1110 -1115 .
[10] HE Yao, LIU Xing-tao, ZHANG Chen-bin, CHEN Zong-hai. Insulation detection algorithm for high-power battery system based on internal resistance model[J]. 吉林大学学报(工学版), 2013, 43(05): 1165 -1170 .