辽宁石油化工大学学报2025，Vol.45Issue(2)：83-89,7.DOI:10.12422/j.issn.1672-6952.2025.02.011
基于B/S架构的多路火焰智能监控系统设计
The Design of Multi-Channel Flame Intelligent Monitoring System Based on B/S Architecture
摘要
Abstract
As a high-risk area,the fire safety has always attracted much attention.Although smoke and flame alarm have been widely used,there are still problems such as single-point detection and easy environmental impact.In response to such problems,a multi-way flame smart video monitoring system based on the B/S architecture is designed and implemented,and it is presented in the form of a web system.In the system,an improved YOLOV5 flame detection algorithm is integrated.The Ghost convolution is used to replace in conventional convolution to achieve the lightweight of the network,and the improved attention mechanism modules and small target detection anchor frame is added to enhance small target detection ability.Finally,the flame movement information extracted from the Optical flow network and the original flame data is sent into the improved YOLOV5 flame detection algorithm to further improve the detection accuracy of the flame.A large number of on-site test proves that the system can identify and locate the flames in the plant in real time.The detecting frame rate can reach 15 ms/frame,and the detection rate reaches 100%,which has high stability.An efficient and reliable fire monitoring solution is provided for the chemical industry.关键词
火焰检测/B/S架构/计算机视觉/运动信息/监控系统Key words
Flame detection/B/S architecture/Computer vision/Sports information/Monitoring system分类
计算机与自动化引用本文复制引用
班铭,田鹏伟,曹江涛..基于B/S架构的多路火焰智能监控系统设计[J].辽宁石油化工大学学报,2025,45(2):83-89,7.基金项目
国家自然科学基金项目(61673199). （61673199）
