首页|监测与仿真协同的实验室智能应急疏散系统研究

监测与仿真协同的实验室智能应急疏散系统研究

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高校实验室是消防安全管理的重点,常规消防疏散指示牌方向固定,无法根据火情变化实时调整指引逃生路线,该文设计了一种基于监测与路径仿真协同的实验室智能消防应急疏散系统,基于 YOLOv5s 框架监测人流量,利用 Pathfinder 对疏散路径进行规划,以逃生时间最短为目标计算疏散路径,实现了火灾信息自动采集和疏散方向智能指引。在两种模拟火灾场景下疏散效率分别提高了19。95%和12。71%,有效降低了消防疏散风险。
Research on a laboratory intelligent fire emergency evacuation system based on monitoring and simulation collaboration
[Objective]A laboratory is an important place for scientific research and teaching in colleges and universities,with dense personnel,many types of dangerous sources,and a high incidence of accidents.Thus,it is also the focus of fire safety.The indicating direction of current fire evacuation instruction systems is fixed and cannot adjust the current best escape route according to the fire situation in real time.It can easily guide people to fires in complex buildings,greatly increasing the evacuation risk,and apparently cannot meet actual needs.Therefore,designing a laboratory intelligent fire emergency evacuation system based on the coordination of monitoring and path simulation is extremely necessary to realize internal fire information collection and intelligent evacuation direction guidance in laboratory scenes.[Methods]First,the overall scheme and function of the system are designed.The system is composed of a fire information sensing indicator and an intelligent evacuation decision-making terminal.The fire information sensor indicator uses an STM32 microprocessor as the main control.It collects smoke,temperature,and other sensor information and then determines the fire situation by comparing the data with threshold values.In this paper,an intelligent indicator with adjustable direction is designed.It can change the direction of the evacuation indication by controlling the LED background light to turn on or turn off.The intelligent evacuation decision-making terminal is connected to the image acquisition system.Through machine vision,the contours of the head and shoulders of the human body are identified on the basis of the YOLOv5s framework.Therefore,the human flow is monitored.On this basis,Pathfinder is used to establish a physical model and personnel distribution model of the laboratory building.It simulates the personnel evacuation plan,obtains the theoretical optimal evacuation route,and calculates the evacuation indication direction in the scene using an intelligent algorithm.Then,the software program controls the direction of the emergency evacuation indicator light.Finally,the system verifies the guiding effect in real time.It controls the direction of the emergency evacuation indicator light according to the change in the fire situation and forms a new safety evacuation network to achieve the purpose of intelligent evacuation.It is aimed at the shortest total escape time for personnel in the laboratory building.QT Creator is used to construct the entire central control system.[Results]This system can accurately monitor fire information,obtain statistics on human flow in laboratory buildings,trigger the alarm when a fire occurs,optimize the emergency evacuation path according to the Pathfinder simulation and system monitoring results,adjust the direction of the evacuation indicator,and reduce the evacuation time.Through comparison with other cases,it is found that without intelligent guidance,people actively choose the nearest exit,and congestion occurs.When there is intelligent guidance,the optimal path is selected to avoid congestion in evacuation.Therefore,the evacuation time in the two scenarios with intelligent guidance is reduced by 19.95% and 12.71%,respectively,compared with that without intelligent guidance.[Conclusions]According to the above research,the laboratory intelligent fire emergency evacuation system based on the coordination of monitoring and simulation has achieved good results in fire information monitoring,evacuation flow detection,intelligent dynamic evacuation path planning and personnel evacuation guidance.It can greatly improve emergency evacuation ability during fires and has promotion value in complex buildings.

laboratoryfire protectionmonitoringemergency evacuationroute planning

厉志安、李笑、鲍雨田、葛江勤、李琛

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中国计量大学 能源环境与安全工程学院,浙江 杭州 310018

蒲惠智造科技有限公司,浙江 杭州 310020

实验室 消防 监测 应急疏散 路径规划

浙江省教育厅一般科研项目

Y202351242

2024

实验技术与管理
清华大学

实验技术与管理

CSTPCD北大核心
影响因子:1.651
ISSN:1002-4956
年,卷(期):2024.41(9)