CN106940825A - A kind of evacuation planning method and evacuation planning system towards disaster emergency - Google Patents

A kind of evacuation planning method and evacuation planning system towards disaster emergency Download PDF

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CN106940825A
CN106940825A CN201710070382.9A CN201710070382A CN106940825A CN 106940825 A CN106940825 A CN 106940825A CN 201710070382 A CN201710070382 A CN 201710070382A CN 106940825 A CN106940825 A CN 106940825A
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徐小龙
张雷
李涛
孙雁飞
杨庚
章韵
马玲玲
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Nanjing Post and Telecommunication University
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Abstract

本发明涉及一种面向灾难应急的疏散规划方法及疏散规划系统,通过建立虚拟力场,将复杂的大规模疏散问题通过力场函数进行描述,并通过力场函数的负梯度方向决定人员的疏散方向,解决了对于复杂的灾难环境难以建模的问题,使问题描述简单,同时提升了算法的计算效率;而且能够将待疏散人员位置、避难场所分布及其容量等影响应急疏散规划的因素考虑在内,给待疏散人员提供及时的疏散引导,并且在算法的求解过程中,将应急避难场所实时剩余容量参数作为引力系数,使得整个疏散过程中避难场所的容量达到均衡状态,节省了大量疏散时间,随着疏散人数规模的增加,算法优势愈加明显。

The invention relates to an evacuation planning method and evacuation planning system oriented to disaster emergency. By establishing a virtual force field, the complex large-scale evacuation problem is described by a force field function, and the evacuation of personnel is determined by the negative gradient direction of the force field function. It solves the problem that it is difficult to model the complex disaster environment, makes the problem description simple, and improves the calculation efficiency of the algorithm; it can also take into account the factors that affect emergency evacuation planning, such as the location of people to be evacuated, the distribution and capacity of shelters, etc. Internally, timely evacuation guidance is provided for the people to be evacuated, and in the process of solving the algorithm, the real-time remaining capacity parameters of the emergency refuge are used as the gravity coefficient, so that the capacity of the refuge reaches a balanced state during the entire evacuation process, saving a lot of evacuation. Over time, with the increase in the number of evacuated people, the advantages of the algorithm become more and more obvious.

Description

一种面向灾难应急的疏散规划方法及疏散规划系统Disaster emergency-oriented evacuation planning method and evacuation planning system

技术领域technical field

本发明涉及一种面向灾难应急的疏散规划方法及疏散规划系统,属于灾害防护技术领域。The invention relates to a disaster emergency-oriented evacuation planning method and an evacuation planning system, belonging to the technical field of disaster protection.

背景技术Background technique

近年来,难以预测和控制的各类灾难事件频频爆发,给人类带来沉痛的灾难和巨大的经济损失,有些影响巨大而深远。2005年,“卡特里娜”飓风横扫美国佛罗里达州及墨西哥湾沿海地区,造成1800多人死亡,数百万人无家可归,经济损失达340多亿美元;2011年日本东部海域发生了9.0级地震,地震引发了巨大海啸,造成了重大人员伤亡和财产损失,地震和海啸还袭击了福岛核电站,引发了继切尔诺贝利核泄漏以来,最大规模的核泄漏事故,紧急疏散人数达10余万人,这些大型灾难事件都导致了大规模的群体性迁移避难行为。因此,如何针对灾难事件的高突发性、破坏性、复杂性和不确定性等特点,开展快速有效的灾难应急处理越来越受到世界各国政府及学术界的关注。而防止和减少事故造成人员伤亡的最重要措施是对处在灾难影响范围内的人员及时进行有序疏散规划。In recent years, various disasters that are difficult to predict and control have broken out frequently, bringing painful disasters and huge economic losses to human beings, some of which have huge and far-reaching impacts. In 2005, Hurricane "Katrina" swept across Florida and the coast of the Gulf of Mexico, causing more than 1,800 deaths, millions of people homeless, and economic losses of more than 34 billion U.S. dollars; The earthquake triggered a huge tsunami, which caused heavy casualties and property losses. The earthquake and tsunami also hit the Fukushima nuclear power plant, triggering the largest nuclear leak since the Chernobyl nuclear leak, and the number of emergency evacuations These large-scale disasters have led to large-scale group migration and refuge. Therefore, how to carry out rapid and effective disaster emergency response to the characteristics of high suddenness, destructiveness, complexity and uncertainty of disaster events has attracted more and more attention from governments and academic circles around the world. The most important measure to prevent and reduce casualties caused by accidents is to carry out timely and orderly evacuation planning for people within the scope of the disaster.

对于应急疏散规划问题(Emergency Evacuation Planning Problem,EEPP),目前主要存在以下几个难点:For the emergency evacuation planning problem (Emergency Evacuation Planning Problem, EEPP), there are mainly the following difficulties:

(1)灾难发生时,由于灾难实况信息传播不及时,受灾区域内的待疏散人员处于高度紧张恐惧状态,影响了对灾难形势的判断,从众心理造成大范围的道路拥堵,无组织的疏散行为造成避难场所分配的严重不均衡,延误了宝贵的疏散时间。(1) When a disaster occurs, due to the untimely dissemination of real disaster information, the people to be evacuated in the disaster-stricken area are in a state of high tension and fear, which affects the judgment of the disaster situation, and the herd mentality causes large-scale road congestion and unorganized evacuation behavior This resulted in a serious imbalance in the distribution of shelters and delayed the precious evacuation time.

(2)现有的关于应急疏散规划的相关研究成果可分为宏观和微观两个方面。宏观疏散研究关注大规模的人员疏散,但是缺乏人性化疏散的考虑;微观疏散研究主要关注小规模人群在室内环境下的疏散,但是缺乏对宏观上避难场所分配的考虑,不具有普适性。(2) The existing research results on emergency evacuation planning can be divided into two aspects: macroscopic and microscopic. Macroscopic evacuation research focuses on large-scale evacuation, but lacks the consideration of humanized evacuation; microscopic evacuation research mainly focuses on the evacuation of small-scale crowds in an indoor environment, but lacks consideration of macroscopic evacuation place allocation, and is not universal.

(3)影响应急疏散规划的因素很多,例如待疏散人员位置、道路拥塞状况、避难场所分布及其容量等,但现有的研究通常仅考虑单方面或某几个方面的影响因素,进而影响了研究的科学性,且缺乏实际应用性。(3) There are many factors that affect emergency evacuation planning, such as the location of people to be evacuated, road congestion, the distribution and capacity of shelters, etc., but the existing research usually only considers unilateral or certain factors, and then affects The scientific nature of the research is compromised, and the practical application is lacking.

发明内容Contents of the invention

本发明所要解决的技术问题是提供一种能够有效提高求解效率,缩短疏散路线长度和疏散时间,使周边避难场所剩余容量达到均衡状态的面向灾难应急的疏散规划方法。The technical problem to be solved by the present invention is to provide a disaster emergency-oriented evacuation planning method that can effectively improve the solution efficiency, shorten the length of evacuation routes and evacuation time, and make the remaining capacity of surrounding refuges reach a balanced state.

本发明为了解决上述技术问题采用以下技术方案:本发明设计了一种面向灾难应急的疏散规划方法,分别针对各个待疏散人员,按如下步骤,实现待疏散人员向避难场所的疏散:The present invention adopts the following technical solutions in order to solve the above-mentioned technical problems: the present invention has designed a kind of evacuation planning method facing disaster emergency, respectively for each person to be evacuated, according to the following steps, to realize the evacuation of the people to be evacuated to the place of refuge:

步骤1.以待疏散人员的经纬度坐标X建立该疏散人员所对应的直角坐标系xoy;Step 1. Establish the Cartesian coordinate system xoy corresponding to the evacuated personnel with the latitude and longitude coordinates X of the personnel to be evacuated;

步骤2.获得待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之前的欧几里得距离,作为危险距离dO,同时,获得待疏散人员经纬度坐标X分别与各个避难所经纬度坐标Gm之间的欧几里得距离,作为待疏散人员分别对应各个避难所的疏散距离1≤m≤M,M表示避难所的总数;Step 2. Obtain the Euclidean distance between the longitude and latitude coordinates X of the people to be evacuated and the longitude and latitude coordinates O of the disaster occurrence point, as the danger distance d O , and at the same time, obtain the distance between the longitude and latitude coordinates X of the people to be evacuated and the longitude and latitude coordinates G m of each refuge The Euclidean distance between is used as the evacuation distance of each refuge for the people to be evacuated 1≤m≤M, M represents the total number of shelters;

步骤3.针对各个避难所,获得满足条件所对应的各个避难所,作为对应于待疏散人员的各个可选疏散避难所,ρG表示预设避难所安全疏散距离;Step 3. For each shelter, get the satisfaction Each shelter corresponding to the condition is used as each optional evacuation shelter corresponding to the people to be evacuated, and ρG represents the safe evacuation distance of the preset shelter;

步骤4.分别针对各个可选疏散避难所,根据如下公式:Step 4. For each optional evacuation shelter, according to the following formula:

获得各个可选疏散避难所分别针对待疏散人员的虚拟引力其中,i={1、…、I},I≤M,I表示对应于待疏散人员的可选疏散避难所的个数,表示第i个可选疏散避难所针对待疏散人员的虚拟引力,k表示预设虚拟引力系数,ρ(X,Gi)表示待疏散人员经纬度坐标X与第i个安全疏散避难经纬度坐标Gi之间的欧几里得距离;Obtain the virtual gravity of each optional evacuation shelter for the people to be evacuated Among them, i={1,...,I}, I≤M, I represents the number of optional evacuation shelters corresponding to the people to be evacuated, Indicates the virtual gravitational force of the i-th optional evacuation shelter for the people to be evacuated, k represents the preset virtual gravitational coefficient, ρ(X,G i ) represents the latitude and longitude coordinates X of the people to be evacuated and the latitude and longitude coordinates G i of the ith safe evacuation refuge Euclidean distance between;

同时,根据如下公式:At the same time, according to the following formula:

获得灾难发生点针对待疏散人员的虚拟斥力Frep(X),其中,m表示预设虚拟斥力系数,ρ(X,O)表示待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间的欧几里得距离,表示待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间的单位向量,ρ0表示灾难发生点的虚拟斥力作用半径;Obtain the virtual repulsion F rep (X) of the disaster occurrence point for the personnel to be evacuated, where m represents the preset virtual repulsion coefficient, ρ(X, O) represents the distance between the latitude and longitude coordinates X of the personnel to be evacuated and the latitude and longitude coordinates O of the disaster occurrence point Euclidean distance, Indicates the unit vector between the longitude and latitude coordinate X of the people to be evacuated and the longitude and latitude coordinate O of the disaster occurrence point, ρ0 represents the virtual repulsion radius of the disaster occurrence point;

步骤5.获得待疏散人员经纬度坐标X分别与各个安全避难所经纬度坐标Gi之间的连线,并分别获得该各个连线与直角坐标系xoy中x轴之间的夹角αi,αi表示待疏散人员经纬度坐标与第i个安全避难所经纬度坐标之间连线和直角坐标系xoy中x轴之间的夹角;同时,获得待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间连线和直角坐标系xoy中x轴之间的夹角β;Step 5. Obtain the connection lines between the latitude and longitude coordinates X of the personnel to be evacuated and the latitude and longitude coordinates G i of each safe refuge, and respectively obtain the angles α i and α between each connection line and the x-axis in the rectangular coordinate system xoy i represents the angle between the line between the latitude and longitude coordinates of the people to be evacuated and the latitude and longitude coordinates of the ith safe refuge and the x-axis in the rectangular coordinate system xoy; at the same time, the latitude and longitude coordinates X of the people to be evacuated and the latitude and longitude coordinates O of the disaster occurrence point are obtained The angle β between the connecting line and the x-axis in the Cartesian coordinate system xoy;

步骤6.根据待疏散人员经纬度坐标X分别与各个可选疏散避难所经纬度坐标Gi之间连线和直角坐标系xoy中x轴之间的夹角αi,以及待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间连线和直角坐标系xoy中x轴之间的夹角β,获得各个和Frep(X)作用于直角坐标系xoy中x轴上分量的合力Fsumx(X),以及获得各个和Frep(X)作用于直角坐标系xoy中y轴上分量的合力Fsumy(X);Step 6. According to the angle α i between the line between the latitude and longitude coordinates X of the personnel to be evacuated and the latitude and longitude coordinates G i of each optional evacuation shelter and the x-axis in the Cartesian coordinate system xoy, and the latitude and longitude coordinates X of the personnel to be evacuated and The angle β between the line connecting the longitude and latitude coordinates O of the disaster occurrence point and the x-axis in the Cartesian coordinate system xoy can be obtained for each and F rep (X) act on the resultant force F sumx (X) of the component on the x-axis in the rectangular coordinate system xoy, and obtain each and F rep (X) act on the resultant force F sumy (X) of the component on the y-axis in the rectangular coordinate system xoy;

步骤7.由Fsumx(X)和Fsumy(X)获得作用于待疏散人员的虚拟合力F(X),并获得虚拟合力F(X)与直角坐标系xoy中x轴的夹角η;Step 7. Obtain the virtual resultant force F (X) acting on the personnel to be evacuated by F sumx (X) and F sumy (X), and obtain the included angle η of the x-axis in the virtual resultant force F (X) and the Cartesian coordinate system xoy;

步骤8.根据虚拟合力F(X)与直角坐标系xoy中x轴的夹角η,确定待疏散人员的疏散方向,然后针对各个可选疏散避难所,获得各个可选疏散避难所所对应|η-αi|的值,并获得该最小值所对应的可选疏散避难所,作为待疏散人员的最终疏散避难所。Step 8. Determine the evacuation direction of the people to be evacuated according to the angle η between the virtual resultant force F(X) and the x-axis in the Cartesian coordinate system xoy, and then obtain the correspondence of each optional evacuation shelter for each optional evacuation shelter The value of η-α i |, and obtain the optional evacuation shelter corresponding to the minimum value, as the final evacuation shelter of the people to be evacuated.

作为本发明的一种优选技术方案:采用力的正交分解法执行所述步骤6操作。As a preferred technical solution of the present invention: the operation of step 6 is performed by adopting an orthogonal decomposition method of force.

本发明所述一种面向灾难应急的疏散规划方法采用以上技术方案与现有技术相比,具有以下技术效果:Compared with the prior art, a disaster emergency-oriented evacuation planning method adopted by the present invention has the following technical effects:

(1)本发明设计的面向灾难应急的疏散规划方法,通过建立虚拟力场,将复杂的大规模疏散问题通过力场函数进行描述,并通过力场函数的负梯度方向决定人员的疏散方向,解决了对于复杂的灾难环境难以建模的问题,使问题描述简单,同时提升了算法的计算效率;(1) The disaster emergency-oriented evacuation planning method designed by the present invention describes the complex large-scale evacuation problem through the force field function by establishing a virtual force field, and determines the evacuation direction of personnel by the negative gradient direction of the force field function, It solves the problem that it is difficult to model complex disaster environments, makes the problem description simple, and improves the computational efficiency of the algorithm;

(2)本发明设计的面向灾难应急的疏散规划方法中,能够将待疏散人员位置、避难场所分布及其容量等影响应急疏散规划的因素考虑在内,给待疏散人员提供及时的疏散引导,并且在算法的求解过程中,将应急避难场所实时剩余容量参数作为引力系数,使得整个疏散过程中避难场所的容量达到均衡状态,节省了大量疏散时间。随着疏散人数规模的增加,算法优势愈加明显。(2) In the disaster emergency-oriented evacuation planning method designed by the present invention, the factors affecting the emergency evacuation planning, such as the position of the personnel to be evacuated, the distribution of refuges and their capacity, etc., can be taken into consideration, and timely evacuation guidance can be provided for the personnel to be evacuated, And in the process of solving the algorithm, the real-time remaining capacity parameters of the emergency shelter are used as the gravity coefficient, so that the capacity of the shelter reaches a balanced state during the entire evacuation process, which saves a lot of evacuation time. As the number of evacuated people increases, the advantages of the algorithm become more obvious.

与此相应,本发明还要解决的技术问题是基于所设计面向灾难应急的疏散规划方法,提供一种能够有效提高求解效率,缩短疏散路线长度和疏散时间,使周边避难场所剩余容量达到均衡状态,并将道路拥塞状况因素考虑在内,基于面向灾难应急的疏散规划方法的疏散规划系统。Corresponding to this, the technical problem to be solved in the present invention is to provide a method that can effectively improve the solution efficiency, shorten the length of the evacuation route and evacuation time, and make the remaining capacity of the surrounding refuges reach a balanced state based on the designed disaster emergency-oriented evacuation planning method. , and taking road congestion into consideration, an evacuation planning system based on disaster emergency-oriented evacuation planning methods.

本发明为了解决上述技术问题采用以下技术方案:本发明设计了一种应用权利要求1所述一种面向灾难应急的疏散规划方法的疏散规划系统,包括云服务器端和分别配备于各个待疏散人员的移动终端,各个移动终端中分别包括控制模块,以及分别与控制模块相连接的经纬度坐标采集模块、通信模块、信息输出模块;各个移动终端中的经纬度坐标采集模块实时采集获得对应待疏散人员的经纬度坐标,并由控制模块通过通信模块上传至云服务器端,由云服务器端基于待疏散人员经纬度坐标、灾难发生点经纬度坐标和各个避难场所经纬度坐标,获得针对待疏散人员疏散路线方案,并反馈给对应待疏散人员的移动终端,通过对应移动终端中的信息输出模块向对应待疏散人员进行展示,实现对应待疏散人员的安全疏散。In order to solve the above-mentioned technical problems, the present invention adopts the following technical solutions: the present invention designs an evacuation planning system that applies a disaster emergency-oriented evacuation planning method described in claim 1, including a cloud server and a cloud server that is respectively equipped for each person to be evacuated Each mobile terminal includes a control module, and a latitude and longitude coordinate acquisition module, a communication module, and an information output module that are connected to the control module respectively; The latitude and longitude coordinates are uploaded by the control module to the cloud server through the communication module, and the cloud server obtains the evacuation route plan for the personnel to be evacuated based on the latitude and longitude coordinates of the personnel to be evacuated, the latitude and longitude coordinates of the disaster occurrence point, and the latitude and longitude coordinates of each shelter, and gives feedback The mobile terminal corresponding to the personnel to be evacuated is displayed to the corresponding personnel to be evacuated through the information output module in the corresponding mobile terminal, so as to realize the safe evacuation of the personnel to be evacuated.

作为本发明的一种优选技术方案:还包括与所述云服务器端相通信连接的管理终端。As a preferred technical solution of the present invention: it also includes a management terminal communicatively connected to the cloud server.

作为本发明的一种优选技术方案:所述移动终端中的通信模块为无线通信模块。As a preferred technical solution of the present invention: the communication module in the mobile terminal is a wireless communication module.

本发明所述一种面向灾难应急的疏散规划方法的疏散规划系统,采用以上技术方案与现有技术相比,具有以下技术效果:本发明所设计一种面向灾难应急的疏散规划方法的疏散规划系统,以所设计面向灾难应急的疏散规划方法为核心,基于Mobile Cloud计算平台进行构建,实现移动终端和云端服务器两部分功能组件的协同工作,利用云端服务器强大的计算能力,将复杂的灾难建模及大规模人群疏散规划运算全部交给云端服务器完成,移动终端只负责对定位数据的采集和疏散规划结果的展示,大大降低了对移动终端的运算能力限制,提高了系统的工作效率,缩短了处理时间,使其具有较高的推广潜力。An evacuation planning system for disaster emergency-oriented evacuation planning methods according to the present invention, compared with the prior art by adopting the above technical scheme, has the following technical effects: an evacuation planning system designed by the present invention for disaster emergency-oriented evacuation planning methods The system, with the disaster emergency-oriented evacuation planning method as the core, is constructed based on the Mobile Cloud computing platform to realize the collaborative work of the two functional components of the mobile terminal and the cloud server. Using the powerful computing power of the cloud server, the complex disaster construction Model and large-scale crowd evacuation planning calculations are all handed over to the cloud server to complete, and the mobile terminal is only responsible for the collection of positioning data and the display of evacuation planning results, which greatly reduces the limitation on the computing power of the mobile terminal, improves the working efficiency of the system, and shortens the Processing time is reduced, giving it a high promotional potential.

附图说明Description of drawings

图1是本发明所设计面向灾难应急的疏散规划方法的疏散规划系统的系统架构图;Fig. 1 is the system framework diagram of the evacuation planning system of the evacuation planning system of the design of the present invention facing disaster emergency;

图2是本发明设计面向灾难应急的疏散规划方法中灾难环境下虚拟力场示意图;Fig. 2 is the virtual force field schematic diagram under the disaster environment in the evacuation planning method of the present invention design facing disaster emergency;

图3是本发明设计面向灾难应急的疏散规划方法中灾难环境下待疏散人员在虚拟力场中的受力图;Fig. 3 is the force diagram of the personnel to be evacuated in the virtual force field under the disaster environment in the design of the evacuation planning method facing disaster emergency in the present invention;

图4是本发明设计面向灾难应急的疏散规划方法的流程图。Fig. 4 is a flow chart of the present invention for designing a disaster emergency-oriented evacuation planning method.

具体实施方式detailed description

下面结合说明书附图对本发明的具体实施方式作进一步详细的说明。The specific implementation manners of the present invention will be further described in detail below in conjunction with the accompanying drawings.

如图1所示,本发明设计了一种面向灾难应急的疏散规划方法的疏散规划系统,以所设计面向灾难应急的疏散规划方法为核心,基于Mobile Cloud计算平台进行构建,该疏散规划系统可划分为四个子系统,主要包括数据采集子系统、网络传输子系统、云服务处理子系统和用户访问子系统。数据采集子系统主要由待疏散人员的移动终端设备组成,负责对疏散人员的位置信息(即经纬度数据)进行采集;网络传输子系统的任务是把数据采集子系统获得的经纬度数据通过无线通信网络传输到云端数据接入服务器,提供网络的物理支持和数据通信保证;云端服务子系统的业务中心是系统的核心,通过云端的数据接入服务器接收来自数据采集子系统的终端数据,并提供数据存储、搜索、调用等服务,为系统分类存储管理待疏散人员的位置数据、避难场所数据、灾难数据等,云服务处理子系统的主要工作是利用云端强大的计算能力,在内容服务器中运用设计的疏散规划算法对用户数据进行分析和运算,将疏散规划结果呈现给用户;用户访问子系统是用户与云端服务的交互接口,云端通过Web服务器为应急疏散中心的管理人员提供基于Browser的访问界面,同时为待疏散人员的移动终端设备提供疏散规划展示界面及其它云端服务,使用户能够方便的获取所需信息。As shown in Figure 1, the present invention designs a kind of evacuation planning system oriented to the evacuation planning method of disaster emergency, takes the designed evacuation planning method oriented to disaster emergency as the core, and constructs it based on the Mobile Cloud computing platform, the evacuation planning system can It is divided into four subsystems, mainly including data acquisition subsystem, network transmission subsystem, cloud service processing subsystem and user access subsystem. The data acquisition subsystem is mainly composed of mobile terminal equipment for the evacuated personnel, responsible for collecting the location information (ie latitude and longitude data) of the evacuated personnel; the task of the network transmission subsystem is to transmit the latitude and longitude data obtained by the data acquisition subsystem through the wireless communication network Transmission to the cloud data access server, providing physical support of the network and data communication guarantee; the business center of the cloud service subsystem is the core of the system, receiving terminal data from the data acquisition subsystem through the cloud data access server, and providing data Store, search, call and other services, store and manage the location data of people to be evacuated, shelter data, disaster data, etc. for the system. The main task of the cloud service processing subsystem is to use the powerful computing power of the cloud to apply the design in the content server. The evacuation planning algorithm analyzes and calculates the user data, and presents the evacuation planning results to the user; the user access subsystem is the interactive interface between the user and the cloud service, and the cloud provides a browser-based access interface for the management personnel of the emergency evacuation center through the Web server At the same time, it provides the evacuation planning display interface and other cloud services for the mobile terminal equipment of the people to be evacuated, so that users can easily obtain the required information.

在实际应用中,具体来讲,本发明所设计一种面向灾难应急的疏散规划方法的疏散规划系统,包括云服务器端、与云服务器端相通信连接的管理终端,以及分别配备于各个待疏散人员的移动终端,各个移动终端中分别包括控制模块,以及分别与控制模块相连接的经纬度坐标采集模块、无线通信模块、信息输出模块;各个移动终端中的经纬度坐标采集模块实时采集获得对应待疏散人员的经纬度坐标,并由控制模块通过无线通信模块上传至云服务器端,由云服务器端基于待疏散人员经纬度坐标、灾难发生点经纬度坐标和各个避难场所经纬度坐标,获得针对待疏散人员疏散路线方案,并反馈给对应待疏散人员的移动终端,通过对应移动终端中的信息输出模块向对应待疏散人员进行展示,实现对应待疏散人员的安全疏散。In practical applications, specifically, the present invention designs an evacuation planning system oriented to a disaster emergency evacuation planning method, including a cloud server end, a management terminal communicating with the cloud server end, and a management terminal that is respectively equipped in each to-be-evacuated Mobile terminals for personnel, each mobile terminal includes a control module, and a latitude and longitude coordinate acquisition module, a wireless communication module, and an information output module respectively connected to the control module; the latitude and longitude coordinate acquisition module in each mobile terminal collects in real time to obtain the corresponding The latitude and longitude coordinates of the personnel are uploaded by the control module to the cloud server through the wireless communication module, and the cloud server obtains the evacuation route plan for the personnel to be evacuated based on the latitude and longitude coordinates of the personnel to be evacuated, the latitude and longitude coordinates of the disaster occurrence point, and the latitude and longitude coordinates of each shelter , and feed back to the mobile terminal corresponding to the people to be evacuated, and display to the corresponding people to be evacuated through the information output module in the corresponding mobile terminal, so as to realize the safe evacuation of the people to be evacuated.

本发明所设计一种面向灾难应急的疏散规划方法的疏散规划系统,其核心是疏散规划算法,下面我们将重点介绍本发明提出的、更为高效的疏散规划算法。The present invention designs an evacuation planning system oriented to the disaster emergency evacuation planning method, whose core is the evacuation planning algorithm. Below we will focus on introducing the more efficient evacuation planning algorithm proposed by the present invention.

通过对大规模应急疏散规划问题建立虚拟力场的方法进行建模,对灾难环境建立的虚拟力场如图2所示。其基本思想是假设待疏散人员作为一个质点在虚拟的力场中移动。虚拟力场中的待疏散人员受到其周围作为目标点的多个避难场所的虚拟引力和灾难发生点作为障碍物点产生的虚拟斥力,虚拟引力由目标点产生并且指向目标点,虚拟斥力由障碍物产生且指向远离障碍物的方向。于是,待疏散人员在虚拟力场中朝着下降的力场函数方向进行移动。通过虚拟引力和虚拟斥力的共同作用实现有效疏散。从图2中可以看出,距离避难场所越近,虚拟力场值越小;距离避难场所越远,虚拟力场值越大。即在任何环境空间中,只要有目标点,都可以产生并且计算出一个虚拟力场,待疏散人员在虚拟力场中的受力如图3所示。Through the method of establishing a virtual force field for large-scale emergency evacuation planning problems, the virtual force field established for the disaster environment is shown in Figure 2. The basic idea is to assume that the person to be evacuated moves in a virtual force field as a particle. The people to be evacuated in the virtual force field are subjected to the virtual gravitational force of multiple shelters around them as target points and the virtual repulsive force generated by the disaster occurrence point as an obstacle point. The virtual gravitational force is generated by the target point and points to the target point. The object is generated and points away from the obstacle. Then, the people to be evacuated move in the virtual force field towards the direction of the descending force field function. Effective evacuation is achieved through the joint action of virtual attraction and virtual repulsion. It can be seen from Figure 2 that the closer the distance to the refuge, the smaller the value of the virtual force field; the farther the distance from the refuge, the greater the value of the virtual force field. That is, in any environmental space, as long as there is a target point, a virtual force field can be generated and calculated, and the force of the people to be evacuated in the virtual force field is shown in Figure 3.

分别针对各个待疏散人员,具体按如下步骤,实现待疏散人员向避难场所的疏散For each person to be evacuated, follow the steps below to realize the evacuation of the people to be evacuated to the refuge

实际应用中,设各个避难场的经纬度坐标为Gm,单个待疏散人员的经纬度坐标为X,于是,环境空间中待疏散人员的总虚拟力场函数V(X)为:In practical applications, let the latitude and longitude coordinates of each refuge field be G m , and the latitude and longitude coordinates of a single person to be evacuated be X, so the total virtual force field function V(X) of the people to be evacuated in the environmental space is:

其中,V(X)表示虚拟复合力场,表示避难场所Gm产生的虚拟引力场,Vrep(X)表示灾难发生点经纬度坐标O位置产生的虚拟斥力场。Among them, V(X) represents the virtual composite force field, Represents the virtual gravitational field generated by the refuge site G m , and V rep (X) represents the virtual repulsive field generated by the longitude and latitude coordinate O of the disaster occurrence point.

待疏散人员受到的虚拟力被定义为力场的负梯度。因此,待疏散人员受到的虚拟合力为The virtual force experienced by the people to be evacuated is defined as the negative gradient of the force field. Therefore, the virtual resultant force received by the people to be evacuated is

其中,F(X)表示虚拟合力;表示避难场所Gm产生的虚拟引力,Frep(X)表示灾难发生点经纬度坐标O位置产生的虚拟斥力。Among them, F(X) represents the virtual resultant force; Represents the virtual gravitational force generated by the refuge site Gm , and F rep (X) represents the virtual repulsive force generated by the longitude and latitude coordinate O of the disaster occurrence point.

多个避难场所对待疏散人员产生的虚拟引力场可以将待疏散人员拉向目标点。由目标避难场所产生的虚拟引力场为The virtual gravitational field produced by multiple shelters for evacuated people can pull the people to be evacuated to the target point. The virtual gravitational field generated by the target shelter is

其中,k为虚拟引力系数,ρ(X,Gm)表示待疏散人员经纬度坐标X至避难场所Gm的欧几里得距离。Among them, k is the virtual gravitational coefficient, and ρ(X, G m ) represents the Euclidean distance from the longitude and latitude coordinate X of the people to be evacuated to the shelter G m .

避难场所Gm对待疏散人员经纬度坐标X产生的虚拟引力为:The virtual gravitational force produced by the shelter G m on the longitude and latitude coordinates X of the evacuated personnel is:

其中,是一个朝向待疏散人员经纬度坐标X、并且大小与X和Gm相关联的矢量。in, is a vector towards the latitude and longitude coordinate X of the person to be evacuated, and its magnitude is associated with X and G m .

对灾难影响范围内的待疏散人员建立虚拟斥力场,其函数如下式所示:A virtual repulsion field is established for the people to be evacuated within the scope of the disaster, and its function is shown in the following formula:

式中,l表示为虚拟斥力系数,ρ(X,O)表示待疏散人员经纬度坐标X至灾难发生点O的欧几里得距离,ρ0表示灾难发生点的虚拟斥力作用半径。In the formula, l represents the virtual repulsion coefficient, ρ(X, O) represents the Euclidean distance from the longitude and latitude coordinate X of the people to be evacuated to the disaster occurrence point O, and ρ0 represents the virtual repulsion radius of the disaster occurrence point.

定义虚拟斥力为虚拟斥力场的负梯度:Define the virtual repulsion as the negative gradient of the virtual repulsion field:

则基于虚拟力场的疏散规划算法流程如图4所示,即本发明所设计的一种面向灾难应急的疏散规划方法,分别针对各个待疏散人员,具体按如下步骤,实现待疏散人员向避难场所的疏散:The evacuation planning algorithm flow based on the virtual force field is shown in Figure 4, that is, a disaster emergency-oriented evacuation planning method designed by the present invention is aimed at each person to be evacuated, specifically according to the following steps, to realize the evacuation of the people to be evacuated Evacuation of the site:

步骤1.以待疏散人员的经纬度坐标X建立该疏散人员所对应的直角坐标系xoy。Step 1. Using the latitude and longitude coordinates X of the personnel to be evacuated, establish the rectangular coordinate system xoy corresponding to the personnel to be evacuated.

步骤2.获得待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之前的欧几里得距离,作为危险距离dO,同时,获得待疏散人员经纬度坐标X分别与各个避难所经纬度坐标Gm之间的欧几里得距离,作为待疏散人员分别对应各个避难所的疏散距离1≤m≤M,M表示避难所的总数。Step 2. Obtain the Euclidean distance between the longitude and latitude coordinates X of the people to be evacuated and the longitude and latitude coordinates O of the disaster occurrence point, as the danger distance d O , and at the same time, obtain the distance between the longitude and latitude coordinates X of the people to be evacuated and the longitude and latitude coordinates G m of each refuge The Euclidean distance between is used as the evacuation distance of each refuge for the people to be evacuated 1≤m≤M, M represents the total number of shelters.

步骤3.针对各个避难所,获得满足条件所对应的各个避难所,作为对应于待疏散人员的各个可选疏散避难所,ρG表示预设避难所安全疏散距离。Step 3. For each shelter, get the satisfaction Each shelter corresponding to the condition is an optional evacuation shelter corresponding to the people to be evacuated, and ρ G represents the safe evacuation distance of the preset shelter.

步骤4.分别针对各个可选疏散避难所,根据如下公式:Step 4. For each optional evacuation shelter, according to the following formula:

获得各个可选疏散避难所分别针对待疏散人员的虚拟引力其中,i={1、…、I},I≤M,I表示对应于待疏散人员的可选疏散避难所的个数,表示第i个可选疏散避难所针对待疏散人员的虚拟引力,k表示预设虚拟引力系数,ρ(X,Gi)表示待疏散人员经纬度坐标X与第i个安全疏散避难经纬度坐标Gi之间的欧几里得距离。Obtain the virtual gravity of each optional evacuation shelter for the people to be evacuated Among them, i={1,...,I}, I≤M, I represents the number of optional evacuation shelters corresponding to the people to be evacuated, Indicates the virtual gravitational force of the i-th optional evacuation shelter for the people to be evacuated, k represents the preset virtual gravitational coefficient, ρ(X,G i ) represents the latitude and longitude coordinates X of the people to be evacuated and the latitude and longitude coordinates G i of the ith safe evacuation refuge Euclidean distance between .

同时,根据如下公式:At the same time, according to the following formula:

获得灾难发生点针对待疏散人员的虚拟斥力Frep(X),其中,m表示预设虚拟斥力系数,ρ(X,O)表示待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间的欧几里得距离,表示待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间的单位向量,ρ0表示灾难发生点的虚拟斥力作用半径。Obtain the virtual repulsion F rep (X) of the disaster occurrence point for the personnel to be evacuated, where m represents the preset virtual repulsion coefficient, ρ(X, O) represents the distance between the latitude and longitude coordinates X of the personnel to be evacuated and the latitude and longitude coordinates O of the disaster occurrence point Euclidean distance, Indicates the unit vector between the longitude and latitude coordinate X of the people to be evacuated and the longitude and latitude coordinate O of the disaster occurrence point, and ρ0 represents the virtual repulsion radius of the disaster occurrence point.

步骤5.获得待疏散人员经纬度坐标X分别与各个安全避难所经纬度坐标Gi之间的连线,并分别获得该各个连线与直角坐标系xoy中x轴之间的夹角αi,αi表示待疏散人员经纬度坐标与第i个安全避难所经纬度坐标之间连线和直角坐标系xoy中x轴之间的夹角;同时,获得待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间连线和直角坐标系xoy中x轴之间的夹角β。Step 5. Obtain the connection lines between the latitude and longitude coordinates X of the personnel to be evacuated and the latitude and longitude coordinates G i of each safe refuge, and respectively obtain the angles α i and α between each connection line and the x-axis in the Cartesian coordinate system xoy i represents the angle between the line between the latitude and longitude coordinates of the people to be evacuated and the latitude and longitude coordinates of the ith safe refuge and the x-axis in the rectangular coordinate system xoy; at the same time, the latitude and longitude coordinates X of the people to be evacuated and the latitude and longitude coordinates O of the disaster occurrence point are obtained The angle β between the connecting line and the x-axis in the rectangular coordinate system xoy.

步骤6.采用力的正交分解法,根据待疏散人员经纬度坐标X分别与各个可选疏散避难所经纬度坐标Gi之间连线和直角坐标系xoy中x轴之间的夹角αi,以及待疏散人员经纬度坐标X与灾难发生点经纬度坐标O之间连线和直角坐标系xoy中x轴之间的夹角β,获得各个和Frep(X)作用于直角坐标系xoy中x轴上分量的合力Fsumx(X),以及获得各个和Frep(X)作用于直角坐标系xoy中y轴上分量的合力Fsumy(X)。Step 6. Using the orthogonal decomposition method of force, according to the angle α i between the line between the longitude and latitude coordinates X of the personnel to be evacuated and the longitude and latitude coordinates G i of each optional evacuation shelter and the x-axis in the rectangular coordinate system xoy, And the angle β between the line between the longitude and latitude coordinates X of the people to be evacuated and the longitude and latitude coordinates O of the disaster occurrence point and the x axis in the Cartesian coordinate system xoy, to obtain each and F rep (X) act on the resultant force F sumx (X) of the component on the x-axis in the rectangular coordinate system xoy, and obtain each and F rep (X) act on the resultant force F sumy (X) of the component on the y-axis in the rectangular coordinate system xoy.

步骤7.由Fsumx(X)和Fsumy(X)获得作用于待疏散人员的虚拟合力F(X),并获得虚拟合力F(X)与直角坐标系xoy中x轴的夹角η。Step 7. Obtain the virtual resultant force F(X) acting on the personnel to be evacuated from F sumx (X) and F sumy (X), and obtain the angle η between the virtual resultant force F(X) and the x-axis in the Cartesian coordinate system xoy.

步骤8.根据虚拟合力F(X)与直角坐标系xoy中x轴的夹角η,确定待疏散人员的疏散方向,然后针对各个可选疏散避难所,获得各个可选疏散避难所所对应|η-αi|的值,并获得该最小值所对应的可选疏散避难所,作为待疏散人员的最终疏散避难所。Step 8. Determine the evacuation direction of the people to be evacuated according to the angle η between the virtual resultant force F(X) and the x-axis in the rectangular coordinate system xoy, and then obtain the correspondence of each optional evacuation shelter for each optional evacuation shelter The value of η-α i |, and obtain the optional evacuation shelter corresponding to the minimum value, as the final evacuation shelter of the people to be evacuated.

本发明设计的面向灾难应急的疏散规划方法,通过建立虚拟力场,将复杂的大规模疏散问题通过力场函数进行描述,并通过力场函数的负梯度方向决定人员的疏散方向,解决了对于复杂的灾难环境难以建模的问题,使问题描述简单,同时提升了算法的计算效率;不仅如此,能够将待疏散人员位置、避难场所分布及其容量等影响应急疏散规划的因素考虑在内,给待疏散人员提供及时的疏散引导,并且在算法的求解过程中,将应急避难场所实时剩余容量参数作为引力系数,使得整个疏散过程中避难场所的容量达到均衡状态,节省了大量疏散时间。随着疏散人数规模的增加,算法优势愈加明显。The disaster emergency-oriented evacuation planning method designed by the present invention describes the complex large-scale evacuation problem through the force field function by establishing a virtual force field, and determines the evacuation direction of personnel through the negative gradient direction of the force field function, which solves the problem of The complex disaster environment is difficult to model, which makes the problem description simple and improves the calculation efficiency of the algorithm; not only that, but also factors that affect emergency evacuation planning, such as the location of people to be evacuated, the distribution and capacity of shelters, etc., can be taken into account. Provide timely evacuation guidance to the people to be evacuated, and in the process of solving the algorithm, the real-time remaining capacity parameters of the emergency shelter are used as the gravity coefficient, so that the capacity of the shelter reaches a balanced state during the entire evacuation process, saving a lot of evacuation time. As the number of evacuated people increases, the advantages of the algorithm become more obvious.

上面结合附图对本发明的实施方式作了详细说明,但是本发明并不限于上述实施方式,在本领域普通技术人员所具备的知识范围内,还可以在不脱离本发明宗旨的前提下做出各种变化。The embodiments of the present invention have been described in detail above in conjunction with the accompanying drawings, but the present invention is not limited to the above embodiments, and can also be made without departing from the gist of the present invention within the scope of knowledge possessed by those of ordinary skill in the art. Variations.

Claims (5)

1. An evacuation planning method for disaster emergency is characterized in that aiming at each person to be evacuated, the evacuation of the person to be evacuated to a refuge place is realized according to the following steps:
step 1, establishing a rectangular coordinate system xoy corresponding to an evacuation person by using longitude and latitude coordinates X of the evacuation person;
step 2, obtaining the Euclidean distance between the longitude and latitude coordinate X of the personnel to be evacuated and the longitude and latitude coordinate O of the disaster occurrence point as a dangerous distance dOSimultaneously, obtaining longitude and latitude coordinates X of the people to be evacuated andlongitude and latitude coordinates G of each refugemThe Euclidean distance between the refuges is taken as the evacuation distance of the people to be evacuated corresponding to each refugeM is more than or equal to 1 and less than or equal to M, and M represents the total number of refuges;
step 3, aiming at each refuge, obtaining the requirementsEach shelter corresponding to the condition is taken as each optional evacuation shelter corresponding to the people to be evacuated, rhoGRepresenting the safe evacuation distance of a preset refuge;
and 4, aiming at each optional evacuation shelter respectively, according to the following formula:
F a t t i ( X ) = - k · ρ ( X , G i )
obtaining the virtual gravitation of each optional evacuation shelter to the people to be evacuatedWherein I is {1, …, I }, I is less than or equal to M, I represents the number of optional evacuation shelters corresponding to the people to be evacuated,representing the virtual gravity of the ith optional evacuation shelter to the people to be evacuated, k representing a preset virtual gravity coefficient, rho (X, G)i) Coordinates X and X of longitude and latitude representing personnel to be evacuatedIth safe evacuation refuge longitude and latitude coordinate GiEuclidean distance between;
meanwhile, according to the following formula:
F r e p ( X ) = m ( 1 ρ ( X , O ) - 1 ρ 0 ) · 1 ρ 2 ( X , O ) · ▿ ρ ( X , O )
obtaining a virtual repulsion force F of a disaster occurrence point for people to be evacuatedrep(X), wherein m represents a preset virtual repulsive force coefficient, rho (X, O) represents the Euclidean distance between the longitude and latitude coordinate X of the personnel to be evacuated and the longitude and latitude coordinate O of the disaster occurrence point,represents the unit vector, rho, between the latitude and longitude coordinates X of the people to be evacuated and the latitude and longitude coordinates O of the disaster occurrence point0A virtual repulsive force action radius representing a disaster occurrence point;
step (ii) of5. Obtaining longitude and latitude coordinates X of the people to be evacuated and longitude and latitude coordinates G of each safety shelter respectivelyiThe included angle α between each connecting line and the x axis in the rectangular coordinate system xoy is respectively obtainedi,αiRepresenting the included angle between the connecting line between the longitude and latitude coordinates of the personnel to be evacuated and the longitude and latitude coordinates of the ith safety shelter and the X axis in the rectangular coordinate system xoy, and simultaneously obtaining the included angle β between the connecting line between the longitude and latitude coordinates X of the personnel to be evacuated and the longitude and latitude coordinates O of the disaster occurrence point and the X axis in the rectangular coordinate system xoy;
step 6, respectively matching the longitude and latitude coordinates X of the people to be evacuated with the longitude and latitude coordinates G of each optional evacuation shelteriThe included angle α between the connecting line and the x axis in the rectangular coordinate system xoyiAnd an included angle β between a connecting line between the longitude and latitude coordinate X of the personnel to be evacuated and the longitude and latitude coordinate O of the disaster occurrence point and an X axis in a rectangular coordinate system xoy is obtainedAnd Frep(X) resultant force F acting on component on X-axis in rectangular coordinate system xoysumx(X), and obtaining eachAnd Frep(X) resultant force F acting on component on y-axis in rectangular coordinate system xoysumy(X);
Step 7. from Fsumx(X) and Fsumy(X) obtaining a virtual resultant force F (X) acting on people to be evacuated, and obtaining an included angle η between the virtual resultant force F (X) and an X axis in a rectangular coordinate system xoy;
step 8, determining the evacuation direction of the people to be evacuated according to the virtual resultant force F (X) and the included angle η of the x axis in the rectangular coordinate system xoy, and then obtaining | η - α corresponding to each optional evacuation shelter according to each optional evacuation shelteriAnd | obtaining the value of | and obtaining the optional evacuation shelter corresponding to the minimum value as the final evacuation shelter for the people to be evacuated.
2. The disaster-emergency-oriented evacuation planning method of claim 1, wherein: the step 6 operation is performed by using a force orthogonal decomposition method.
3. An evacuation planning system applying the disaster emergency-oriented evacuation planning method of claim 1, wherein: the system comprises a cloud server and mobile terminals respectively equipped with people to be evacuated, wherein each mobile terminal comprises a control module, and a longitude and latitude coordinate acquisition module, a communication module and an information output module which are respectively connected with the control module; the longitude and latitude coordinate acquisition module in each mobile terminal acquires longitude and latitude coordinates corresponding to people to be evacuated in real time, the longitude and latitude coordinates are uploaded to the cloud server side through the communication module by the control module, the cloud server side acquires an evacuation route scheme for the people to be evacuated based on the longitude and latitude coordinates of the people to be evacuated, the longitude and latitude coordinates of a disaster occurrence point and the longitude and latitude coordinates of each refuge place, the evacuation route scheme is fed back to the mobile terminal corresponding to the people to be evacuated, the information output module in the corresponding mobile terminal displays the people to be evacuated, and safe evacuation of the corresponding people to be evacuated is achieved.
4. An evacuation planning system of the disaster emergency oriented evacuation planning method according to claim 3, wherein: the cloud server terminal is connected with the management terminal in a communication mode.
5. An evacuation planning system of the disaster emergency oriented evacuation planning method according to claim 3, wherein: the communication module in the mobile terminal is a wireless communication module.
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