CN106936637A - The panorama heuristic method for visualizing and device of a kind of cyberspace situation - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及网络空间态势的全景探索式可视化领域,尤其是一种网络空间态势的全景探索式可视化方法及装置。The invention relates to the field of panoramic exploratory visualization of cyberspace situation, in particular to a method and device for panoramic exploratory visualization of cyberspace situation.
背景技术Background technique
网络空间是人工制造的,由多种传感器、控制器、连接器、计算平台、存储平台和人类等要素参与并持续演变的复杂巨系统。为了更有效利用网络空间,必须首先对网络空间进行准确感知、认知。网络空间态势“看不清、辨不明”等问题,已长期制约了我国对网络空间掌控和改造能力的提升。在网络管理、安全管理和应急响应领域,网络空间态势可视化已经有一定的研究和应用成果,但其机制以统计数据、指标体系、简单标定为主,效果以固定角度展示、静态展示和视图切换展示为主,技术和能力水平尚未达到国际主流标准,难以满足瞬息万变网络空间中态势把握、威胁发现、风险预警和高效运维的需求。当前面临的困难主要包括:Cyberspace is a man-made complex giant system that is continuously evolving with the participation of various sensors, controllers, connectors, computing platforms, storage platforms, and human beings. In order to make more effective use of cyberspace, it is necessary to first accurately perceive and recognize cyberspace. Problems such as "unclear and unclear" of the cyberspace situation have long restricted my country's ability to control and transform cyberspace. In the fields of network management, security management, and emergency response, cyberspace situation visualization has achieved certain research and application results, but its mechanism is mainly based on statistical data, index systems, and simple calibration, and the effects are displayed at fixed angles, static displays, and view switching Demonstration-oriented, the level of technology and capability has not yet reached the international mainstream standards, and it is difficult to meet the needs of situational grasp, threat discovery, risk warning, and efficient operation and maintenance in the rapidly changing cyberspace. The current difficulties mainly include:
(1)与地理空间或虚拟空间单一主体平面的呈现机制、原理、方法不同,网络空间态势相关的数据来源多样,其种类涵盖了经由地理层、逻辑层与认知层感知获取的大量信息,因而与之适配的可视化模型、坐标系及渲染算法需要专门化、定制化研究;(1) Different from the presentation mechanism, principle, and method of a single subject plane in geographic space or virtual space, the data sources related to cyberspace situation are diverse, and its types cover a large amount of information obtained through the perception of geographic, logical, and cognitive layers. Therefore, the adapted visualization model, coordinate system and rendering algorithm need specialized and customized research;
(2)网络空间态势的构成数据常以海量化、结构化和高速变化的方式存在,由于通常的显示设备难以支持也无必要将全要素同时展示,因而需根据用户的关注重点与求解目标对数据进行动态选择、映射、编排和布局,以展示效果最清晰为原则进行要素的精化、筛选构图;(2) The compositional data of the cyberspace situation often exist in the form of massive, structured, and high-speed changes. Since the usual display devices are difficult to support and it is not necessary to display all elements at the same time, it is necessary to compare the data according to the user's focus and solution goals. The data is dynamically selected, mapped, arranged and laid out, and elements are refined, screened and composed based on the principle of the clearest display effect;
(3)静态、平面化的图形受到图层遮挡、视野区域、操作模式等机制的限制,用户缺乏身临其境的感知效果,特别是对网络空间这类结构复杂、关联关系众多、层次丰富、内容繁杂的复杂巨系统而言,需要为用户设计革新性、直观性的探索机制,激活用户的隐性知识,形成感悟态势、把控局势、判断趋势的重要辅助支撑手段。(3) Static and planar graphics are limited by mechanisms such as layer occlusion, field of view, and operating modes, and users lack immersive perception effects, especially for cyberspace with complex structures, numerous associations, and rich layers. For complex giant systems with complex and complex content, it is necessary to design an innovative and intuitive exploration mechanism for users, activate users' tacit knowledge, and form an important auxiliary support means for understanding the situation, controlling the situation, and judging the trend.
发明内容Contents of the invention
本发明所要解决的技术问题是:针对现有技术存在的问题,提供一种网络空间态势的全景探索式可视化方法及装置。本发明要解决的技术问题主要是网络空间态势的全景探索式可视化问题,提出地理空间与网络空间的时空关联可视化探索方法,构建的网络空间地图包括地理因素和网络拓扑结构模型,从多角度对网络空间的整体态势进行综合展示。通过图形界面进行人机交互,将网络空间基础态势数据、攻击态势数据和防护态势数据代表的知识以可视化方式表达,用户基于交互探索方式捕获所关注重点的细微情况和变化。一方面可以从不同视图的不同角度来发现网络空间态势的演变规律,另一方面可以比较不同地区、不同网系间网络空间态势的差异,形成整体、全面和系统化的态势认知。The technical problem to be solved by the present invention is to provide a panoramic exploratory visualization method and device for network space situation in view of the problems existing in the prior art. The technical problem to be solved by the present invention is mainly the panoramic exploratory visualization of the cyberspace situation, and a visualization exploration method for the spatial-temporal association between geographical space and cyberspace is proposed. Comprehensive display of the overall situation of cyberspace. Human-computer interaction is carried out through the graphical interface, and the knowledge represented by the basic cyberspace situation data, attack situation data and defense situation data is expressed in a visual way, and the user can capture the subtle situations and changes of the key points based on the interactive exploration method. On the one hand, it is possible to discover the evolution law of the cyberspace situation from different views and angles, and on the other hand, it is possible to compare the differences in the cyberspace situation between different regions and different network systems to form an overall, comprehensive and systematic situational awareness.
本发明采用的技术方案如下:The technical scheme that the present invention adopts is as follows:
一种网络空间态势的全景探索式可视化方法包括:A panoramic exploratory visualization method of cyberspace situation includes:
网络空间态势数据存储步骤:数据源提供的数据按照类别分为日志化数据、协议化数据和流状的顺序化数据,在格式字典的辅助下对数据作均一化标准处理;然后按照定义的参数配置对均一化的数据处理后得到网络空间态势数据;然后将网络空间态势数据存储;将网络空间态势数据分为基础态势、攻击态势和防护态势;基础态势指网络空间构成要素的日常运行状态;攻击态势指敌对方对我方采取的攻击情况,用于判别我方受影响和受破坏的情况;防护态势指我方监测范围内对抗攻击的情况,用于协助我方采取防御应对措施。Cyberspace situation data storage steps: The data provided by the data source is divided into log data, protocol data and stream-like sequential data according to the category, and the data is standardized with the help of the format dictionary; and then according to the defined parameters Configure and process the homogenized data to obtain the cyberspace situation data; then store the cyberspace situation data; divide the cyberspace situation data into basic situation, attack situation and protection situation; the basic situation refers to the daily operation status of the elements of cyberspace; The attack situation refers to the attack situation of the hostile party against our side, which is used to judge the situation of our side being affected and damaged; the defense situation refers to the situation of countering attacks within our monitoring range, which is used to assist our side to take defensive countermeasures.
图形数据库建立步骤:使用网络空间态势数据存储步骤中所述网络空间态势数据的按照时间、空间和态势要素类型建立索引;Graphical database building step: using the cyberspace situation data described in the cyberspace situation data storage step to establish indexes according to time, space and situation element types;
态势绘制步骤,通过基准点设置步骤、设置比例尺步骤、绘制底图步骤以及要素连接步骤进行网络空间态势绘制;The situation drawing step is to draw the cyberspace situation through the steps of setting the reference point, setting the scale, drawing the base map and connecting the elements;
用户从观察者模式或者探索者模式的角度出发,对网络空间态势界面进行观察,接收态势界面表达的信息,全面了解事件过程。From the perspective of observer mode or explorer mode, users observe the cyberspace situation interface, receive information expressed on the situation interface, and fully understand the event process.
进一步的,所述态势绘制步骤包括:Further, the situation drawing step includes:
基准点设置步骤:选择基准点通过指定态势呈现的地理原点,形成以该点为中心向外延展的网络空间态势;用户选择图形数据库建立步骤中网络空间态势数据中的某个参数作为基准点;其中所述参数可以通过HTML中的<select>控件构建下拉式菜单框引导用户选取地理信息库中的某一城市/地区作为基准点;或是通过文本框输入,指定网络空间信息库中的某一域名/IP地址作为基准点,然后通过Javascript中的Ajax()异步调用方法查询公开互联网域名/IP地址地理映射服务,将其转换为地理位置基准点;Reference point setting step: select the geographic origin of the reference point through the specified situation to form a cyberspace situation extending outward from this point; the user selects a certain parameter in the cyberspace situation data in the step of establishing the graph database as the reference point; Wherein said parameter can guide the user to select a certain city/area in the geographic information base as a reference point through the <select> control in the HTML to build a drop-down menu box; A domain name/IP address is used as a reference point, and then the public Internet domain name/IP address geographic mapping service is queried through the Ajax() asynchronous calling method in Javascript, and it is converted into a geographic location reference point;
设置比例尺步骤:通过HTML中的<select>控件构建下拉式菜单框引导用户设置比例尺;Steps of setting the scale: build a drop-down menu box through the <select> control in HTML to guide the user to set the scale;
绘制底图步:根据基准点设置步骤得到的基准点以及设置比例尺步骤中得到的比例尺,通过HTML中的Canvas绘图机制把地理空间地图绘制至网络空间态势界面中,得到绘制底图;Base map drawing step: according to the datum point obtained in the datum point setting step and the scale obtained in the scale setting step, draw the geospatial map into the network space situation interface through the Canvas drawing mechanism in HTML, and obtain the base map;
要素连接步骤:在绘制底图步骤得到的绘制底图基础上,将不同类型的安全事件通过定位阶段、布局阶段和染色阶段绘制在网络空间态势界面中,然后将具备特定联系的要素进行绘制连接;将已绘制在网络空间态势界面上的事件称为要素。Element connection step: Based on the base map obtained in the base map drawing step, different types of security events are drawn in the cyberspace situation interface through the positioning stage, layout stage and coloring stage, and then the elements with specific connections are drawn and connected ; Events drawn on the cyberspace situation interface are called elements.
进一步的,一种网络空间态势的全景探索式可视化方法还包括对网络空间态势中的要素进行额外标注的过程;绘制属性包括属性选择、属性定位和属性布局几个步骤;属性选择是根据当前用户配置,选取一个至多个用于显示的要素属性字段用于绘制;属性定位是根据实体的位置区域,以不遮挡显示为原则,在要素上方、下方、左方或右方调用字符串显示函数绘制信息;属性布局是根据要素位置区域的显示拥挤程度,通过力导向方法,对属性摆放的位置进行微调以达到最佳的呈现效果。Further, a panoramic exploratory visualization method of the cyberspace situation also includes the process of additionally labeling the elements in the cyberspace situation; drawing attributes includes several steps of attribute selection, attribute positioning and attribute layout; attribute selection is based on the current user Configuration, select one or more element attribute fields for display for drawing; attribute positioning is based on the location area of the entity, with the principle of non-blocking display, call the string display function above, below, left or right to draw the element Information; attribute layout is to fine-tune the position of attribute placement through the force-directed method according to the display congestion degree of the feature location area to achieve the best presentation effect.
进一步的,所述要素连接步骤中布局阶段通过力导向算法调整位于相同地理区域的安全事件位置,避免彼此重叠影响展示效果;染色阶段根据安全事件代表的安全态势类型进行标注,调用涂色函数将基础态势事件标定、攻击态势事件以及防护态势事件标定为不同颜色。Further, in the layout stage of the element connection step, the force-directed algorithm is used to adjust the positions of security events located in the same geographical area, so as to avoid overlapping and affecting the display effect; in the coloring stage, mark according to the type of security situation represented by the security event, and call the coloring function to The calibration of basic situational events, offensive situational events, and defensive situational events are marked in different colors.
进一步的,所述绘制连接包括绘制直线和绘制曲线;绘制直线方法为:在两要素的X、Y坐标间调用直线函数绘制;绘制曲线的方法为:在两要素的X、Y坐标间调用贝塞尔曲线函数绘制;绘制连接的条件包括:1)要素代表事件的发生时间存在紧密的先后关系;2)要素代表事件的IP地址存在上下级网络关系;3)要素代表事件的描述存在一致性关系;4)要素代表事件的描述存在耦合性关系。在两要素间仅存在一条连接的情况下绘制直线,存在多条连接的情况下绘制曲线。Further, the drawing connection includes drawing a straight line and drawing a curve; the method of drawing a straight line is: calling a straight line function to draw between the X and Y coordinates of two elements; the method of drawing a curve is: calling a shell function between the X and Y coordinates of two elements Searle curve function drawing; the conditions for drawing connections include: 1) There is a close sequence relationship between the occurrence time of elements representing events; 2) The IP addresses of elements representing events have a superior-subordinate network relationship; 3) There is consistency in the description of elements representing events 4) There is a coupling relationship in the description of elements representing events. Draws straight lines when there is only one connection between two features, and draws curved lines when there are multiple connections.
进一步的,所述网络空间态势数据存储步骤中数据处理包括清洗、冗余归并、时空配准和数据分类;数据清洗以均一化后的规范格式数据为输入,通过删除缺字段数据和取值异常数据得到净载荷数据;冗余归并以净载荷数据为输入,对发生时间一致且内容描述一致的数据进行删除,得到无重复数据;时空配准以无重复数据为输入,将所有数据中的时间信息调整为同一时区,将所有数据中的发生地信息调整为统一格式,得到含标准化时空标记的数据;数据分类以含标记数据为输入,按照数据中的事件类型对数据进行分类。Further, the data processing in the cyberspace situation data storage step includes cleaning, redundant merging, space-time registration and data classification; data cleaning takes the standardized format data after homogenization as input, and deletes missing field data and abnormal values The payload data is obtained from the data; the payload data is used as the input for redundant merging, and the data with the same occurrence time and content description are deleted to obtain non-duplicated data; the time-space registration takes the non-duplicated data as input, and the time in all data is The information is adjusted to the same time zone, and the place of occurrence information in all data is adjusted to a unified format to obtain data with standardized space-time tags; data classification takes the tagged data as input, and classifies the data according to the event types in the data.
进一步的,所述地理空间地图由三维地球模型使用圆柱投影、圆锥投影或方位角投影方法得到,绘制过程为将基准点作为中心点,将地图按照设置比例尺步骤中比例尺的参数进行放大、缩小或裁剪,最后调用贴图函数,地图绘制在网络空间态势界面上。Further, the geospatial map is obtained from the three-dimensional earth model using cylindrical projection, conical projection or azimuth projection method, the drawing process is to use the reference point as the center point, and the map is enlarged, reduced or enlarged according to the parameters of the scale in the step of setting the scale. Clipping, and finally calling the texture function, the map is drawn on the cyberspace situation interface.
进一步的,所述比例尺设置为“城区级”、“城市级”、“省级”和“国家级”四种级别;比例尺设置越大,网络空间态势界面中能够容纳的地理区域越大,态势呈现的全面度提升;比例尺设置越小,网络空间态势界面中的能够容纳的地理区域越小,态势呈现的精细度提升。Further, the scale is set to four levels of "city level", "city level", "provincial level" and "national level"; the larger the scale setting, the larger the geographical area that can be accommodated in the cyberspace situation interface, and the situation The comprehensiveness of the presentation is improved; the smaller the scale is set, the smaller the geographical area that can be accommodated in the cyberspace situation interface, and the finerness of the situation presentation is improved.
进一步的,所述观察者模式指的是观察者流程中使用全局视图、基础态势视图、攻击态势视图、防护态势视图和热点事件视图这五类视图;全局视图是由在态势绘制要素步骤中,绘制攻击态势、防护态势和基础态势三类安全事件得到的视图;基础态势视图是由在绘制要素步骤中,仅绘制基础态势安全事件得到;攻击态势视图是由在态势绘制步骤中,仅绘制攻击态势安全事件得到;防护态势视图是由在态势绘制步骤中,仅绘制防护态势安全事件得到;热点事件视图是由绘制要素步骤中仅绘制过去时间T内发生的安全事件得到;Further, the observer mode refers to the five types of views used in the observer process: global view, basic situation view, attack situation view, protection situation view and hot event view; The view obtained by drawing three types of security events: attack situation, protection situation and basic situation; the basic situation view is obtained by drawing only the basic situation security events in the drawing element step; the attack situation view is obtained by drawing only the attack situation in the situation drawing step Situation security events are obtained; the protection situation view is obtained by only drawing the protection situation security incidents in the situation drawing step; the hot event view is obtained by only drawing the security incidents that occurred in the past time T in the drawing element step;
在观察者流程的轮询中,五类视图的切换时间由用户通过文本框方式输入指定,可设置为时间P范围内;当上一视图已显示所设的切换时间后,系统自动切换为下一视图。In the polling of the observer process, the switching time of the five types of views is specified by the user through the text box, which can be set within the time P range; when the previous view has displayed the set switching time, the system automatically switches to the next view a view.
一种网络空间态势的全景探索式可视化装置包括:A panoramic exploratory visualization device of cyberspace situation includes:
网络空间态势数据存储模块:数据源提供的数据按照类别分为日志化数据、协议化数据和流状的顺序化数据,在格式字典的辅助下对数据作均一化标准处理;然后按照定义的参数配置对均一化的数据处理后得到网络空间态势数据;然后将网络空间态势数据存储;将网络空间态势数据分为基础态势、攻击态势和防护态势;基础态势指网络空间构成要素的日常运行状态;攻击态势指敌对方对我方采取的攻击情况,用于判别我方受影响和受破坏的情况;防护态势指我方监测范围内对抗攻击的情况,用于协助我方采取防御应对措施。Cyberspace situation data storage module: The data provided by the data source is divided into log data, protocol data and stream-like sequential data according to the category, and the data is standardized with the help of the format dictionary; then according to the defined parameters Configure and process the homogenized data to obtain the cyberspace situation data; then store the cyberspace situation data; divide the cyberspace situation data into basic situation, attack situation and protection situation; the basic situation refers to the daily operation status of the elements of cyberspace; The attack situation refers to the attack situation of the hostile party against our side, which is used to judge the situation of our side being affected and damaged; the defense situation refers to the situation of countering attacks within our monitoring range, which is used to assist our side to take defensive countermeasures.
图形数据库建立模块:使用网络空间态势数据存储模块中所述网络空间态势数据的按照时间、空间和态势要素类型建立索引;Graphical database building module: use the cyberspace situation data described in the cyberspace situation data storage module to build indexes according to time, space and situation element types;
态势绘制模块,通过基准点设置模块、设置比例尺模块、绘制底图模块以及要素连接模块进行网络空间态势绘制;The situation drawing module is used to draw the cyberspace situation through the reference point setting module, the scale setting module, the base map drawing module and the element connection module;
用户从观察者模式或者探索者模式的角度出发,对网络空间态势界面进行观察,接收态势界面表达的信息,全面了解事件过程。From the perspective of observer mode or explorer mode, users observe the cyberspace situation interface, receive information expressed on the situation interface, and fully understand the event process.
综上所述,由于采用了上述技术方案,本发明的有益效果是:In summary, owing to adopting above-mentioned technical scheme, the beneficial effect of the present invention is:
(1)网络空间态势数据的可视结构转换能力。融合网络空间测绘日志化、协议化和顺序化数据源的不同特征信息,从利于可视处理的角度进行数据的形式化规约,形成支撑检索、操作、推理和管理的标准化数据集。(1) Visual structure conversion capability of cyberspace situational data. Integrating different characteristic information of cyberspace surveying and mapping log, protocol and sequence data sources, formalize data from the perspective of visual processing, and form a standardized data set that supports retrieval, operation, reasoning and management.
(2)面向视图的态势数据析取和置备能力。(2) View-oriented situational data extraction and provisioning capabilities.
根据所需视图的逻辑特性和呈现目标,对网络空间态势数据集进行析取和映射,包括在目标参数控制下的数据清洗、冗余归并、时空配准、数据分类和实体映射,等过程,将网络空间态势数据集转换为全景展示所需的精化数据。According to the logical characteristics and presentation goals of the required view, extract and map the cyberspace situation data set, including data cleaning, redundancy merging, space-time registration, data classification and entity mapping under the control of target parameters, etc. Transform cyberspace situational datasets into the refined data needed for a panorama.
(3)全景探索式可视化展现能力。从时间、空间、属性等特征出发构建全景、纵深多层次的数据视觉感知体系,贴合网络空间态势认知的具体需求,将安全数据信息形象化,将人类的感知综合化,极大提升管理、操作人员对网络空间态势现及发展趋势的感知全面度和准确率。(3) Panoramic exploratory visualization display capability. Construct a panoramic, deep and multi-level data visual perception system based on characteristics such as time, space, and attributes, meet the specific needs of cyberspace situational awareness, visualize security data information, integrate human perception, and greatly improve management 1. The comprehensiveness and accuracy of the operator's perception of the cyberspace situation and development trend.
附图说明Description of drawings
本发明将通过例子并参照附图的方式说明,其中:The invention will be illustrated by way of example with reference to the accompanying drawings, in which:
图1是网络空间可视化系统结构框架。Figure 1 is the structural framework of the cyberspace visualization system.
图2是网络空间态势数据准备流程图。Figure 2 is a flowchart of cyberspace situation data preparation.
图3是网络空间态势绘制流程图。Figure 3 is a flowchart of cyberspace situation drawing.
图4是网络空间态势全景探索流程图。Figure 4 is a flow chart of cyberspace situational panorama exploration.
具体实施方式detailed description
本说明书中公开的所有特征,或公开的所有方法或过程中的步骤,除了互相排斥的特征和/或步骤以外,均可以以任何方式组合。All features disclosed in this specification, or steps in all methods or processes disclosed, may be combined in any manner, except for mutually exclusive features and/or steps.
本说明书中公开的任一特征,除非特别叙述,均可被其他等效或具有类似目的的替代特征加以替换。即,除非特别叙述,每个特征只是一系列等效或类似特征中的一个例子而已。Any feature disclosed in this specification, unless specifically stated, can be replaced by other alternative features that are equivalent or have similar purposes. That is, unless expressly stated otherwise, each feature is one example only of a series of equivalent or similar features.
数据分类以含标记数据为输入,按照数据中的事件类型对数据进行分类,如事件类型取值为“警告”或“攻击”则分类为攻击态势,如取值为“通知”或“基础”则分类为基础态势,取值为“管理”则分类为防御态势;Data classification takes the marked data as input, and classifies the data according to the event type in the data. If the event type takes the value of "warning" or "attack", it is classified as an attack situation, and if the value of the event type is "notification" or "basic". It is classified as the basic situation, and the value is "management" and it is classified as the defensive situation;
本发明包括数据仓库层、数据服务层、数据分析处理层和图形界面层,如附图1所示;The present invention comprises a data warehouse layer, a data service layer, a data analysis processing layer and a graphical interface layer, as shown in Figure 1;
●数据仓库:提供基于大数据的地理信息库、网络空间信息库和安全知识库的数据支撑。●Data Warehouse: Provide data support for geographic information base, cyberspace information base and security knowledge base based on big data.
●数据服务层:屏蔽具体数据仓库操作的实现细节,为数据分析处理层和图形界面层提供与网络空间态势关联信息的、统一易用的数据查询、数据访问和数据更新服务。●Data service layer: Shield the implementation details of specific data warehouse operations, and provide unified and easy-to-use data query, data access and data update services for data analysis and processing layer and graphic interface layer related to information related to cyberspace situation.
●数据分析处理层:对从数据服务层获取的数据按照用户当前视图和探索模式进行选择、整编和处理,得到一致的,可以用于图形界面呈现的态势数据。●Data analysis and processing layer: select, organize and process the data obtained from the data service layer according to the user's current view and exploration mode, and obtain consistent situational data that can be used for graphical interface presentation.
●图形界面层:对用户提供网络空间态势的展示效果,同时接收用户的交互指令,实现对网络空间的主动探索能力。● Graphical interface layer: Provide users with the display effect of the network space situation, and receive user interaction instructions at the same time, to realize the ability to actively explore the network space.
本方法包括:This method includes:
网络空间态势的全景探索式可视化方法包括数据准备、态势绘制和探索交互三个部分组成。The panoramic exploratory visualization method of cyberspace situation consists of three parts: data preparation, situation drawing and exploration interaction.
(1)数据准备(1) Data preparation
数据准备是将数据源中的原始数据经处理后转换和提升为高质量的态势数据,并存储至数据仓库的过程。数据准备的流程如附图2所示。Data preparation is the process of converting and upgrading the raw data in the data source into high-quality situational data after processing, and storing it in the data warehouse. The flow of data preparation is shown in Figure 2.
网络空间态势的数据源是网络中广泛存在的终端、服务器和通信、安全设备,数据源提供的原始数据按照类别和内容分为日志化数据、协议化数据和流状的顺序化数据,在格式字典的辅助下对数据作均一化标准处理;然后按照定义的参数配置对均一化的数据进行清洗、冗余归并、时空配准、数据分类和实体映射,得到可用于网络空间态势数据呈现所需的结构化信息。The data sources of the cyberspace situation are terminals, servers, communication and security devices that exist widely in the network. The original data provided by the data sources are divided into log data, protocol data and stream-like sequential data according to the category and content. In the format With the aid of the dictionary, the data is standardized and processed; then, according to the defined parameter configuration, the homogenized data is cleaned, redundantly merged, space-time registered, data classified, and entity mapped to obtain the data that can be used for the presentation of cyberspace situation data. structured information.
具体地,数据清洗以格式标准化后的规范格式数据为输入,通过删除缺字段数据和取值异常数据得到净载荷数据。冗余归并以净载荷数据为输入,对发生时间一致且内容描述一致的数据进行删除,得到无重复数据;时空配准以无重复数据为输入,将所有数据中的时间信息调整为同一时区,将所有数据中的发生地信息调整为统一格式,得到含标准化时空标记的数据;数据分类以含标记数据为输入,按照数据中的事件类型对数据进行分类,如事件类型为“警告”或“攻击”则分为攻击态势,如事件类型为“通知”或“基础”则分类为基础态势,如事件类型为“管理”则分类为防御态势。Specifically, data cleaning takes standardized format data after format standardization as input, and obtains payload data by deleting missing field data and abnormal value data. Redundant merging takes payload data as input, deletes data with consistent occurrence time and content description, and obtains no duplicate data; space-time registration takes no duplicate data as input, and adjusts the time information in all data to the same time zone, Adjust the place of occurrence information in all data into a unified format to obtain data with standardized spatio-temporal labels; data classification takes the labeled data as input, and classifies the data according to the event type in the data, such as the event type is "warning" or " If the event type is "Notification" or "Basic", it is classified as the basic situation; if the event type is "Management", it is classified as the defensive situation.
网络空间态势数据由三种类型的安全事件组成,即基础态势事件、攻击态势事件和防护态势事件。态势数据中的三类安全事件均包括事件ID、发生时间、终止时间、发生地点、IP地址、事件描述、备注等共性字段,另外增加与本类态势相关的专用字段。其中,基础态势指网络空间构成要素的日常运行状态,增加资源属性、协议、标识、特征等字段;攻击态势指敌对方对我方采取的攻击情况,增加攻击行为、手段、目标、效果等字段,用于判别我方受影响和受破坏的情况;防护态势指我方监测范围内对抗攻击的情况,增加安全力量分布、安全策略执行、安全任务开展、安全防护目标等字段,用于协助我方采取防御应对措施。Cyberspace situation data consists of three types of security events, namely basic situation events, attack situation events and protection situation events. The three types of security events in the situation data include common fields such as event ID, occurrence time, termination time, occurrence location, IP address, event description, remarks, etc., and add special fields related to this type of situation. Among them, the basic situation refers to the daily operation status of the elements of cyberspace, and fields such as resource attributes, protocols, identifications, and characteristics are added; the attack situation refers to the attack situation that the hostile party adopts against us, and fields such as attack behavior, means, goals, and effects are added. , which is used to identify the impact and damage of our side; the protection situation refers to the situation of countering attacks within our monitoring range, adding fields such as security force distribution, security policy execution, security task development, and security protection goals to assist us take defensive measures.
数据准备阶段完成后的数据存放在数据仓库中网络空间信息库内,按照时间、空间和态势要素类型建立索引,用以在后续态势绘制的绘制要素阶段提升运行性能。After the completion of the data preparation phase, the data is stored in the cyberspace information database in the data warehouse, and indexes are established according to time, space, and situational element types to improve operational performance in the drawing element stage of subsequent situational drawing.
(2)态势绘制(2) Situation drawing
态势绘制的的整体流程包括选择基准点、设置比例尺、绘制底图、绘制要素、绘制连接、绘制属性等步骤,其流程图如附图3所示。The overall process of situation drawing includes steps such as selecting a reference point, setting a scale, drawing a base map, drawing elements, drawing connections, and drawing attributes. The flow chart is shown in Figure 3.
1)选择基准点1) Select the datum point
选择基准点通过指定态势呈现的地理原点,形成以该点为中心向外延展的网络空间态势。用户通过下拉式菜单框可以选择地理信息库中的某一城市/地区作为基准点,或是通过文本框输入,指定网络空间信息库中的某一域名/IP地址作为基准点,然后通过查询公开互联网域名/IP地址地理映射服务,将其转换为地理位置基准点。Select the reference point to form a cyberspace situation centered on this point and extending outward by specifying the geographic origin of the situation presentation. The user can select a certain city/region in the geographic information database as the reference point through the drop-down menu box, or enter a certain domain name/IP address in the cyberspace information database as the reference point through the input in the text box, and then publish it through query Internet domain name/IP address geo-mapping service to convert it into a geographic reference point.
2)设置比例尺2) Set the scale
设置比例尺是确定态势缩放级别的过程。用户通过下拉式菜单框,将比例尺设置为“城区级”、“城市级”、“省级”和“国家级”四种级别。比例尺设置越大,屏幕中能够容纳的地理区域越大,态势呈现的全面度提升;比例尺设置越小,屏幕中的能够容纳的地理区域越小,态势呈现的精细度提升。Setting the scale is the process of determining the zoom level of a situation. Through the drop-down menu box, the user can set the scale to four levels: "district level", "city level", "provincial level" and "national level". The larger the scale setting, the larger the geographical area that can be accommodated on the screen, and the comprehensiveness of the situation presentation will be improved; the smaller the scale setting, the smaller the geographical area that can be accommodated on the screen, and the finerness of the situation presentation will be improved.
3)绘制底图3) Draw the base map
绘制底图是根据基准点和比例尺,把地理空间地图绘制至屏幕中的过程。其中地理空间地图由三维地球模型使用圆柱投影、圆锥投影或方位角投影方法得到,绘制过程为将基准点作为中心点,将地图按照前一步骤中比例尺的参数进行放大、缩小或裁剪,最后调用贴图函数,地图绘制在屏幕上。Basemapping is the process of drawing a geospatial map to the screen based on datum points and scale bars. The geospatial map is obtained from the three-dimensional earth model using cylindrical projection, conical projection, or azimuth projection. The drawing process is to use the reference point as the center point, zoom in, zoom out, or cut the map according to the scale parameters in the previous step, and finally call Texture function, the map is drawn on the screen.
4)绘制要素4) Drawing elements
绘制要素是将不同类型的安全事件绘制在屏幕中的过程,将已绘制在屏幕上的事件称为要素。绘制要素包括定位、布局和染色三个步骤。Drawing elements is the process of drawing different types of security events on the screen, and the events that have been drawn on the screen are called elements. Drawing elements includes three steps of positioning, layout and coloring.
在定位阶段,对于底图的每一地理区域,利用在数据准备阶段建立的索引快速查询到发生在该区域内、待展示的安全事件,根据当前比例尺设置缩放倍数,最后调用图标函数绘制在底图上。In the positioning phase, for each geographical area of the base map, use the index established in the data preparation phase to quickly query the security incidents that occurred in the area and to be displayed, set the zoom factor according to the current scale, and finally call the icon function to draw on the base map on the graph.
在布局阶段,通过力导向方法调整位于相同地理区域的安全事件位置,避免彼此重叠影响展示效果。In the layout stage, the force-directed method is used to adjust the location of security incidents located in the same geographical area, so as to avoid overlapping and affecting the display effect.
在染色阶段,根据安全事件代表的安全态势类型进行标注,调用涂色函数,其中基础态势事件标定为蓝色,攻击态势事件标定为红色,防护态势事件标定为绿色。In the coloring stage, mark according to the type of security situation represented by the security event, and call the coloring function, in which the basic situation event is marked as blue, the attack situation event is marked as red, and the protection situation event is marked as green.
5)绘制连接5) Draw connections
绘制连接是在要素间具备特定联系的条件下,在要素间进一步绘制直线、曲线连接以增强认知效果。Drawing connections is to further draw straight lines and curved connections between elements under the condition that there are specific connections between elements to enhance the cognitive effect.
绘制直线的方法为:在两要素的X、Y坐标间调用直线函数绘制。The method of drawing a straight line is: call the straight line function to draw between the X and Y coordinates of two elements.
绘制曲线的方法为:在两要素的X、Y坐标间调用贝塞尔曲线函数绘制。The method of drawing the curve is: call the Bezier curve function to draw between the X and Y coordinates of the two elements.
绘制连接的条件包括:1)要素代表事件的发生时间存在紧密的先后关系;2)要素代表事件的IP地址存在上下级网络关系;3)要素代表事件的描述存在一致性关系;4)要素代表事件的描述存在耦合性关系。在两要素间仅存在一条连接的情况下绘制直线,存在多条连接的情况下绘制曲线。The conditions for drawing connections include: 1) There is a close sequence relationship between the occurrence time of elements representing events; 2) The IP addresses of elements representing events have a superior-subordinate network relationship; 3) There is a consistency relationship between the descriptions of elements representing events; 4) Elements represent There is a coupling relationship in the description of the event. Draws straight lines when there is only one connection between two features, and draws curved lines when there are multiple connections.
6)绘制属性6) Draw attributes
绘制属性是对网络空间态势中的要素进行额外标注的过程。绘制属性包括属性选择、属性定位和属性布局几个步骤。属性选择是根据当前用户配置,选取一个至多个用于显示的要素属性字段用于绘制。属性定位是根据实体的位置区域,以不遮挡显示为原则,在要素上方、下方、左方或右方调用字符串显示函数绘制信息。属性布局是根据要素位置区域的显示拥挤程度,通过力导向方法,对属性摆放的位置进行微调以达到最佳的呈现效果。Mapping attributes is the process of additional labeling of elements in the cyberspace situation. Drawing attributes includes several steps of attribute selection, attribute positioning and attribute layout. Attribute selection is to select one or more element attribute fields for display according to the current user configuration for drawing. Attribute positioning is based on the location area of the entity, with the principle of non-blocking display, call the string display function to draw information above, below, left or right of the element. Attribute layout is based on the degree of display congestion in the element location area, and through the force-directed method, fine-tunes the position of the attribute placement to achieve the best presentation effect.
(3)探索交互(3) Explore interaction
探索交互是用户与态势界面进行互动的主要方式,用户从观察者或者探索者的角度出发,对网络空间态势进行观察,接收态势界面表达的信息,全面了解事件过程,并将其转化为自身的知识。探索交互方法包括观察者流程和探索者流程,用户可以在使用的时候选择或切换。Exploration interaction is the main way for users to interact with the situation interface. From the perspective of observers or explorers, users observe the situation in cyberspace, receive information expressed on the situation interface, fully understand the event process, and transform it into their own Knowledge. Exploration interaction methods include observer process and explorer process, and users can choose or switch when using them.
其流程图如附图4所示。Its flow chart is shown in Figure 4.
1)观察者流程1) Observer process
在观察者模式下,用户的侧重点在于对网络空间的细致的观察,需要兼顾全局和热点区域。观察者流程中使用全局视图、基础态势视图、攻击态势视图、防护态势视图和热点事件视图这五类视图。In the observer mode, the user's focus is on the detailed observation of the network space, and it is necessary to take into account the overall situation and hotspot areas. Five types of views are used in the observer process: global view, basic situation view, attack situation view, protection situation view, and hotspot event view.
全局视图是由在态势绘制步骤中,绘制攻击、防护和基础全部三类安全事件得到。The global view is obtained by drawing all three types of security events of attack, defense and basic in the step of situation drawing.
基础态势视图是由在态势绘制步骤中,仅绘制基础类安全事件得到。The basic situation view is obtained by drawing only basic security events in the situation drawing step.
攻击态势视图是由在态势绘制步骤中,仅绘制攻击类安全事件得到。The attack situation view is obtained by drawing only attack security events in the situation drawing step.
防护态势视图是由在态势绘制步骤中,仅绘制防护类安全事件得到。The protection situation view is obtained by drawing only protection-type security events in the situation drawing step.
热点事件视图是由在态势绘制步骤中,仅绘制过去10分钟内发生的攻击、防护和基础全部三类安全事件得到。The hotspot event view is obtained by drawing all three types of security events that occurred in the past 10 minutes in the step of situation mapping: attack, protection, and basic.
在观察者流程的轮询中,五类视图的切换时间由用户通过文本框方式输入指定,可设置为5秒-180秒范围内。当上一视图已显示所设的切换时间后,系统自动切换为下一视图。In the polling of the observer process, the switching time of the five types of views is specified by the user through text box input, which can be set within the range of 5 seconds to 180 seconds. When the previous view has displayed the set switching time, the system will automatically switch to the next view.
2)探索者流程2) Explorer process
在探索者模式中,用户的侧重点在于对网络空间新知识的获取和发现。需要以沉浸、专注的方式探索网络空间态势的特征规律。在探索者流程中用户通过下拉框选择和文本框输入配置时间探索、空间探索和属性探索三类参数,然后通过平移、放大、缩小、点击等操作进行自由态势探索。In the explorer mode, users focus on the acquisition and discovery of new knowledge in cyberspace. The characteristic laws of the cyberspace situation need to be explored in an immersive and focused manner. In the explorer process, the user configures three types of parameters: time exploration, space exploration, and attribute exploration through the drop-down box selection and text box input, and then conducts free situation exploration through operations such as panning, zooming in, zooming out, and clicking.
时间探索参数设置:在时间探索视图中,用户可设置一个时间段,只显示发生在这一时间段中的态势事件;在空间探索参数设置:用户可设置两个区域,屏幕一分为二,在左右分别显示这两个区域的网络空间态势,以便对比观察;属性探索参数设置:用户可设置一个或多个关心属性的取值范围,将只显示具有这些属性的态势事件。Time exploration parameter setting: In the time exploration view, the user can set a time period and only display the situation events that occurred in this time period; in the space exploration parameter setting: the user can set two areas, the screen is divided into two, The cyberspace situation of these two areas is displayed on the left and right for comparison and observation; attribute exploration parameter setting: the user can set the value range of one or more attributes of interest, and only situational events with these attributes will be displayed.
平移操作:用户使用鼠标拖拽态势地图,地图将向着用户拖拽的方向展开新的内容;放大操作:用户使用鼠标滚轮放大态势地图,地图将减小比例尺,在相同屏幕面积中显示更少的内容;缩小操作:用户使用鼠标滚轮缩小态势地图,地图将增加比例尺,在相同屏幕面积中显示更多的内容;点击操作:用户点击一个态势要素,在该要素旁边显示关于该要素所有属性的完整信息。Pan operation: the user drags the situation map with the mouse, and the map will expand new content toward the direction the user drags; zoom operation: the user uses the mouse wheel to zoom in on the situation map, and the map will reduce the scale, displaying fewer images in the same screen area. Content; zoom out operation: the user uses the mouse wheel to zoom out the situation map, and the map will increase the scale to display more content in the same screen area; click operation: the user clicks a situation element, and the complete information about all attributes of the element will be displayed next to the element information.
本发明并不局限于前述的具体实施方式。本发明扩展到任何在本说明书中披露的新特征或任何新的组合,以及披露的任一新的方法或过程的步骤或任何新的组合。The present invention is not limited to the foregoing specific embodiments. The present invention extends to any new feature or any new combination disclosed in this specification, and any new method or process step or any new combination disclosed.
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