Navigating Immovable Assets: A Graph-Based Spatio-Temporal Data Model for Effective Information Management

IF 2.8 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS ISPRS International Journal of Geo-Information Pub Date : 2024-08-30 DOI:10.3390/ijgi13090313
Muhammad Syafiq, Suhaibah Azri, Uznir Ujang
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Abstract

Asset management is a process that deals with numerous types of data, including spatial and temporal data. Such an occurrence is attributed to the proliferation of information sources. However, the lack of a comprehensive asset data model that encompasses the management of both spatial and temporal data remains a challenge. Therefore, this paper proposes a graph-based spatio-temporal data model to integrate spatial and temporal information into asset management. In the spatial layer, we provide a graph-based method that uses topological containment and connectivity relationships to model the interior building space using data from 3D city models. In the temporal layer, we proposed the Aggregated Directly-Follows Multigraph (ADFM), a novel process model based on a directly-follows graph (DFG), to show the chronological flow of events in asset management by taking into consideration the repetitive nature of events in asset management. The integration of both layers allows spatial, temporal, and spatio-temporal queries to be made regarding information about events in asset management. This method offers a more straightforward query, which helps to eliminate duplicate and false query results when assessed and compared with a flattened graph event log. Finally, this paper provides information for the management of 3D spaces using a NoSQL graph database and the management of events and their temporal information through graph modelling.
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导航不动资产:基于图形的时空数据模型促进有效信息管理
资产管理是一个处理多种类型数据(包括空间和时间数据)的过程。出现这种情况的原因在于信息源的激增。然而,缺乏一个包含空间和时间数据管理的综合资产数据模型仍然是一个挑战。因此,本文提出了一种基于图的时空数据模型,将时空信息整合到资产管理中。在空间层,我们提供了一种基于图的方法,利用拓扑包含和连接关系,使用三维城市模型的数据对建筑内部空间进行建模。在时间层,我们提出了聚合直接跟随多图(ADFM),这是一种基于直接跟随图(DFG)的新型流程模型,通过考虑资产管理中事件的重复性来显示资产管理中事件的时间流。这两层的整合允许对资产管理中的事件信息进行空间、时间和时空查询。这种方法提供了一种更直接的查询方式,在与扁平化图形事件日志进行评估和比较时,有助于消除重复和错误的查询结果。最后,本文为使用 NoSQL 图形数据库管理三维空间以及通过图形建模管理事件及其时间信息提供了信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ISPRS International Journal of Geo-Information
ISPRS International Journal of Geo-Information GEOGRAPHY, PHYSICALREMOTE SENSING&nb-REMOTE SENSING
CiteScore
6.90
自引率
11.80%
发文量
520
审稿时长
19.87 days
期刊介绍: ISPRS International Journal of Geo-Information (ISSN 2220-9964) provides an advanced forum for the science and technology of geographic information. ISPRS International Journal of Geo-Information publishes regular research papers, reviews and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. The 2018 IJGI Outstanding Reviewer Award has been launched! This award acknowledge those who have generously dedicated their time to review manuscripts submitted to IJGI. See full details at http://www.mdpi.com/journal/ijgi/awards.
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