A Data Integration and Simplification Framework for Improving Site Planning and Building Design

Leng, Shuo; Lin, Jia-Rui; Li, Sun-Wei; Hu, Zhen-Zhong

doi:10.1109/access.2021.3124010

Cited by 6 publications

(3 citation statements)

References 54 publications

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“…The planning and design phase is commonly used for visualization, site layout, route, and alignment planing. This integration reduces the data gap between site planning and building design to improve the collaborative design [32]. It potentially overcomes the limitations and better understands vulnerabilities in the building, and facilitates effective decisions [43].…”

Section: Potential Area Of Bim-gis Integrationmentioning

confidence: 99%

Developing Building Management System Framework using Web-based-GIS and BIM Integration

Narindri

Nugroho²,

Aminullah³

2022

ced

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Building Information Modeling (BIM) and Geographic Information systems (GIS) are two digital system innovations advantageously applied in the Architecture, Engineering, Construction, and Operations (AECO) sectors. GIS and BIM integration development is indispensable in building and infrastructure management. This integration promises several benefits for the operational phase of buildings and infrastructures. However, it faces challenges in data transformation and collaboration. This study proposes a framework and model for a web-based building management platform. The framework is developed by transforming BIM data into the GIS environment using the latest technology from ArcGIS. It allows data-sharing and collaboration among stakeholders, help build management, and is valuable for decision-making. The stakeholders, who do not need a BIM-GIS expert, could virtually see the report and updates of this building model every time.

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Section: Potential Area Of Bim-gis Integrationmentioning

confidence: 99%

Developing Building Management System Framework using Web-based-GIS and BIM Integration

Narindri

Nugroho²,

Aminullah³

2022

ced

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“…This eld focuses primarily on integrating database tables, including case studies on various domains. Leng et al [9] investigate BIM-GIS (Building Information Modeling, Geographic Information System) integration issues in site planning and propose a comprehensive integration scheme that involves three stages: extraction, integration, and optimization, speci cally targeting BIM/GIS data sets stored in json and obj object formats. Reda et al [10] propose a layered integration scheme for health and tness data, transforming metadata into uniformly formatted data based on the IoT Fitness Ontology.…”

Section: ) Data Integrationmentioning

confidence: 99%

AI-enabled Legacy Data Integration with Privacy Protection: a Case Study on Regional Cloud Arbitration Court

Song

Jiao

et al. 2023

Preprint

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This paper reports an interesting case study on the Legacy Data Integration (LDI for short) for a Regional Cloud Arbitration Court. Due to the inconsistent structure and presentation, legacy arbitration cases can hardly integrate into the Cloud Court unless processed manually. In the case study, we aim to build an AI-enabled LDI method to replace the high-cost manual one and protect privacy during the process. Our method employs Optical Character Recognition (OCR), text classification, Named Entity Recognition (NER), and entity relation extraction to transform legacy data into system format. We train AI models to replace the tasks of the Court staff, such as reading and understanding legacy cases, removing privacy information, composing new records of cases to fit the Cloud Court, and inputting them through the system interfaces. With the applications of a Cloud Arbitration Court in Liaoning Provence, China, our intelligent LDI has similar effectiveness but greater efficiency than the manual LDI. Our method saves 90% of the workforce and achieves a 60%-70% information extraction rate of manual work. Our method achieves a comparable filtering effect for privacy while retaining the maximum amount of information. With the continuous development of informationalization and intelligentization in judgment and arbitration, many courts are building the court system using ABC technologies, namely Artificial intelligence, Big data, and Cloud computing. Our method could provide a practical reference when integrating legal data into the system.

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“…In the AEC domain, another approach addresses the integration of geographic information systems (GIS) and building information models (BIM), which are mostly managed separately [15]. The authors propose a framework for data integration and simplification to improve site planning and building design, and propose an integrated BIM-GIS model with a multi-level data structure.…”

Section: Related Workmentioning

confidence: 99%

Standardized Data Integration in the AEC Domains – What does it take to succeed?

Paskaleva

Mazak‐Huemer²,

Sint

et al. 2022

IOP Conf. Ser.: Earth Environ. Sci.

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Data models are the backbone of digital information exchange, since they contain the structure of data to be exchanged. Just as information requirements vary, so do data models – in level of detail, level of abstraction, and domain coverage. Due to these differences, communication between some data models is easy and between others is difficult. Regarding the Building Information Model (BIM) initiative, the IFC standard data model varies in detail, abstraction level, and large domain coverage. In contrast, the Austrian ÖGG-guideline has a consistent detail and abstraction level focusing on a single domain, subsurface engineering. In order to participate in a loss- and distortion-free information exchange, a reliable translation via a multitude of data models is a must-have. In this paper, we present formal criteria for distinguishing between semantics-carrying data models, such as IFC and ÖGG, and translating data models that provide reliable communication bridges between them, such as CAEX and SIMULTAN. We will show that translating data models are an indispensable part of the data model infrastructure even within a single domain. For evaluation purpose, we demonstrate our approach on a subsurface engineering use case.

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A Data Integration and Simplification Framework for Improving Site Planning and Building Design

Cited by 6 publications

References 54 publications

Developing Building Management System Framework using Web-based-GIS and BIM Integration

Developing Building Management System Framework using Web-based-GIS and BIM Integration

AI-enabled Legacy Data Integration with Privacy Protection: a Case Study on Regional Cloud Arbitration Court

Standardized Data Integration in the AEC Domains – What does it take to succeed?

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