Bim Oriented Intelligent Data Mining and Representation

نویسندگان

  • Jiarui Lin
  • Zhenzhong Hu
  • Jianping Zhang
چکیده

Building Information Model (BIM) encompasses mass of data specified by Industry Foundation Classes (IFC) from multiple fields during the whole lifecycle of the Architecture, Engineering and Construction (AEC) project. Recently, a large international initiative is launched to provide extensive support that will facilitate the creation, sharing and integration for BIM through all professions in the AEC industry, while few bend their mind to intelligent BIM data mining, which will improve the value of BIM. As the Information becoming increasingly rich and complicated, utilization of the data is getting harder, particularly for personnel without extensive knowledge of IFC specifications. This paper proposes a framework utilizing Natural Language Processing (NLP) and International Framework for Dictionaries (IFD) to address the intelligent BIM data mining problem. First, user requirements depicted with a sentence of natural language are processed for keywords extraction by NLP. Then, keywords will map to IFC entities (or properties) through IFD-driven mapping mechanism, providing information for data retrieval and analyzing. Finally, the analyzed results of BIM data collected by previous research and application will be represented in accordance with its format such as tables, charts, animations or combination of them. The framework provides an intelligent data mining and multi-aspect data representation method for users without any special training, thus enhancing the applicable value of BIM. Practical application results in construction management illustrates that with semantic understanding of his/her intention in natural language, user concerned data will be automatically retrieved, analyzed and represented in a suitable form, which is of great benefit for corporations without requiring extremely technological users, facilitating BIM application and enhancing the value of BIM.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Developing a BIM-based Spatial Ontology for Semantic Querying of 3D Property Information

With the growing dominance of complex and multi-level urban structures, current cadastral systems, which are often developed based on 2D representations, are not capable of providing unambiguous spatial information about urban properties. Therefore, the concept of 3D cadastre is proposed to support 3D digital representation of land and properties and facilitate the communication of legal owners...

متن کامل

A BIM-Oriented Model for supporting indoor navigation requirements

Existing indoor navigation approaches such as navigation based on 2D geometries and pre-defined routing remain insufficient for many applications such as emergency response, delivery, utility maintenance, facility management and so on. The insufficiencies caused by existing navigation approaches can be overcome by using the advanced geometric and semantic information included in intelligent bui...

متن کامل

Towards Moving from Web to Knowledge Web

With abundance of data on system it is complicated to accessing facts oriented information from the WWW and provided a reasonable outcome to the users. It has become mandatory to utilize some approach so that valuable information can be extracted. Wisdom web are most promising solution in such circumstances. The emerging of wisdom web focuses on bringing knowledge representation capabilities to...

متن کامل

Distributed Data Mining From Heterogeneous Healthcare Data Repositories: Towards an Intelligent Agent-Based Framework

This paper presents a case for an intelligent agent based framework for knowledge discovery in a distributed healthcare environment comprising multiple heterogeneous healthcare data repositories. Data-mediated knowledge discovery, especially from multiple heterogeneous data resources, is a tedious process and imposes significant operational constraints on end-users. We demonstrate that autonomo...

متن کامل

Big Data in Building Information Modeling Research: Survey and Exploratory Text Mining

Building Information Modeling (BIM) has rapidly grown from merely being a three-dimensional (3D) model of a facility to serving as “a shared knowledge resource for information about a facility, forming a reliable basis for decisions during its life cycle from inception onward” [1]. BIM with three primary spatial dimensions (width, height, and depth) becomes 4D BIM when time (construction schedu...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013