Classification method for construction engineering change instructions

A technology of construction engineering and classification method, applied in the fields of natural language processing and construction engineering, can solve the problems of low efficiency of manual classification of construction engineering documents, and achieve the effect of improving the performance of semantic representation, reducing the dimension and improving the accuracy

Active Publication Date: 2021-05-04
SOUTH CHINA UNIV OF TECH +1
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The purpose of the present invention is to use natural language processing technology to solve the problem of low efficiency of manual classification of construction engineering documents

Method used

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  • Classification method for construction engineering change instructions
  • Classification method for construction engineering change instructions
  • Classification method for construction engineering change instructions

Examples

Experimental program
Comparison scheme
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Embodiment

[0067] A classification method for construction engineering change orders, such as figure 1 shown, including the following steps:

[0068] S1. According to the characteristics of construction engineering documents, perform document conversion processing, extract the text content of each document, and mark the category of each document, and establish a construction engineering corpus, including the following steps:

[0069] S1.1. Construction engineering documents are usually image PDFs generated by scanning, and optical character recognition (OCR) technology is used to identify the text in the construction engineering documents and store them in text format (.txt);

[0070] S1.2. Organize and improve the text identified in each document, remove the fixed content in the header and footer, and correct the content of the body of the table;

[0071] S1.3. Manually classify each text according to whether the content of the text involves an engineering change order;

[0072] S1.4....

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Abstract

The invention discloses a building engineering change instruction classification method. The method comprises the following steps: conducting document conversion processing according to the characteristics of constructional engineering documents, extracting the text content of each document, marking the category of each document, and establishing a constructional engineering corpus; constructing a building field dictionary, and performing word segmentation preprocessing on texts in the building engineering corpus by combining a word segmentation tool with the building field dictionary to obtain a text word sequence; establishing a word vector training corpus, and training a distributed word vector by adopting a word vector model; representing global word features and local syntactic features of the text based on a distributed method, and constructing text fusion semantic representation; constructing a classification model by adopting a supervised machine learning algorithm based on the text fusion semantic representation; predicting the to-be-classified documents, and rapidly obtaining instructions related to engineering changes in the to-be-classified documents. A natural language processing technology is utilized, the problem of low efficiency of manual classification of engineering documents in the building field is solved, and construction management of building engineering is facilitated.

Description

technical field [0001] The invention belongs to the fields of natural language processing and construction engineering, and in particular relates to a method for classifying construction engineering change instructions. Background technique [0002] my country's urbanization process has entered a high-speed stage, and the annual new construction volume of municipal facilities, houses, and traffic roads has increased significantly, and the scale of new construction projects continues to increase, and the architectural structure forms tend to be diverse. Construction projects are complex, involving multiple factors such as management, technology, and finance, and require the cooperation of multiple parties. As a communication document and construction basis between various units and departments, the work contact list records the plan confirmation, progress coordination, construction feedback, government documents and other information that occurred during the construction proc...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/35G06F40/211G06F40/289G06F40/295G06F40/30G06K9/62
CPCG06F16/35G06F40/30G06F40/295G06F40/211G06F40/289G06F18/214
Inventor 刘发贵吴怡
Owner SOUTH CHINA UNIV OF TECH
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