Text visualization for construction document information management

Sun, Jun; Lei, Kun; Cao, Lei; Zhong, Botao; Wei, Yi; Li, Jintao; Yang, Zhihan

doi:10.1016/j.autcon.2019.103048

Cited by 39 publications

(15 citation statements)

References 37 publications

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“…There are many types of business document production schemes in the circulation of any enterprise that can be classified based on general reference classes. The most important classes include [43,[51][52][53]:…”

Section: Development Of a Document Management Systemmentioning

confidence: 99%

Management of the Documentation Release by the Programmable Electrical Energy Flow-Individually Made Machine Called Documentomat

2021

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It is well known that in a turbulent world (full of processed information), information has a particularly high value. Wide access to technology makes the data transformation and transmission processes faster and more vulnerable to leaks and unauthorized access. This publication discusses the concept of information security management based on a development of a machine called documentomat. It is the machine built to automatically release documents with regard to high security standards. The entire flow of the documents in the company has been presented and the formalized process of decision-making to develop and finally build above-mentioned machine was described. The problems and doubts raised during the machine building process were presented along with the solutions adopted. The device has been designed, constructed, and programmed within the resources of one micro-sized limited liability company in Europe. Thus, it is the solution working in a real world that may find application in many similar companies, not the theoretical concept only. The final result exceeded the expectations of the project team, leading to strengthening of the competitive position of the company. This occurred through the following aspects: adding significant advantage to its offer, which is the ability to release the documents at any time with regard to high security standards. Moreover, the long-term level of costs of such a solution seems to be very low. During the one year of operation period, two malfunctions took place, each was repaired in just 3 h (repair and improvement, labor only, no spare parts needed). Any further maintenance, repair, or development can be done at very affordable prices, at non-available on the market labor cost, which will potentially further strengthen the impact of the solution on the competitiveness of the company. Improvement in terms of competitiveness of the company and data safety has been gained. The success of this project proves that, in some cases, it is worth to develop the necessary solution within the resources of the company rather than buying one from an external enterprise.

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Section: Development Of a Document Management Systemmentioning

confidence: 99%

Management of the Documentation Release by the Programmable Electrical Energy Flow-Individually Made Machine Called Documentomat

2021

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“…LSTM network is an effective deformation of RNN (Recurrent Neural Network). The hidden layer of each moment in the LSTM network contains multiple memory modules, each module contains one or more memory cells, and each memory cell contains three memory gates [18,19]. The LSTM network can effectively solve gradient explosion or gradient disappearance in the simple RNN, optimizes non-RNN networks, and can deal with context information within a large range.…”

Section: B Bi-lstm-crf Modelmentioning

confidence: 99%

Named Entity Recognition in Equipment Support Field Using Tri-Training Algorithm and Text Information Extraction Technology

Liu

et al. 2021

IEEE Access

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NER (Named Entity Recognition) is of great significance for the construction of a knowledge map. The purpose is to guarantee the recognition effect of named entity recognition method in the application scenario of vertical field, a named entity recognition method is proposed based on BI-LSTM-CRF [BI(Bidirectional) LSTM (Long-Short Term Memory) CRF (Conditional Random Field)] for equipment support field, which improves the recognition effect of the domain named entity and provides technical support for the subsequent construction of domain knowledge map. First, Chinese characters are represented by word embedding and input into the model. Then, the input feature vector sequence is processed through BI-LSTM NN (Neural Network) to extract contextual semantic learning features. Finally, the learned features are connected to the linear CRF, the NEs (Named Entity) in the field of equipment support are labeled, and the NER results are obtained and output. The experimental results show that the precision of the named entity recognition method based on the BI-LSTM-CRF model has reached 92.02%, the recall rate has reached 93.21%, and the F1score has reached 93.88%. Meanwhile, the performance of the proposed BI-LSTM-CRF model is higher than the precision of the BI-LSTM NN model and LSTM-CRF NN model.

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“…The development of virtual organizations results from the availability of specialized IT tools enabling knowledge management (Le-Nguyen et al, 2018) They include, document management systems (Sun et al, 2020), the Web 2.0 system (Orenga-Roglá and Chalmeta, 2019) supporting the development of innovation (Schmidt and Oelsnitz, 2020), group work and decision support systems.…”

Section: The Role Of Virtual Organizations In Modern Economy: Theoretical Studymentioning

confidence: 99%

Virtual Organizations: A Case Study of the Polish Agricultural Sector

Pizło¹,

Parzonko²,

Mazurkiewicz-Pizło³

et al. 2021

ERSJ

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Purpose:The aim of this study is to diagnose the activity of virtual organizations in Polish agriculture and to determine the importance of trust in their formation and development. Design/Approach/Methodology: An approach based on Gioia methodology was applied. Five organizations created by farmers to sell their products directly to consumers were deliberately selected. In each case, the farmers collaborated to build the foundations of a virtual organization. The study involved the method of a diagnostic survey and an interview questionnaire as a research instrument. Findings: Modern information and communications technologies allow for the effective shortening of the distance between organizations potentially interested in cooperation. The empirical research involving Polish organizations of farmers operating in the virtual spaceshows that the crucial element determining their success is building consumer trust through providing high-quality products and delivering them on time. Practical Implications: It has been found that for buyers of food products quality is the highest value. Confidence in the quality of products resulting from the previous experience or the experience of friends was a decisive motive for placing orders.

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Text visualization for construction document information management

Cited by 39 publications

References 37 publications

Management of the Documentation Release by the Programmable Electrical Energy Flow-Individually Made Machine Called Documentomat

Management of the Documentation Release by the Programmable Electrical Energy Flow-Individually Made Machine Called Documentomat

Named Entity Recognition in Equipment Support Field Using Tri-Training Algorithm and Text Information Extraction Technology

Virtual Organizations: A Case Study of the Polish Agricultural Sector

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