Semi-Automated Formalization and Representation of the Engineering Knowledge Extracted From Spreadsheet Data

Yurin, Aleksandr Yu.; Dorodnykh, Nikita O.; Shigarov, Alexey O.

doi:10.1109/access.2021.3130172

Cited by 3 publications

(2 citation statements)

References 34 publications

(49 reference statements)

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“…A screenshot of the Tab- All tables from the ISI-167E dataset were semantically annotated using TabbyLD2 and a target domain ontology schema. This schema describes the ISI field and was created manually by domain experts [90] using the conceptual (cognitive) modeling tool, in particular, the IHMC CmapTools software [91], and the ontological modeling tool (Protégé [92]). A fragment of this schema is presented in Figure 6.…”

Section: Industrial Safety Inspectionmentioning

confidence: 99%

Knowledge Graph Engineering Based on Semantic Annotation of Tables

Dorodnykh,

Yurin

2023

Computation

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A table is a convenient way to store, structure, and present data. Tables are an attractive knowledge source in various applications, including knowledge graph engineering. However, a lack of understanding of the semantic structure and meaning of their content may reduce the effectiveness of this process. Hence, the restoration of tabular semantics and the development of knowledge graphs based on semantically annotated tabular data are highly relevant tasks that have attracted a lot of attention in recent years. We propose a hybrid approach using heuristics and machine learning methods for the semantic annotation of relational tabular data and knowledge graph populations with specific entities extracted from the annotated tables. This paper discusses the main stages of the approach, its implementation, and performance testing. We also consider three case studies for the development of domain-specific knowledge graphs in the fields of industrial safety inspection, labor market analysis, and university activities. The evaluation results revealed that the application of our approach can be considered the initial stage for the rapid filling of domain-specific knowledge graphs based on tabular data.

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Section: Industrial Safety Inspectionmentioning

confidence: 99%

Knowledge Graph Engineering Based on Semantic Annotation of Tables

Dorodnykh,

Yurin

2023

Computation

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“…These tools aim to achieve the reuse of engineering knowledge related to products and processes, ultimately enhancing product design efficiency and reducing product development costs [30]. To implement KBE systems effectively, it is essential to integrate suitable programming methods, establish a clear understanding of the relationships between problems, and achieve the generation of rule-driven models [31].…”

Section: Introductionmentioning

confidence: 99%

Research on the Modular Design and Application of Prefabricated Components Based on KBE

Li,

Feng,

Liu

et al. 2023

Buildings

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The design and production of prefabricated buildings pose challenges in achieving standardization, limiting their extensive adoption. In order to address issues of prefabricated components, such as the low reusability of design knowledge, limited standardization, and design disconnection, this paper adopted the prefabricated cantilevered structure components as the research object. It employs knowledge-based engineering (KBE) theory and secondary split modularization approach in conjunction with Revit secondary development technology to establish a modular design system. The system formalizes complex design knowledge into concise user interfaces and a logically clear programming language, ensuring the design system’s ease of use and accessibility. To validate the authenticity and applicability of the modular design system developed in this paper, a comparison is made between the traditional modeling tool and modular modeling tool. Through empirical analysis, the result indicates that the new tool proposed in this paper can enhance the efficiency of design professionals by 72.92%. Among these, the tool meets the modeling and design requirements of 96.1% of the prefabricated components in the project, making it highly suitable for the modeling and design process of the vast majority of prefabricated components. Therefore, this design approach, which integrates KBE and three-dimensional geometric technology, makes the modular design of prefabricated cantilevered structural components feasible, providing a reference for future research in the design of other prefabricated components.

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Character embedding-based Bi-LSTM for Zircon similarity calculation with clustering

Jiang

et al. 2022

Earth Sci Inform

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Semi-Automated Formalization and Representation of the Engineering Knowledge Extracted From Spreadsheet Data

Cited by 3 publications

References 34 publications

Knowledge Graph Engineering Based on Semantic Annotation of Tables

Knowledge Graph Engineering Based on Semantic Annotation of Tables

Research on the Modular Design and Application of Prefabricated Components Based on KBE

Character embedding-based Bi-LSTM for Zircon similarity calculation with clustering

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