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Citation: Keqiang Sun, Jiahong Zhang, Zhen Wu, Zhenzhong Hu. Multi-Level Knowledge Extraction and Application Methods for Highway engineering Specifications. Journal of Information Technologyin Civil Engineering and Architecture, 2024, 16(1): 15-21. doi: 10.16670/j.cnki.cn11-5823/tu.2024.01.03

2024, 16(1): 15-21. doi: 10.16670/j.cnki.cn11-5823/tu.2024.01.03

Multi-Level Knowledge Extraction and Application Methods for Highway engineering Specifications

1. 

Guangdong Road & Bridge Construction Development Co., Ltd., Guangzhou 510623, China

2. 

Civil Engineering Department, Tsinghua University, Beijing 100084, China

3. 

Tsinghua Shenzhen International Graduate School, Shenzhen 518055, China

Corresponding author: 胡振中,

Web Publishing Date: 2024-02-20

Fund Project: 国家重点研发计划 2022YFC3801100

[1]

郭晓剑, 胡欢. 基于CiteSpace的我国建筑信息化知识图谱构建和分析[J]. 土木工程与管理学报, 2020, 37(06): 44-51. 

[2]

赵京胜, 宋梦雪, 高祥. 自然语言处理发展及应用综述[J]. 信息技术与信息化, 2019(07): 142-145. 

[3]

COWIE J, LEHNERT W. Information extraction[J]. Communications of the ACM, 1996, 39(1): 80-91.doi: 10.1145/234173.234209

[4]

HOGAN A, BLOMQVIST E, COCHEZ M, et al. Knowledge graphs[J]. ACM Computing Surveys (CSUR), 2021, 54(4): 1-37.

[5]

胡振中, 刘毅, 林超. 基于BIM的工程管理信息技术研究展望[J]. 工业建筑, 2022, 52(10): 195-203. 

[6]

张荷花, 顾明. BIM模型智能检查工具研究与应用[J]. 土木建筑工程信息技术, 2018, 10(02): 1-6. 

[7]

HUFFMAN S B. Learning information extraction patterns from examples[M]//HUFFMAN S B. Connectionist, Statistical and Symbolic Approaches to Learning for Natural Language Processing. Springer. 2005: 246-260.

[8]

YU Y, SI X S, HU C H, et al. A review of recurrent neural networks: LSTM cells and network architectures[J]. Neural computation, 2019, 31(7): 1235-1270.

[9]

BROWN T, MANN B, RYDER N, et al. Language models are few-shot learners[J]. Advances in neural information processing systems, 2020, 33: 1877-901.

[10]

DEVLIN J, CHANG M W, LEE K, et al. Bert: Pre-training of deep bidirectional transformers for language understanding[J]. arXiv preprint arXiv: 181004805, 2018.

[11]

WU L T, LIN J R, LENG S, et al. Rule-based information extraction for mechanical-electrical-plumbing-specific semantic web[J]. Automation in Construction, 2022, 135: 104108.

[12]

HU Z Z, LENG S, LIN J R, et al. Knowledge extraction and discovery based on BIM: a critical review and future directions[J]. Archives of Computational Methods in Engineering, 2021: 1-22.

[13]

HJELSETH E, NISBET N. Capturing normative constraints by use of the semantic mark-up RASE methodology; proceedings of the Proceedings of CIB W78-W102 Conference, F, 2011[C].

[14]

姜韶华, 周涵. 支持建设行业合规性检查的语义方法[J]. 土木工程与管理学报, 2017, 34(05): 60-65+89. 

[15]

周育丞, 郑哲, 林佳瑞, 等. 面向智能审图的规范条文命名实体识别[C]//. 第七届全国BIM学术会议, 中国重庆: 中国建筑工业出版社数字出版中心, 2021, 478-482.

[16]

ZHENG Z, ZHOU Y C, LU X Z, et al. Knowledge-informed semantic alignment and rule interpretation for automated compliance checking[J]. Automation in Construction, 2022, 142: 104524.

[17]

ZHANG J, EL-GOHARY N M. Semantic NLP-based information extraction from construction regulatory documents for automated compliance checking[J]. Journal of Computing in Civil Engineering, 2016, 30(2): 04015014.

[18]

陈远, 张雨, 康虹. 基于知识管理的BIM模型建筑设计合规性自动检查系统研究[J]. 图学学报, 2020, 41(03): 490-499. 

[19]

孙澄宇, 柯勋. 建筑设计中BIM模型的自动规范检查方法研究[J]. 建筑科学, 2016, 32(04): 140-145. 

[20]

EASTMAN C, LEE J M, JEONG Y S, et al. Automatic rule-based checking of building designs[J]. Automation in construction, 2009, 18(8): 1011-1033.

[21]

马羚, 张昊, 郭红领, 等. 智能施工平台作业安全规范研究[J]. 土木工程与管理学报, 2021, 38(06): 137-142+149. 

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Multi-Level Knowledge Extraction and Application Methods for Highway engineering Specifications

Keqiang Sun, Jiahong Zhang, Zhen Wu, Zhenzhong Hu

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