矿工不安全行为影响因素本体构建与推理研究
Ontology Construction and Reasoning Research on Influencing Factors of Miners’ Unsafe Behavior
-
摘要: 目前在矿工不安全行为分析领域存在一些问题,如不安全行为影响因素的知识组织多样、信息异构以及共享和再利用不足等。为了解决上述问题,实现对矿工不安全行为的智能化预警,提出构建矿工不安全行为影响因素本体。通过分析矿工不安全行为影响因素的领域知识,提炼领域中重要的本体术语及其内在的语义联系,构建了矿工不安全行为影响因素本体。同时利用Python编程接口,以矿工心率和工作环境中的噪声为例,对所构建的本体进行推理,实验结果验证了内部因素和外部因素会影响矿工不安全行为的产生。推理结果表明,该本体可实现对矿工不安全行为的预警预防,有利于矿工不安全行为领域知识的共享和重用。Abstract: Nowadays, several problems exist in the field of miners’ unsafe behavior analysis, such as the various styles of knowledge organization, the information isomerism and the lack of sharing and reuse of the knowledge on influence factors of miners’unsafe behavior. To solve these problems and realize the intelligent early warning of miners’ unsafe behavior, this paper proposes the ontology of influencing factors of miners’ unsafe behavior. By analyzing the field knowledge of the influential factors of the unsafe behavior of miners, the important ontology terminology and its intrinsic semantic relation in the refining field, we propose a method of constructing the ontology on the factors affecting the unsafe behavior of miners. At the same time, we use the ontology for reasoning by using the Python programming interface, taking the miners’ heart rate and noise in working environment as an example. Experimental results prove that the internal and external factors can influence the unsafe behavior of miners. The results of inference show that this ontology can be used for the precaution of unsafe behavior of miners and is beneficial to the sharing and reusing of knowledge of miners’unsafe behavior.
-
-
[1] 吴红玉.基于生理测量的矿工不安全行为实验研究[D].焦作:河南理工大学,2016. [2] 田水承,李红霞,王莉,等.从三类危险源理论看煤矿事故的频发[J].中国安全科学学报,2007(1):10-15. [3] 刘超.企业员工不安全行为影响因素分析及控制对策研究[D].北京:中国地质大学(北京),2010. [4] 翟国栋.综采工作面人机环境系统安全研究[D].北京:中国矿业大学(北京),2011. [5] 管镇铭.基于物联网的煤矿安全生产专家系统的研究与设计[D].成都:电子科技大学,2014. [6] 孟现飞.基于本体的煤矿事故预警知识库模型及其应用[D].徐州:中国矿业大学,2014. [7] Gruber T R. A translation approach to portable ontology specifications[J]. Knowledge Acquisition, 1993, 5(2):199-220. [8] 孙维聪.基于OWL的领域本体构建方法研究[D].哈尔滨:哈尔滨工业大学,2009. [9] 王红伟,韩红宇.Web本体语言OWL及推理研究[J].煤炭技术,2010,29(7):217-218. [10] Thomas R Gruber. Toward principles for the design of ontologies used for knowledge sharing[J]. International Journal of Human - Computer Studies, 1995, 43:5. [11] 王晓盈,王晓璇,刘鹏.中文本体构建及可视化研究[J].计算机技术与发展,2010,20(2):121-124. [12] 李磊,田水承,邓军,等.矿工不安全行为影响因素分析及控制对策[J].西安科技大学学报,2011,31(6):794-798. [13] Lamy J B. Owlready: Ontology-oriented programming in Python with automatic classification and high level constructs for biomedical ontologies[J]. Artificial Intelligence in Medicine, 2017, 80: 11-28. -
期刊类型引用(2)
1. 路亮，荆忠亮，宁志强，冯利军. 液压支架护帮装置结构分析与参数化优化. 机械设计与研究. 2025(01): 275-281 . 
百度学术
2. 孟令宇，周如林，王伟，郭宗凯. 大流量交替双向锁流道优化设计及仿真计算. 液压与气动. 2021(09): 101-107 . 百度学术
其他类型引用(1)
计量
- 文章访问数: 136
- HTML全文浏览量: 0
- PDF下载量: 0
- 被引次数: 3
下载:
