Operational Requirements Analysis Method Based on Question Answering of WEKG

IF 1.9 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Journal of Systems Engineering and Electronics Pub Date : 2024-03-14 DOI:10.23919/jsee.2024.000004
Zhiwei Zhang, Yajie Dou, Xiangqian Xu, Yufeng Ma, Jiang Jiang, Yuejin Tan
{"title":"Operational Requirements Analysis Method Based on Question Answering of WEKG","authors":"Zhiwei Zhang, Yajie Dou, Xiangqian Xu, Yufeng Ma, Jiang Jiang, Yuejin Tan","doi":"10.23919/jsee.2024.000004","DOIUrl":null,"url":null,"abstract":"The weapon and equipment operational requirement analysis (WEORA) is a necessary condition to win a future war, among which the acquisition of knowledge about weapons and equipment is a great challenge. The main challenge is that the existing weapons and equipment data fails to carry out structured knowledge representation, and knowledge navigation based on natural language cannot efficiently support the WEORA. To solve above problem, this research proposes a method based on question answering (QA) of weapons and equipment knowledge graph (WEKG) to construct and navigate the knowledge related to weapons and equipment in the WEORA. This method firstly constructs the WEKG, and builds a neutral network-based QA system over the WEKG by means of semantic parsing for knowledge navigation. Finally, the method is evaluated and a chatbot on the QA system is developed for the WEORA. Our proposed method has good performance in the accuracy and efficiency of searching target knowledge, and can well assist the WEORA.","PeriodicalId":50030,"journal":{"name":"Journal of Systems Engineering and Electronics","volume":"28 1","pages":""},"PeriodicalIF":1.9000,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Systems Engineering and Electronics","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.23919/jsee.2024.000004","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

The weapon and equipment operational requirement analysis (WEORA) is a necessary condition to win a future war, among which the acquisition of knowledge about weapons and equipment is a great challenge. The main challenge is that the existing weapons and equipment data fails to carry out structured knowledge representation, and knowledge navigation based on natural language cannot efficiently support the WEORA. To solve above problem, this research proposes a method based on question answering (QA) of weapons and equipment knowledge graph (WEKG) to construct and navigate the knowledge related to weapons and equipment in the WEORA. This method firstly constructs the WEKG, and builds a neutral network-based QA system over the WEKG by means of semantic parsing for knowledge navigation. Finally, the method is evaluated and a chatbot on the QA system is developed for the WEORA. Our proposed method has good performance in the accuracy and efficiency of searching target knowledge, and can well assist the WEORA.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于 WEKG 问题解答的运行需求分析方法
武器装备作战需求分析(WEORA)是打赢未来战争的必要条件,其中武器装备知识的获取是一项巨大挑战。主要挑战在于现有武器装备数据无法进行结构化知识表示,基于自然语言的知识导航无法有效支持 WEORA。为解决上述问题,本研究提出了一种基于武器装备知识图谱(WEKG)问题解答(QA)的方法来构建和导航 WEORA 中的武器装备相关知识。该方法首先构建了武器装备知识图谱(WEKG),然后通过语义解析在WEKG上构建了一个基于中立网络的问答系统,用于知识导航。最后,对该方法进行了评估,并为 WEORA 开发了一个基于 QA 系统的聊天机器人。我们提出的方法在搜索目标知识的准确性和效率方面都有很好的表现,可以很好地辅助 WEORA。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Journal of Systems Engineering and Electronics
Journal of Systems Engineering and Electronics 工程技术-工程:电子与电气
CiteScore
4.10
自引率
14.30%
发文量
131
审稿时长
7.5 months
期刊介绍: Information not localized
期刊最新文献
System Error Iterative Identification for Underwater Positioning Based on Spectral Clustering Cloud Control for IIoT in a Cloud-Edge Environment Multi-Network-Region Traffic Cooperative Scheduling in Large-Scale LEO Satellite Networks Quantitative Method for Calculating Spatial Release Region for Laser-Guided Bomb Early Warning of Core Network Capacity in Space-Terrestrial Integrated Networks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1