跳到主要导航 跳到搜索 跳到主要内容

多轮对话技术及其在电网数据查询中的应用

  • Kai Wang
  • , Zhou Jun Li
  • , Wen Bo Sheng
  • , Shu Wei Chen
  • , Mingxuan Wang
  • , Jian Qing Liu
  • , Hai Bo Lan
  • , Rui Zhang
  • State Grid Jibei Electric Power Co., Ltd
  • Beihang University

科研成果: 期刊稿件文章同行评审

摘要

With the integration of information technology and traditional industries, it has become a trend to use computer-controlled machines instead of humans to perform repetitive, boring and even dangerous tasks. In order to effectively interact with computers in natural language, human-computer interaction and dialogue systems based on multi-turn dialogue technology have become a research hotspot in the field of artificial intelligence and natural language processing. In the grid control system, the dispatcher needs to do a large number of query operations manually. To reduce the complexity of existing dispatching system and improve the speed of emergency handling of dispatchers, multi-turn dialogue technology can be applied to realize intelligent voice query of power grid data. This paper first describes the basic architecture of the task-oriented multi-turn dialogue system, including functions and related algorithms of its three modules: natural language understanding, dialogue management, and natural language generation. Next, in order to meet the demand of power grid companies for specific scenarios such as intelligent data queries, this paper designs and implements a multi-module task-oriented multi-turn dialogue system which consists of natural language understanding module, dialogue management module, natural language generation module and knowledge base as core modules. The grid dispatcher can ask the system questions and get answers in the form of natural language. This process does not require keyboard or mouse operations, which greatly improves the rapidity and convenience of the grid information query.

投稿的翻译标题Multi-turn Dialogue Technology and Its Application in Power Grid Data Query
源语言繁体中文
页(从-至)265-271
页数7
期刊Computer Science
49
10
DOI
出版状态已出版 - 15 10月 2022

关键词

  • Dialogue management
  • Dialogue system
  • Intention recognition
  • Natural language generation
  • Slot filling

指纹

探究 '多轮对话技术及其在电网数据查询中的应用' 的科研主题。它们共同构成独一无二的指纹。

引用此