基于LLM的家电智能交互控制系统研究
Research on intelligent interactive control system of home appliances based on LLM
李伟 1贾奇伟 1劳春峰 2宋玉军2
作者信息
- 1. 青岛海尔空调器有限总公司 山东 青岛 266101;数字家庭网络国家工程研究中心 山东 青岛 266101
- 2. 青岛海尔空调器有限总公司 山东 青岛 266101
- 折叠
摘要
家电智能化研究不断推进,当前智能控制系统的研究与应用实践中存在诸多影响用户体验的技术缺陷.针对智能语音交互控制的不足,研究并提出基于大语言模型(Large Language Model,LLM)的智能家电控制系统,内容重点聚焦于大语言模型在家电领域垂直应用的训练方法与参数调优,并同步构建基于大模型的家电智能交互系统.创新性地引入语音情感识别(Speech Emotion Recognition,SER)和情感语音合成(Text to Speech,TTS),构建一整套拟人化应用的智能人机交互体系.该人机交互系统的应用,可进一步提升家电设备交互控制能力,更接近人的自然交互方式,缩短机器与人的距离,显著提升用户的设备使用体验.
Abstract
The research on intelligentization of home appliances is advancing continuously,and there are many technical deficiencies in the current research and application practice of intelligent control systems that affect the user experience.This study proposes the research of intelligent home appliance control system based on Large Language Model(LLM)to address the shortcomings of intelligent voice interaction control.The content focuses on the training method and parameter tuning of the vertical application of the Large Language Model in the field of home appliances,and the construction of the intelligent home appliance interaction system based on the Large Model is synchronized.Speech Emotion Recognition(SER)and Text to Speech(TTS)are innovatively introduced to construct a whole set of intelligent human-computer interaction system for anthropomorphic applications.The application of this human-computer interaction system can further enhance the interaction and control capability of home appliances,closer to the natural interaction of human beings,shorten the distance between machines and human beings,and significantly improve the user's experience of using the equipment.
关键词
家电智能化/大语言模型/语音情感识别/情感语音合成Key words
Intelligent home appliances/Large language model/Speech emotion recognition/Emotional text to speech引用本文复制引用
出版年
2024
国家科技期刊平台
NSTL
万方数据