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基于即时情绪感知的心理健康预训练生成式模型构建

Construction of a Generative Project for Mental Health Pretraining Based on Instant Emotional Perception

来源:istic_logo国家预印本平台
中文摘要英文摘要

【摘要】本研究旨在通过人工智能技术和心理学原理,开发一套基于即时情绪感知的心理健康解决方案,以预防或消除心理问题,并提升心理健康水平。采用自然语言处理(NLP)、情感分析、专家系统构建以及实时情绪感知反馈等核心功能,通过多模态介质材料对情绪相关行为进行界定,采集并整理数据集,构建情绪识别建设模型。成功开发出“心境畅行”系统,该系统能够理解和分析用户的语言和情感表达,提供个性化的心理健康服务,重点关注用户在学习和工作等方面的需求,并通过实时监测与分析用户的情绪状态,提供专业的干预和建议。本项目体现了对心理健康促进的深入理解和创新性支持,通过科技手段为用户提供有效、个性化的心理健康解决方案,确保了提供安全、保护隐私的心理咨询平台,对于提升公众心理健康意识和水平具有重要意义。

[Abstract] Purpose This study aims to develop a mental health solution based on real-time emotional perception through artificial intelligence technology and psychological principles, in order to prevent or eliminate psychological problems and improve mental health levels Method Using core functions such as natural language processing (NLP), sentiment analysis, expert system construction, and real-time emotion perception feedback, defining emotion related behaviors through multimodal media materials, collecting and organizing datasets, and constructing an emotion recognition construction model Result Successfully developed the "Mood Smooth" system, which can understand and analyze user language and emotional expression, provide personalized mental health services, focus on user needs in learning and work, and provide professional intervention and advice through real-time monitoring and analysis of user emotional status. Conclusion This project reflects a deep understanding and innovative support for promoting mental health, providing users with effective and personalized mental health solutions through technological means, ensuring the provision of a safe and privacy protected psychological counseling platform, which is of great significance for improving public awareness and level of mental health.

李秉洋、曹炎祺、杨浩东、林家硕

塔里木职业技术学院塔里木职业技术学院塔里木职业技术学院塔里木职业技术学院

10.12383/202404180006V1

科学、科学研究计算技术、计算机技术

心理健康促进自然语言处理情绪感知反馈个性化服务实时干预

Psychological health promotion Natural language processing Emotional perception feedback Personalized services Real time intervention

李秉洋,曹炎祺,杨浩东,林家硕.基于即时情绪感知的心理健康预训练生成式模型构建[EB/OL].(2024-04-21)[2025-06-04].https://sinoxiv.napstic.cn/article/3609965.点此复制

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