CPFformer:一个基于层次的图形建模融合框架,使中国诗歌发音的情感特征更容易控制
IEEE transactions on neural networks and learning systems
|January 12, 2026
概括
我们开发了CPFformer,这是一个深度学习框架,用于分析中国诗歌发音中的情感特征. 这种方法通过整合语音和情感分析来增强儿童的语言技能和艺术欣赏.
科学领域:
- 计算语言学 计算语言学
- 人工智能的人工智能
- 语音处理 语音处理
背景情况:
- 中国诗歌是一种丰富的文化形式,表达了情感和叙事.
- 分析发音的情感特征是儿童语言和艺术发展的关键.
- 现有的方法缺乏对诗歌朗诵中的情感动态进行全面分析.
研究的目的:
- 提出CPFformer,一个新的深度学习框架,用于分析和预测中国诗歌发音中的情感特征.
- 增强对中国口语诗歌中情感表达的理解.
- 通过改进的分析,促进儿童的语言能力和艺术欣赏.
主要方法:
- 使用深度学习框架,CPFformer集成了语音和情感分析.
- 它采用了诸如空间网络中的异常检测 (ADSN) 和时空学习 (STL) 等模块.
- 多尺度的Mel特征提取和图形结构捕获全球/本地情感一致性.
主要成果:
- 该框架实现了高准确性,平均平方误差为0.3572和R平方误差为0.9822.
- 实验结果表明CPFformer的可行性,有效性和优越性超过最先进的方法.
- 创建了一个新的中国诗歌发音数据集,支持未来的研究.
结论:
- CPFformer有效地分析了中国诗歌发音中的情感特征.
- 该框架显示了提高语音技术,教育和情感素养的巨大潜力.
- 它促进传统文化与人工智能的整合,以实现智能学习环境.
相关概念视频
Labeling Emotion
594
Emotional labeling is a cognitive process that involves identifying and naming one's emotions, such as anger, fear, happiness, or sadness. It allows individuals to recognize and express their internal emotional states, a critical aspect of emotional regulation and communication. Labeling emotions requires more than mere recognition; it also involves drawing upon memory and contextual cues to understand the current situation and apply a corresponding emotional label. For instance, feeling...
594
Emotional Expression
932
Emotional expression encompasses how individuals convey their emotions through verbal communication and non-verbal cues. These non-verbal actions include facial expressions, body language, and physical gestures, such as frowning or smiling. Among these, facial expressions play a crucial role in emotional expression and are understood universally, indicating a biological basis for how humans communicate emotions.
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
932
Motional Emf
4.0K
Magnetic flux depends on three factors: the strength of the magnetic field, the area through which the field lines pass, and the field's orientation with respect to the surface area. If any of these quantities vary, a corresponding variation in magnetic flux occurs. If the area through which the magnetic field lines are passing changes, then the magnetic flux also changes. This change in the area can be of two types: the flux through the rectangular loop increases as it moves into the...
4.0K
Facial Feedback Hypothesis
563
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
563
Non-Verbal Cues
273
Non-verbal communication extends beyond gestures and facial expressions to include vocal elements known as paralanguage. Paralanguage consists of non-verbal vocal cues such as pitch, loudness, speech rate, pauses, and non-verbal vocalizations like laughter, sighs, and moans. These elements not only accompany speech but also provide critical emotional and contextual information.The Role of Paralanguage in CommunicationParalanguage adds depth to spoken language by conveying emotions and...
273
Empathy
10.0K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
10.0K


