语音特征和情感特征的翻译系统与实现Translation system based on speech feature and emotion feature and its implementation
曹春香
摘要(Abstract):
传统在线机器翻译系统存在翻译效率低、翻译效果差等问题,因此设计了基于语音特征和情感特征的翻译系统。系统通过语音情感特征提取模块将识别出的语音情感特征的具体特征提取出来,在模型库中进行特征分类,提取出的特征信息在翻译模块中进行翻译处理。翻译模块由用户监视器、内核监视器、CPU模拟器、指令翻译器、外设模拟器以及翻译处理器构成,实现翻译目标的准确翻译。通过语音特征识别模块的实现完成系统语音和情感特征的准确识别和检测,通过翻译处理器得到准确的翻译结果。实验结果表明该系统翻译准确率高,翻译效果好,系统响应时间短。
关键词(KeyWords): 语音特征;情感特征;翻译系统;功能实现;特征识别;翻译模块;翻译处理器;准确率
基金项目(Foundation):
作者(Author): 曹春香
DOI: 10.16652/j.issn.1004-373x.2018.13.028
参考文献(References):
- [1]宋鹏,金赟,查诚,等.基于稀疏特征迁移的语音情感识别[J].数据采集与处理,2016,31(2):325-330.SONG Peng,JIN Yun,CHA Cheng,et al.Speech emotion recognition using sparse feature transfer[J].Journal of data acquisition and processing,2016,31(2):325-330.
- [2]李强,刘晓峰,贺静.基于语音特征的情感分类[J].小型微型计算机系统,2016,37(2):385-388.LI Qiang,LIU Xiaofeng,HE Jing.Sentiment classification based on voice features[J].Journal of Chinese computer systems,2016,37(2):385-388.
- [3]陈俊,王爱国,王坤侠,等.基于类依赖的语音情感特征选择[J].微电子学与计算机,2016,33(8):92-96.CHEN Jun,WANG Aiguo,WANG Kunxia,et al.Speech emotional feature selection based on class dependence[J].Microelectronics&computer,2016,33(8):92-96.
- [4]唐闺臣,冯月芹,梁瑞宇,等.面向语音情感识别的语谱特征提取算法研究[J].计算机工程与应用,2016,52(21):152-156.TANG Guichen,FENG Yueqin,LIANG Ruiyu,et al.Research on algorithm of spectral feature extraction for speech emotion recognition[J].Computer engineering and application,2016,52(21):152-156.
- [5]陶华伟,柳晶晶,梁瑞宇,等.面向语音情感识别的Gabor分块局部二值模式特征[J].信号处理,2016,32(5):505-511.TAO Huawei,LIU Jingjing,LIANG Ruiyu,et al.Gabor block spectrum features based on local binary pattern for speech emotion recognition[J].Journal of signal processing,2016,32(5):505-511.
- [6]刘淼,邵青.基于多译本平行语料库的翻译语言特征研究:对契诃夫小说三译本的对比分析[J].解放军外国语学院学报,2015,38(5):126-133.LIU Miao,SHAO Qing.A study of translation language characteristics based on multi-translation parallel corpus:a comparative analysis of three versions of Chekhov′s novels[J].Journal of PLA University of Foreign Languages,2015,38(5):126-133.
- [7]刘茂玲,唐友东.英汉互译中的文化特征与互译解析[J].中南林业科技大学学报(社会科学版),2014,8(3):117-119.LIU Maoling,TANG Youdong.Views on the cultural characteristics of language and translation[J].Journal of Central South University of Forestry&Technology(social sciences),2014,8(3):117-119.
- [8]刘宇鹏,马春光,刘水,等.大规模特征集翻译系统判别式训练方法综述[J].哈尔滨理工大学学报,2014,19(4):100-105.LIU Yupeng,MA Chunguang,LIU Shui,et al.The summary of discriminative training method of large-scale feature set[J].Journal of Harbin University of Science and Technology,2014,19(4):100-105.
- [9]毛启容,白李娟,王丽,等.基于情感上下文的语音情感推理算法[J].模式识别与人工智能,2014,27(9):826-834.MAO Qirong,BAI Lijuan,WANG Li,et al.Speech emotion reasoning algorithm based on emotional context[J].Pattern recognition and artificial intelligence,2014,27(9):826-834.
- [10]赵小蕾,毛启容,詹永照.融合功能性副语言的语音情感识别新方法[J].计算机科学与探索,2014,8(2):186-199.ZHAO Xiaolei,MAO Qirong,ZHAN Yongzhao.New method of speech emotion recognition fusing functional paralanguages[J].Computer science and exploration,2014,8(2):186-199.