IC697CPX772
非特定人語(yǔ)音識(shí)別技術(shù)研究的最終目的是讓計(jì)算機(jī)等設(shè)備能夠“聽(tīng)懂”人類(lèi)語(yǔ)音,提取出語(yǔ)音中所包含的特定信息,成為人機(jī)通信和交互最便捷的手段。由于語(yǔ)音信號(hào)本身具有不確定性、動(dòng)態(tài)性和連續(xù)性,這就為準(zhǔn)確量化和處理該信號(hào)帶來(lái)非常大的困難,每個(gè)人的語(yǔ)音要建立不同的語(yǔ)音樣本也為識(shí)別的普及帶來(lái)瓶頸約束。目前的語(yǔ)音識(shí)別是先建立特征庫(kù)然后將待識(shí)別的信號(hào)經(jīng)處理與特征庫(kù)比對(duì)得到相似結(jié)果判定輸出。從本質(zhì)上屬于基于統(tǒng)計(jì)模式的基本理論,分語(yǔ)言模型訓(xùn)練、識(shí)別分析兩個(gè)大階段構(gòu)成和實(shí)現(xiàn),如圖1所示。
聲學(xué)訓(xùn)練階段通常是離線(xiàn)完成的,由語(yǔ)言學(xué)家對(duì)預(yù)先收集好的海量語(yǔ)音樣本、語(yǔ)言數(shù)據(jù)庫(kù)、噪聲數(shù)據(jù)進(jìn)行信號(hào)處理和知識(shí)挖掘,通過(guò)語(yǔ)音信號(hào)處理理論及相應(yīng)數(shù)學(xué)算法模型建立語(yǔ)音識(shí)別系統(tǒng)所需要的“聲學(xué)模型”和“語(yǔ)言模型”。
識(shí)別分析階段通常是在線(xiàn)完成的,對(duì)用戶(hù)實(shí)時(shí)的語(yǔ)音進(jìn)行自動(dòng)識(shí)別。識(shí)別過(guò)程通常又可以分為“前端”和 “后端”兩大模塊:“前端”模塊主要的作用是進(jìn)行端點(diǎn)檢測(cè)、降噪、特征提取等;“后端”模塊的作用是利用訓(xùn)練好的“聲學(xué)模型”和“語(yǔ)言模型”對(duì)用戶(hù)說(shuō)話(huà)的特征向量進(jìn)行統(tǒng)計(jì)模式識(shí)別,得到其包含的文字信息,此外,后端模塊還存在一個(gè)“自適應(yīng)”的反饋模塊,可以對(duì)用戶(hù)的語(yǔ)音進(jìn)行自學(xué)習(xí),
IC697CPX772
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