Ling250-15-SpeechTech1-TTS-S16

Ling250-15-SpeechTech1-TTS-S16 - 1 Linguistics 250 Sound...

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5/26/2016 1 Linguistics 250: Sound Patterns in Human Language May 24,2016 Speech technology: Speech synthesis and text-to-speech systems Today’s topic: Speech synthesis and text-to-speech systems How can we use the principles of sound systems to build flexible, high-quality synthetic speech? What are common approaches, and what are some challenges that arise? 2 Sources: Many of these slides are modified from materials by: Dan Jurafsky (Stanford) Richard Sproat (UIUC) online class materials MITOpenCourseWare: Home > Courses > Electrical Engineering and Computer Science > Automatic Speech Recognition > Lecture Notes Why build synthesis systems? Practical purposes Service or customer-oriented speech generation (e.g. phone systems, transit announcements, Siri et al.) Speech prosthetic devices for people with motor control impairments Theoretical issues Can better understand speech by modeling it What are the critical acoustic components that make sounds intelligible? What are the acoustic features that make it sound natural? How do articulatory configurations translate to acoustic outcomes? 3 What do you need for natural- sounding speech? For any given language, you need: The phoneme structure (the phoneme inventory) The rules of allophony (context dependent rules) The phonotactic rules (permissible syllable structures and possible phoneme combinations) All of these aspects of knowledge of the sounds structure of language: Are intuitive for native speakers of a language Present problems/challenges to non-native speakers Are ALSO an issue for machine generated speech 4 TTS-step 1: Clean text Make the text completely transparent for the computer Expand all abbreviations and symbols- $, Dr., dates, #, etc. Note: this part is easy for us to figure out in context, but not so easy for a computer; e.g. $1999 vs. In 1999 I went to Italy Gilman Dr. vs. Dr. Gilman 12/9/02 in a European vs. American text (December 9 or September 12?) 5 TTS-step 2: Generate a transcription Generate the phonetic transcription of the text (in IPA). Varies in difficulty depending on the orthographic system of the language. English is difficult (irregular spelling)! But specialized dictionaries often contain this information – e.g. the CMU Pronouncing Dictionary 6
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5/26/2016 2 TTS step 3: Generate acoustic output Three approaches: Synthesis by rule Control parameters for formant synthesis by specifying fine-grained acoustic details Articulatory synthesis
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  • Spring '14
  • JanetPierrehumbert
  • speech synthesis, Concatenative synthesis, Computer-synthesized sound wave, Articulatory synthesis

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