title: ÐÐµÑÐ¾Ð´Ñ ÑÐ¾ÑÐ¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¾Ð±ÑÐ°ÑÐ½Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸ Ð² ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½ÑÑ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸ÑÑ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¾Ð¸Ð·Ð½Ð¾ÑÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Feedback Generation Methods in Computer Assisted Pronunciation Teaching
Creators: name: Ð¯Ð½ÐºÐ¾Ð²ÑÐºÐ°Ñ, ÐÐµÑÐ¾Ð½Ð¸ÐºÐ°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2020
Subjects: ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¾Ð¸Ð·Ð½Ð¾ÑÐµÐ½Ð¸Ñ
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ Ð¾ÑÐµÐ½ÐºÐ° Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸
ÑÐ°ÑÑÐ¾ÑÐ° Ð¾ÑÐ½Ð¾Ð²Ð½Ð¾Ð³Ð¾ ÑÐ¾Ð½Ð°
Ð´Ð¸Ð½Ð°Ð¼Ð¸ÑÐµÑÐºÐ°Ñ ÑÑÐ°Ð½ÑÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ Ð²ÑÐµÐ¼ÐµÐ½Ð½Ð¾Ð¹ ÑÐºÐ°Ð»Ñ
C++
computer assisted pronunciation teaching
automatic intonation evaluation
pitch
dynamic time warping

description: ÐÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¼Ð¾Ð´ÑÐ»Ñ Ð´Ð»Ñ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¾ÑÐµÐ½ÐºÐ¸ ÑÑÐ¾Ð´ÑÑÐ²Ð° Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¾Ð½Ð½ÑÑ ÐºÑÐ¸Ð²ÑÑ Ð² ÑÐ¾ÑÑÐ°Ð²Ðµ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð° Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸Ð½Ð¾ÑÑÑÐ°Ð½Ð½Ð¾Ð¼Ñ ÑÐ·ÑÐºÑ. Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ðµ Ð¼ÐµÑÐ¾Ð´Ñ Ð¾ÑÐµÐ½ÐºÐ¸ Ð¸ Ð²ÑÐ±ÑÐ°Ð½ Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ ÑÑÑÐµÐºÑÐ¸Ð²Ð½ÑÐ¹
Ð´Ð»Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ ÑÐ°Ð±Ð¾ÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð¼Ð¾Ð´ÑÐ»Ñ Ð½Ð° ÑÐ·ÑÐºÐµ C++. Ð ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð¼ Ð¼Ð¾Ð´ÑÐ»Ðµ Ð¿ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¸Ð·Ð²Ð»ÐµÑÐµÐ½Ð¸Ðµ ÐºÐ¾Ð½ÑÑÑÐ¾Ð² ÑÐ°ÑÑÐ¾ÑÑ Ð¾ÑÐ½Ð¾Ð²Ð½Ð¾Ð³Ð¾ ÑÐ¾Ð½Ð° Ð¸ Ð¸Ð½ÑÐµÐ½ÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð¸Ð· Ð°ÑÐ´Ð¸Ð¾ÑÐ°Ð¹Ð»Ð¾Ð², ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ Ð°ÑÐ´Ð¸Ð¾ÑÐ¸Ð³Ð½Ð°Ð»Ð¾Ð² Ð½Ð° Ð¿ÑÐ¾ÑÐ¾Ð´Ð¸ÑÐµÑÐºÐ¸Ðµ ÐµÐ´Ð¸Ð½Ð¸ÑÑ, Ð²ÑÑÐ°Ð²Ð½Ð¸Ð²Ð°Ð½Ð¸Ðµ Ð²ÐµÐºÑÐ¾ÑÐ¾Ð² ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸Ðº Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð´Ð¸Ð½Ð°Ð¼Ð¸ÑÐµÑÐºÐ¾Ð¹ ÑÑÐ°Ð½ÑÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð²ÑÐµÐ¼ÐµÐ½Ð½Ð¾Ð¹ ÑÐºÐ°Ð»Ñ, Ð²ÑÑÐ¸ÑÐ»ÐµÐ½Ð¸Ðµ ÑÐ°ÑÑÑÐ¾ÑÐ½Ð¸Ñ Ð¼ÐµÐ¶Ð´Ñ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°Ð¼Ð¸ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ°ÑÑÑÐ¾ÑÐ½Ð¸Ñ ÐÐ°ÑÐ°Ð»Ð°Ð½Ð¾Ð±Ð¸ÑÐ°. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ° ÑÐ°Ð±Ð¾ÑÑ Ð¼Ð¾Ð´ÑÐ»Ñ Ð²Ð¾Ð·Ð²ÑÐ°ÑÐ°ÐµÑ Ð¾ÑÐµÐ½ÐºÐ¸ Ð´Ð»Ñ ÐºÐ°Ð¶Ð´Ð¾Ð³Ð¾ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ° Ð¸ Ð¾Ð±ÑÑÑ Ð¾ÑÐµÐ½ÐºÑ Ð´Ð»Ñ Ð²ÑÐµÐ³Ð¾ Ð²ÑÑÐºÐ°Ð·ÑÐ²Ð°Ð½Ð¸Ñ. Ð ÐºÐ¾Ð½ÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ» Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½Ñ, Ð½Ð°Ð¿ÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÐ¹ Ð½Ð° ÑÐ¾, ÑÑÐ¾Ð±Ñ Ð¾ÑÐµÐ½Ð¸ÑÑ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÑ Ð¾ÑÐµÐ½Ð¾Ðº, ÑÑÐ¾ÑÐ¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÐ¼ Ð¼Ð¾Ð´ÑÐ»ÐµÐ¼.
description: The thesis is devoted to the development of a module for the automatic assessment of the similarity of intonation contours as a part of computer assisted pronunciation teaching system. The existing assessment methods were considered and the most effective was selected for development. As a result of work, a module was developed in C ++. In the developed module, the contours of the pitch and intensity are extracted from audio files, the audio signals are segmented into prosodic units, the vectors are aligned using dynamic time warping, the distance between the segments is calculated using the Mahalanobis distance. As a result of the work, the module returns scores for each segment and a total score for the entire statement. At the end of the work, an experiment was made to assess the effectiveness of the scores generated by the developed module.