title: ÐÐ½Ð°Ð»Ð¸Ð· ÑÐ¸Ð³Ð½Ð°Ð»Ð¾Ð² Ð¼Ð¾Ð·Ð³Ð° Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð¿ÑÐµÐ´Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð­Ð­Ð
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Analysis of brain signals with EEG preprocessing and implementation
Creators: name: Ð®Ð½Ð°Ð», ÐÐ³ÑÐ»
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: 2019
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
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Ð¼Ð¾Ð´ÐµÐ»Ñ Ð½ÐµÐ¹ÑÐ¾ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ð³Ð¾ Ð¸Ð½ÑÐµÑÑÐµÐ¹ÑÐ°

description: ÐÐ¾Ð·Ð³ Ð´Ð¾ ÑÐ¸Ñ Ð¿Ð¾Ñ ÑÐºÑÑÐ²Ð°ÐµÑÑÑ Ð¾Ñ Ð»ÑÐ±Ð¾Ð¿ÑÑÐ½ÑÑ ÑÑÐº Ð½Ð°ÑÐºÐ¸. Ð¥Ð¾ÑÑ Ð´Ð¾ ÑÐ¸Ñ Ð¿Ð¾Ñ Ð¾ÑÑÐ°ÐµÑÑÑ Ð¼Ð½Ð¾Ð³Ð¾ Ð½ÐµÑÐµÑÐµÐ½Ð½ÑÑ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼, Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÑ ÑÐ¸Ð³Ð½Ð°Ð»Ñ Ð¸Ð· Ð¼Ð¾Ð·Ð³Ð° Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÑ ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ¾Ð², ÑÑÐ¾Ð±Ñ Ð²ÑÐ¿Ð¾Ð»Ð½Ð¸ÑÑ ÑÐ°ÐºÐ¸Ðµ Ð·Ð°Ð´Ð°Ð½Ð¸Ñ ÐºÐ°Ðº: ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ðµ ÑÑÑÑÐ¾Ð¹ÑÑÐ²Ð°Ð¼Ð¸, Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ðµ ÑÐ¼Ð¾ÑÐ¸Ð¹, ÑÐµÐ³ÑÐ»ÑÑÐ¸Ð·Ð°ÑÐ¸Ñ ÑÐ½Ð° Ð¸ Ð¼Ð½Ð¾Ð³Ð¾Ðµ Ð´ÑÑÐ³Ð¾Ðµ. ÐÑÐµÐ´ÑÑÐ°Ð²Ð»ÐµÐ½Ð¸Ðµ Ð¾ ÑÐ¾Ð¼, ÑÑÐ¾ ÑÐµÐ»Ð¾Ð²ÐµÐº Ð¼Ð¾Ð¶ÐµÑ ÑÐ¿ÑÐ°Ð²Ð»ÑÑÑ ÑÑÐºÐ¾Ð¹ ÑÐ¾Ð±Ð¾ÑÐ°, Ð²ÑÐ¿Ð¾Ð»Ð½ÑÑ ÑÐ²Ð¾Ñ ÑÐ°Ð±Ð¾ÑÑ, Ð½Ðµ Ð¿Ð¾Ð´Ð²ÐµÑÐ³Ð°ÑÑÑ Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÐ¸, ÑÐ¶Ðµ Ð½Ðµ ÑÐ²Ð»ÑÐµÑÑÑ Ð¼Ð¸ÑÐ¾Ð¼. Ð¦ÐµÐ»Ñ Ð¼Ð¾ÐµÐ³Ð¾ Ð¿ÑÐ¾ÐµÐºÑÐ° Ð² ÑÐ¾Ð¼, ÑÑÐ¾Ð±Ñ Ð²ÑÐ¿Ð¾Ð»Ð½Ð¸ÑÑ ÑÑÐ¾ Ð·Ð°Ð´Ð°Ð½Ð¸Ðµ Ð¸ Ð¿ÑÐ¸Ð¼ÐµÐ½Ð¸ÑÑ ÑÑÐ¾ Ñ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¸Ð¼Ð¸ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐ¼Ð¸ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸ÑÐ¼Ð¸, ÑÐ°ÐºÐ¸Ð¼ ÐºÐ°Ðº: Ð­Ð­Ð, Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸Ð³Ð½Ð°Ð»Ð°, Ð¿ÑÐµÐ´Ð²Ð°ÑÐ¸ÑÐµÐ»ÑÐ½Ð°Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ. Ð§ÑÐ¾Ð±Ñ Ð¿Ð¾Ð»ÑÑÐ¸ÑÑ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½ÑÐµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ, Ð±ÑÐ´ÐµÑ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½ ÐºÐ°Ð¶Ð´ÑÐ¹ ÑÐ°Ð³ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð°. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð¿ÑÐ°Ð²Ð¸Ð»ÑÐ½Ð¾ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ´ÐµÑ ÑÐ¾Ð·Ð´Ð°Ð½Ð° Ð¼Ð¾Ð´ÐµÐ»Ñ Ð½ÐµÐ¹ÑÐ¾ÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ð³Ð¾ Ð¸Ð½ÑÐµÑÑÐµÐ¹ÑÐ°, ÐºÐ¾ÑÐ¾ÑÐ°Ñ ÑÐ¼Ð¾Ð¶ÐµÑ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÑÐ¸ÑÐ¾Ð²Ð°ÑÑ Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ñ ÑÑÐº.
description: Brain is still able to hide its mysteries from the curious hands of Science and Technology. Although there are many unsolved problems, It is possible to use the brain with todayâs computers in order to perform many interesting tasks such as device control, emotion detection, sleep regularization and many others. Imagining a person controls a robotic arm and doing her work without exposing to any dangerous enviroment is not a myth. In my master thesis, my aim is to perform this task and perform it with several different Technologies as EEG, Signal Processing and Machine Learning. The thesis has four main parts which are human brain analysis, EEG, preprocessing and, Machine learning. For each step the required methods/algorithms will be examined in order to generate the optimal results. After successfully implementing the steps, it will be a Brain Computer Interface model which is able to categorize the human hand movements.