title: Ð¡Ð¾Ð²Ð¼ÐµÑÑÐ½Ð¾Ðµ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² ÑÐ°Ð·Ð»Ð¸ÑÐ½Ð¾Ð¹ Ð°ÑÑ Ð¸ÑÐµÐºÑÑÑÑ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½Ñ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: Sharing of processors of different architecture for processing measurement data
Creators: name: ÐÑÐ¾ÑÐºÑÑÑÐºÐ¾Ð²Ð°, ÐÐ°ÑÑÑ
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: 2022
Subjects: Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÑ
SIMD
Ð±Ð°Ð·Ð¾Ð²ÑÐµ ÑÑÐ°ÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð¼ÐµÑÐ¾Ð´Ñ
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ
ÑÑÐµÐ´Ð½ÐµÐµ Ð²ÑÐµÐ¼Ñ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ
processors
basic statistical methods
measurement data processing
average time

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«Ð¡Ð¾Ð²Ð¼ÐµÑÑÐ½Ð¾Ðµ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² ÑÐ°Ð·Ð»Ð¸ÑÐ½Ð¾Ð¹ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ". ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² Ð¿ÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐµ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¾Ð±ÑÐµÐ¼Ð¾Ð² Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ:Â ÐÑÐ±ÑÐ°ÑÑ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¾ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² Ð´Ð»Ñ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ð¸Ñ Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐµ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¾Ð±ÑÑÐ¼Ð¾Ð² Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÑÐ±ÑÐ°ÑÑ Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð±Ð°Ð·Ð¾Ð²ÑÑ ÑÑÐ°ÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÑÐµÐ»Ð¾ÑÐ¸ÑÐ»ÐµÐ½Ð½ÑÑ Ð¸ Ð²ÐµÑÐµÑÑÐ²ÐµÐ½Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð², Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑ ÑÐ¿ÐµÑÐ¸Ð°Ð»ÑÐ½ÑÐµ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¸. ÐÐ»Ñ ÐºÐ°Ð¶Ð´Ð¾Ð¹ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð¿ÑÐ¾ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°ÑÑ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð², Ð¿Ð¾Ð»ÑÑÐ¸Ð² Ð²ÑÐµÐ¼Ñ ÑÐ°Ð±Ð¾ÑÑ ÐºÐ°Ð¶Ð´Ð¾Ð³Ð¾ Ð¸ ÑÐ¾ÑÑÐ°Ð½Ð¸Ð² Ð·Ð½Ð°ÑÐµÐ½Ð¸Ñ Ð´Ð»Ñ Ð´Ð°Ð»ÑÐ½ÐµÐ¹ÑÐµÐ³Ð¾ Ð°Ð½Ð°Ð»Ð¸Ð·Ð°. ÐÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°ÑÑ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ Ð¾ ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² Ð¿ÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐµ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¾Ð±ÑÐµÐ¼Ð¾Ð² Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð¸ ÑÐ´ÐµÐ»Ð°ÑÑ ÑÐ¾Ð¾ÑÐ²ÐµÑÑÑÐ²ÑÑÑÐ¸Ðµ Ð²ÑÐ²Ð¾Ð´Ñ. Ð Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ð½Ð° Ð±Ð°Ð·Ðµ Ð»Ð¸ÑÐ½Ð¾Ð³Ð¾ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ° Intel Core i5-1035G1, Ð³Ð´Ðµ ÑÐ°ÑÑÐ¼Ð°ÑÑÐ¸Ð²Ð°Ð»Ð¸ÑÑ Ð±Ð»Ð¾ÐºÐ¸ Ð²ÑÑÐ¸ÑÐ»ÐµÐ½Ð¸Ð¹: ÑÐµÐ½ÑÑÐ°Ð»ÑÐ½ÑÐ¹ Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ñ (CPU) Ð¸ Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ¾Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ñ (FPU). ÐÑÐ»Ð¸ Ð²ÑÐ±ÑÐ°Ð½Ñ Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ñ Ð±Ð°Ð·Ð¾Ð²ÑÐµ ÑÑÐ°ÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð¼ÐµÑÐ¾Ð´Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¿Ð¾ÑÐ¾Ð±Ð½Ð¾ÑÑÐ¸ Ð²ÑÐ±ÑÐ°Ð½Ð½ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð². ÐÐ»Ñ CPU Ð´Ð°Ð½Ð½ÑÐµ Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð±ÑÐ»Ð¸ Ð²Ð·ÑÑÑ ÑÐµÐ»Ð¾ÑÐ¸ÑÐ»ÐµÐ½Ð½ÑÐµ, Ð´Ð»Ñ FPU Ð¸ ÑÐµÐ»Ð¾ÑÐ¸ÑÐ»ÐµÐ½Ð½ÑÐµ, Ð¸ Ð²ÐµÑÐµÑÑÐ²ÐµÐ½Ð½ÑÐµ. ÐÐ½Ð°Ð»Ð¸Ð· ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸Ð»ÑÑ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½Ð¾Ð³Ð¾ Ð²ÑÐµÐ¼ÐµÐ½Ð¸ Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¸ ÑÐ¿ÐµÑÐ¸ÑÐ¸ÐºÐµ ÑÐ°Ð¼Ð¸Ñ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð². Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð¾ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¾ Ð²ÑÐµÐ¼Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ¾Ð² Ð¿ÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐµ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¾Ð±ÑÐµÐ¼Ð¾Ð² Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð¸ ÑÐ´ÐµÐ»Ð°Ð½Ñ ÑÐ¾Ð¾ÑÐ²ÐµÑÑÑÐ²ÑÑÑÐ¸Ðµ Ð²ÑÐ²Ð¾Ð´Ñ Ð¾ Ð²ÑÐ±Ð¾ÑÐµ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ° Ð¸Ð· Ð²Ð·ÑÑÑÑ, ÐºÐ°Ðº Ð½Ð°Ð¸Ð»ÑÑÑÐµÐ³Ð¾ ÑÐµÑÐµÐ½Ð¸Ñ. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ñ Ð´Ð»Ñ ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð²ÑÐ±ÑÐ°Ð½Ð½ÑÑ Ð±Ð°Ð·Ð¾Ð²ÑÑ ÑÑÐ°ÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð¸ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÑÐ¿ÐµÑÐ¸Ð°Ð»ÑÐ½ÑÑ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¹ SIMD. ÐÐ° Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð¸Ð¸ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð½ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð±ÑÐ» Ð²ÑÐ±ÑÐ°Ð½ Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ¾Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ñ, ÐºÐ°Ðº Ð»ÑÑÑÐµÐµ ÑÐµÑÐµÐ½Ð¸Ðµ, ÐºÐ¾ÑÐ¾ÑÐ¾Ðµ Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÐµÑ Ð±ÑÑÑÑÐ¾ Ð¸ ÑÐ¾ÑÐ½Ð¾ Ð¾Ð±ÑÐ°Ð±Ð°ÑÑÐ²Ð°ÑÑ Ð±Ð¾Ð»ÑÑÐ¸Ðµ Ð¾Ð±ÑÐµÐ¼Ñ Ð¸Ð·Ð¼ÐµÑÐ¸ÑÐµÐ»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑ SIMD ÑÐ°ÑÑÐ¸ÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¾ÑÐµÑÑÐ¾ÑÐ°.
description: The subject of the graduate qualification work is: Â«Sharing of processors of different architecture for processing measurement dataÂ». This work is devoted to the study of the work of processors in the processing of large volumes of measurement data. The research set the following goals:1. Select several processors to consider their work when processing large amounts of measurement data.2. Select and implement algorithms of basic statistical methods for processing integer and real data for testing the operation of processors using special technologies.3. For each implementation of the algorithm, test the operation of the processors, obtaining the operating time of each and saving the values ââfor further analysis.4. Analyze the obtained data on the operation of processors when processing large amounts of measurement data and draw appropriate conclusions. The work was fulfilled on the personal processor Intel Core i5-1035G1, where the calculation units were considered: the central processing unit (CPU) and the mathematical coprocessor (FPU). Basic statistical data processing methods were selected and implemented to test the computational ability of the selected processors. For the CPU, the data for processing were taken integer, for the FPU, both integer and real. The analysis of the work of the processors was fulfilled on the obtained time of their work and the specifics of the processors themselves.As a result, the operating time of the processors was analyzed when processing large amounts of measurement data and the appropriate conclusions were made about choosing a processor from those taken as the best solution. Test programs have been developed based on the selected basic statistical data processing methods and using special SIMD technologies. Based on the research, a mathematical coprocessor was chosen as the best solution that allows you to quickly and accurately process large amounts of measurement data using SIMD processor extensions.