title: ÐÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ðµ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ ÑÐ¾ÑÑÐ°Ð²Ð° Ð¾Ð±Ð¾ÑÑÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð°Ð²ÑÐ¾Ð½Ð¾Ð¼Ð½ÑÑ Ð­Ð­Ð¡, Ð²ÐºÐ»ÑÑÐ°ÑÑÐ¸Ñ Ð½Ð°ÐºÐ¾Ð¿Ð¸ÑÐµÐ»Ñ Ð¸ ÐÐÐ­ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ ÑÐ¾Ð»Ð½ÐµÑÐ½ÑÑ Ð¿Ð°Ð½ÐµÐ»ÐµÐ¹
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: Determination of the optimal composition of the equipment of autonomous microgrids, including an energy storage device and renewable energy sources based on solar panels
Creators: name: ÐÐµÐ±ÐµÐ´ÐµÐ², ÐÐ²Ð°Ð½
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: Ð³ÑÐ°ÑÐ¸Ðº Ð½Ð°Ð³ÑÑÐ·ÐºÐ¸
ÑÐ°Ð²Ð½Ð¾Ð¼ÐµÑÐ½Ð¾Ðµ Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ðµ
Ð°ÐºÐºÑÐ¼ÑÐ»ÑÑÐ¾Ñ
Ð½Ð°ÐºÐ¾Ð¿Ð¸ÑÐµÐ»Ñ
matlab
Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ
Ð´Ð²ÑÑ ÑÐ°ÑÐ¸ÑÐ½ÑÐ¹ ÑÐµÐ¶Ð¸Ð¼
Ð¼Ð¸Ð½Ð¸Ð¼Ð°Ð»ÑÐ½Ð°Ñ ÑÑÐ¾Ð¸Ð¼Ð¾ÑÑÑ ÑÐ»ÐµÐºÑÑÐ¾ÑÐ½ÐµÑÐ³Ð¸Ð¸
ÑÐºÐ¾Ð½Ð¾Ð¼Ð¸ÑÐµÑÐºÐ°Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÑ
Ð»Ð¸Ð½ÐµÐ¹Ð½Ð¾Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ
Ð³ÐµÐ½ÐµÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼
Ð¼Ð½Ð¾Ð¶ÐµÑÑÐ²Ð¾ Ð¿Ð°ÑÐµÑÐ¾
ÐºÐ¾Ð¼ÑÐ¾ÑÑÐ½Ð¾ÑÑÑ
Ð¼Ð¸ÐºÑÐ¾ÑÑÑ
load schedule
even consumption
battery
mathematical model
two-tariff mode
minimum cost of the electric power
cost efficiency
linear programming
geneticheskiy algoritm
front pareto
comfort
micro electricity system

description: Ð¡Ð¾Ð·Ð´Ð°Ð½Ð° Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ, Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑÐ°Ñ Ð¿Ð¾Ð´Ð¾Ð±ÑÐ°ÑÑ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½ÑÐ¹ ÑÐ¾ÑÑÐ°Ð² Ð¼Ð¸ÐºÑÐ¾Ð­Ð­Ð¡ Ð½Ð° Ð±Ð°Ð·Ðµ ÑÐ¾Ð»Ð½ÐµÑÐ½ÑÑ Ð¿Ð°Ð½ÐµÐ»ÐµÐ¹ Ð¸ Ð½Ð°ÐºÐ¾Ð¿Ð¸ÑÐµÐ»Ñ ÑÐ»ÐµÐºÑÑÐ¾ÑÐ½ÐµÑÐ³Ð¸Ð¸ Ð¿Ð¾ ÐºÑÐ¸ÑÐµÑÐ¸ÑÐ¼ Ð¼Ð¸Ð½Ð¸Ð¼Ð°Ð»ÑÐ½ÑÑ Ð·Ð°ÑÑÐ°Ñ, ÑÐ°Ð²Ð½Ð¾Ð¼ÐµÑÐ½Ð¾ÑÑÐ¸ Ð¸ ÐºÐ¾Ð¼ÑÐ¾ÑÑÐ½Ð¾ÑÑÐ¸ Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ñ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð¼Ð½Ð¾Ð³Ð¾ÑÐµÐ»ÐµÐ²Ð¾Ð³Ð¾ Ð³ÐµÐ½ÐµÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð°. ÐÑÐ¸ ÐºÐ°Ð¶Ð´Ð¾Ð¼ Ð·Ð°Ð¿ÑÑÐºÐµ Ð³ÐµÐ½ÐµÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ñ ÐµÐ³Ð¾ Ð¿Ð¾Ð´Ð·Ð°Ð´Ð°ÑÐµÐ¹ Ð»Ð¸Ð½ÐµÐ¹Ð½Ð¾Ð³Ð¾ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ, Ð¿ÑÐ¾Ð¸ÑÑÐ¾Ð´Ð¸Ñ ÑÐ»ÑÑÐ°Ð¹Ð½Ð°Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ñ ÑÑÑÐ¾ÑÐ½ÑÑ Ð³ÑÐ°ÑÐ¸ÐºÐ¾Ð² Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ñ ÑÐ»ÐµÐºÑÑÐ¾ÑÐ½ÐµÑÐ³Ð¸Ð¸, Ð° ÑÐ°Ðº Ð¶Ðµ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ ÑÐ»ÑÑÐ°Ð¹Ð½ÑÑ Ð³ÑÐ°ÑÐ¸ÐºÐ¾Ð² Ð²ÑÐ´Ð°ÑÐ¸ Ð¼Ð¾ÑÐ½Ð¾ÑÑÐ¸ ÑÐ¾Ð»Ð½ÐµÑÐ½ÑÐ¼Ð¸ Ð¿Ð°Ð½ÐµÐ»ÑÐ¼Ð¸, Ñ ÑÑÑÑÐ¾Ð¼ ÑÐ»ÑÑÐ°Ð¹Ð½Ð¾Ð¹ Ð¿Ð¾Ð³Ð¾Ð´Ñ ÐºÐ°Ð¶Ð´ÑÐ¹ Ð´ÐµÐ½Ñ. Ð ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ Ð¾Ð¿ÑÐ¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð³ÐµÐ½ÐµÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ñ ÑÐ°Ð·Ð½ÑÐ¼ ÐºÐ¾Ð»Ð¸ÑÐµÑÑÐ²Ð¾Ð¼ ÑÐµÐ»ÐµÐ²ÑÑ ÑÑÐ½ÐºÑÐ¸Ð¹: Ð´Ð²ÑÑÑÐµÐ»ÐµÐ²ÑÐµ Ð·Ð°Ð´Ð°ÑÐ¸ Ð¸ Ð¾Ð´Ð½Ð° ÑÑÑÑ ÑÐµÐ»ÐµÐ²Ð°Ñ Ð·Ð°Ð´Ð°ÑÐ°. Ð Ð´Ð²ÑÑÑÐµÐ»ÐµÐ²ÑÐ¼ Ð¾ÑÐ½Ð¾ÑÑÑÑÑ: Ð·Ð°Ð´Ð°ÑÐ¸ Ñ Ð¼Ð¸Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸ÐµÐ¹ Ð·Ð°ÑÑÐ°Ñ Ð¸ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð¸ÐµÐ¼ ÑÐ°Ð²Ð½Ð¾Ð¼ÐµÑÐ½Ð¾ÑÑÐ¸; Ñ Ð¼Ð°ÐºÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ð¹ ÐºÐ¾Ð¼ÑÐ¾ÑÑÐ½Ð¾ÑÑÑÑ Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ñ Ð¸ Ñ Ð¼Ð¸Ð½Ð¸Ð¼ÑÐ¼ Ð·Ð°ÑÑÐ°Ñ; Ð¸ Ñ Ð¼Ð°ÐºÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ð¹ ÐºÐ¾Ð¼ÑÐ¾ÑÑÐ½Ð¾ÑÑÑÑ Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ñ Ð¸ Ñ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð¸ÐµÐ¼ ÑÐ°Ð²Ð½Ð¾Ð¼ÐµÑÐ½Ð¾ÑÑÐ¸. Ð¢ÑÑÑ ÑÐµÐ»ÐµÐ²Ð°Ñ Ð·Ð°Ð´Ð°ÑÐ° Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÑÐµÑ Ð¸Ð· ÑÐµÐ±Ñ Ð¿Ð¾Ð¸ÑÐº Ð¼Ð¸Ð½Ð¸Ð¼ÑÐ¼Ð° Ð¿Ð¾ Ð²ÑÐµÐ¼ ÑÑÑÐ¼ ÐºÑÐ¸ÑÐµÑÐ¸ÑÐ¼: Ð¼Ð¸Ð½Ð¸Ð¼ÑÐ¼ Ð·Ð°ÑÑÐ°Ñ, ÐºÐ¾Ð¼ÑÐ¾ÑÑÐ½Ð¾ÑÑÑ Ð¿Ð¾ÑÑÐµÐ±Ð»ÐµÐ½Ð¸Ñ Ð¸ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð¸Ðµ ÑÐ°Ð²Ð½Ð¾Ð¼ÐµÑÐ½Ð¾ÑÑÐ¸.
description: A mathematical model has been created that allows you to select the optimal composition of microelectric power based on solar panels and an energy storage device according to the criteria of minimum costs, uniformity and comfort of consumption using a multi-purpose genetic algorithm. Each time the genetic algorithm is launched with its linear programming sub-task, random generation of daily electricity consumption graph , as generation of random power delivery graph by solar panels, taking into account random weather every day. The paper analyzes the results of optimization of the genetic algorithm with a different number of objective functions: two-target tasks and one three target task. two-target tasks include minimizing: costs and obtaining uniformity; with the maximum comfort of consumption and with a minimum of costs; and with maximum comfort of consumption and with obtaining uniformity. Three target task is to find a minimum for all three criteria: minimum costs, comfort consumption and obtaining uniformity.