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Синтез нейросетевого регулятора квадрокоптера

выпускная квалификационная работа магистра

Синтез нейросетевого регулятора квадрокоптера

Abstract

В данной работе рассмотрены основные сведения о нейронах и нейронных сетях. Представлено математическое описание объекта исследования. Был реализован алгоритм стабилизации квадрокоптера с использованием ПИД – регулятора и нейронной сети и проведено сравнение. Была предложена архитектура нейронной сети для стабилизации всего квадрокоптера и обучение с подкреплением.

In this work author discusses basic information about neurons and neural networks. There is mathematical description of the object to research. There was an implementation of quadcopter stabilization algorithm using a PID controller and a neural network controller, and comparison was made. There was proposed a neural network architecture to stabilize the whole quadcopter and reinforcement learning.

Keywords

Регуляторы, Нейронные сети, обучение нейронной сети, нейросетевые регуляторы, стабилизация, пид-регулятор, модель нейрона, Летательные аппараты беспилотные, Квадрокоптеры

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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