A comprehensive review of automatic programming methods

S Arslan, C Ozturk - Applied Soft Computing, 2023 - Elsevier
Automatic programming (AP) is one of the most attractive branches of artificial intelligence
because it provides effective solutions to problems with limited knowledge in many different …

Control synthesis as machine learning control by symbolic regression methods

E Shmalko, A Diveev - Applied Sciences, 2021 - mdpi.com
The problem of control synthesis is considered as machine learning control. The paper
proposes a mathematical formulation of machine learning control, discusses approaches of …

Symbolic regression methods

A Diveev, E Shmalko, A Diveev, E Shmalko - Machine Learning Control by …, 2021 - Springer
This chapter provides a detailed description of different symbolic regression methods. Some
methods differ directly in the form of coding, as well as variational methods are based on the …

Comparison of direct and indirect approaches for numerical solution of the optimal control problem by evolutionary methods

A Diveev, E Shmalko - International Conference on Optimization and …, 2019 - Springer
The optimal control problem with phase constraints is considered. A new indirect approach
of synthesized optimal control is proposed as an alternative to direct methods. A …

Problem of optimal area monitoring by group of robots and its solution by evolutionary algorithm

A Diveev, E Shmalko… - 2018 13th IEEE …, 2018 - ieeexplore.ieee.org
The problem of monitoring of some area by means of mobile robots is considered. In the
stated problem we assume that the area with obstacles is given and randomly located marks …

Optimal control design for a group of mobile robots with uncertainties

A Diveev, E Shmalko - 2020 15th IEEE Conference on …, 2020 - ieeexplore.ieee.org
The paper considers the problem of optimal control design in the presence of uncertainties.
Uncertainties of various nature are almost always appear in real objects. They can be …

Multipoint numerical criterion for manifolds to guarantee attractor properties in the problem of synergetic control design

A Diveev, E Shmalko, E Sofronova - ITM Web of Conferences, 2018 - itm-conferences.org
The paper presents the results of our research on the application of symbolic regression
methods for the numerical solution of the problem of synthesis of synergetic control …

Современные методы символьной регрессии и их модификации (обзор)

АИ Дивеев, ЕЮ Шмалько - Вопросы теории безопасности и …, 2018 - elibrary.ru
Настоящая работа представляет обзор современных методов символьной регрессии и
является логическим продолжением статьи, посвященной обзору классических методов …

Численные методы синтеза синергетического управления групповым взаимодействием роботов

АИ Дивеев, ЕЮ Шмалько - Известия Южного федерального …, 2017 - cyberleninka.ru
В настоящей работе представлены результаты исследований применения
современных численных методов символьной регрессии для автоматического синтеза …

Research of Trajectory Optimization Approaches in Synthesized Optimal Control

A Diveev, E Shmalko - Symmetry, 2021 - mdpi.com
This article presents a study devoted to the emerging method of synthesized optimal control.
This is a new type of control based on changing the position of a stable equilibrium point …