Reversion of outputs of fuzzy discrete systems

The problem of reversion of unknown input sequences of fuzzy discrete systems by its observed outputs is investigated. As a mathematical model of fuzzy systems the fuzzy automata (FA) is used. This problem has been considered earlier for deterministic systems. Unambiguous solutions of the problem fo...

Full description

Bibliographic Details
Main Author: Speranskiy, Dmitriy Vasil'evich
Format: Article
Language:English
Published: Saratov State University 2022-03-01
Series:Известия Саратовского университета. Новая серия. Серия Математика. Механика. Информатика
Subjects:
Online Access:https://mmi.sgu.ru/sites/mmi.sgu.ru/files/text-pdf/2022/03/8-speranskiy_112-122.pdf
_version_ 1818286726460735488
author Speranskiy, Dmitriy Vasil'evich
author_facet Speranskiy, Dmitriy Vasil'evich
author_sort Speranskiy, Dmitriy Vasil'evich
collection DOAJ
description The problem of reversion of unknown input sequences of fuzzy discrete systems by its observed outputs is investigated. As a mathematical model of fuzzy systems the fuzzy automata (FA) is used. This problem has been considered earlier for deterministic systems. Unambiguous solutions of the problem for such systems have been obtained using the model of finite automata, called the information lossless automata (IL-automata). In the article, for fuzzy discrete systems described by the FA model a similar problem is considered. Due to the specifics of functioning of such systems, unambiguous decoding of messages coming to their inputs is not always possible in principle. For this reason, there are problems of minimization of information lossless (according to various criteria) while solving the address problem. Automata are introduced, which allow solving such problems, called automata with minimized information lossless (FA MIL-automata). Solution of the problem of reversion for FA is a finite set of input words. Each such solution can be estimated according to various criteria — the cardinality of a set of words of the solution, the probability of appearance of these words on the system inputs, the complexity of obtaining different variants of the solutions. In order to minimize information lossless, the article formulates corresponding optimization tasks for FA and specifies possible ways of solving them. Different kinds of FA MIL-automata are considered. The obtained results show that the considered problems of reversion for fuzzy automata inputs are multi-criteria. It is known that solutions of such problems for discrete systems are traditionally evaluated by only one criterion. 
first_indexed 2024-12-13T01:29:10Z
format Article
id doaj.art-32c6bae0b29d4109a0764739538ce532
institution Directory Open Access Journal
issn 1816-9791
2541-9005
language English
last_indexed 2024-12-13T01:29:10Z
publishDate 2022-03-01
publisher Saratov State University
record_format Article
series Известия Саратовского университета. Новая серия. Серия Математика. Механика. Информатика
spelling doaj.art-32c6bae0b29d4109a0764739538ce5322022-12-22T00:04:02ZengSaratov State UniversityИзвестия Саратовского университета. Новая серия. Серия Математика. Механика. Информатика1816-97912541-90052022-03-0122111212210.18500/1816-9791-2022-22-1-112-122Reversion of outputs of fuzzy discrete systemsSperanskiy, Dmitriy Vasil'evich0Russian University of Transport, 22/2 Chasovaya St., Moscow 125993, RussiaThe problem of reversion of unknown input sequences of fuzzy discrete systems by its observed outputs is investigated. As a mathematical model of fuzzy systems the fuzzy automata (FA) is used. This problem has been considered earlier for deterministic systems. Unambiguous solutions of the problem for such systems have been obtained using the model of finite automata, called the information lossless automata (IL-automata). In the article, for fuzzy discrete systems described by the FA model a similar problem is considered. Due to the specifics of functioning of such systems, unambiguous decoding of messages coming to their inputs is not always possible in principle. For this reason, there are problems of minimization of information lossless (according to various criteria) while solving the address problem. Automata are introduced, which allow solving such problems, called automata with minimized information lossless (FA MIL-automata). Solution of the problem of reversion for FA is a finite set of input words. Each such solution can be estimated according to various criteria — the cardinality of a set of words of the solution, the probability of appearance of these words on the system inputs, the complexity of obtaining different variants of the solutions. In order to minimize information lossless, the article formulates corresponding optimization tasks for FA and specifies possible ways of solving them. Different kinds of FA MIL-automata are considered. The obtained results show that the considered problems of reversion for fuzzy automata inputs are multi-criteria. It is known that solutions of such problems for discrete systems are traditionally evaluated by only one criterion. https://mmi.sgu.ru/sites/mmi.sgu.ru/files/text-pdf/2022/03/8-speranskiy_112-122.pdffuzzy discrete systemsfuzzy automatareversion of inputs of fuzzy automata on observed outputsinformation loss minimization
spellingShingle Speranskiy, Dmitriy Vasil'evich
Reversion of outputs of fuzzy discrete systems
Известия Саратовского университета. Новая серия. Серия Математика. Механика. Информатика
fuzzy discrete systems
fuzzy automata
reversion of inputs of fuzzy automata on observed outputs
information loss minimization
title Reversion of outputs of fuzzy discrete systems
title_full Reversion of outputs of fuzzy discrete systems
title_fullStr Reversion of outputs of fuzzy discrete systems
title_full_unstemmed Reversion of outputs of fuzzy discrete systems
title_short Reversion of outputs of fuzzy discrete systems
title_sort reversion of outputs of fuzzy discrete systems
topic fuzzy discrete systems
fuzzy automata
reversion of inputs of fuzzy automata on observed outputs
information loss minimization
url https://mmi.sgu.ru/sites/mmi.sgu.ru/files/text-pdf/2022/03/8-speranskiy_112-122.pdf
work_keys_str_mv AT speranskiydmitriyvasilevich reversionofoutputsoffuzzydiscretesystems