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Management and Future Technologies journal.umft.uz October 2024 Volume 1, Issue 3 Adabiyotlar 1. Kasymov S.S., Usmanova N.V. On developing the environment for multiagent system of distributed computing: using the associations. Chemical Technology: Control and Management/ Journal of Korea Multimedia Society/International Scientific and Technical Journal, 2015. №34. 2. Boehm В.W., Haile A.C. Information Processing // Data Automation Implications of Air Force Command and Control Requirements in the 1980’s (CCPI - 1985). Vol. I. Highlights, Report SAMSO/XRS-71-1. U. S. Air Force Systems Command (NTIS: AD 900031L). Los An¬geles, CA, 1982. 3. Terzic, et all, Usability of Multi-agent Based Control Systems in Industrial Automation // A. Zoitl (Eds.): HoloMAS 2009, LNAI 5696, Springer-Verlag Berlin Heidelberg, 2009. 4. Neelu Nihalani, Sanjay Silakari. Natural language Interface for Database: A Brief review // IJCSI. org Online, Vol. 8, Issue 2, March 2011.600-608 pag. 5. Choi J.G., Kang H.G. Reliability Estimation of nuclear digital I&C systems using Software Functional Block Diagram and control flow. FastAbstract ISSRE Copyright, 2002. 6. Usmanova N. Resource Management Issues in Distributed Environment // International Journal of Ubiquitous Computing and Internationalization, S.Korea, Vol.3, №2, 2011. - pp. 25-28. 41

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Volume 1, Issue 3 October 2024 42 Muallif Fazliddin Qodirov Kommunikatsiya va raqamli texnologiyalar kafedrasi, “University of management and future technologies” universiteti, Toshkent, 100208, O‘zbekiston; faz7780@mail.ru Management and Future Technologies journal.umft.uz TELEKOMMUNI KATSIYA OBYEKTINING ELEKTR TA’MINOTI TIZIMINI MORFOLOGIK TAHLIL ORQALI MODELASHTIRISH A nnotatsiya. Telekommunikatsiya elektr ta’minoti tizimi uchun uning elektr ta’minoti tizimlarini maqbul loyihalash muammosini hal qilish uchun texnik yechimlarni morfologik tahlil qilish va tahlil qilishga asoslangan loyihalash tamoyillari va usullarini ishlab chiqish zarur. Morfologik tahlil usulining mohiyati shundaki, ko‘rib chiqilayotgan muammo uchun ahamiyatli bo‘lgan bir nechta morfologik xususiyatlarni (tipik, o‘ziga xoslik, farqlash) aniqlash va ushbu xususiyatlarni barcha mumkin bo‘lgan kombinatsiyalar tuziladi. Kalit so‘zlar: elektr ta’minoti tizimi, elektr energiyasini ishlab chiqarish, o‘zgartirish, uzatish, taqsimlash va iste’mol qilish, kombinator-mantiqiy tahlil, morfologik to‘plam, morfologik tahlil. Copyright: © 2024 by the authors. Ushbu maqola Creative Commons Attribution (CC BY) litsenziyasi shartlari asosida tarqatiladigan ochiq foydalanish maqolasi hisoblanadi (https://creativecommons.org/ licenses/by/4.0/).

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Management and Future Technologies Mualliflar Fazliddin Qodirov Department of Communication and Digital Technologies, “University of Management and Future Technologies”, Tashkent, 100208, Uzbekistan; faz7780@mail.ru journal.umft.uz October 2024 Volume 1, Issue 3 MODELING OF ELECTRICAL SUPPLY SYSTEM OF TELECOMMUNICATION FACILITY THROUGH MORPHOLOGICAL ANALYSIS A bstract: For the telecommunication power supply system, it is necessary to develop design principles and methods based on morphological analysis and analysis of technical solutions to solve the problem of optimal design of its power supply systems. The essence of the morphological analysis method is to identify several morphological features (typical, distinctive, differentiating) that are important for the problem under consideration, and to compile all possible combinations of these features. Keywords: power supply system, electricity generation, transformation, transmission, distribution and consumption, combinatorial logic analysis, morphological set, morphological analysis. Copyright: © 2024 by the authors. Ushbu maqola Creative Commons Attribution (CC BY) litsenziyasi shartlari asosida tarqatiladigan ochiq foydalanish maqolasi hisoblanadi (https://creativecommons.org/ licenses/by/4.0/). 43

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Volume 1, Issue 3 October 2024 Management and Future Technologies journal.umft.uz 46 - simmetrik, nosimmetrik - past chastotali kuchlanish buzilishlari - impulsli yuqori kuchlanishli - amplitudaning yuqori koeffitsiyenti - boshlang ich tokning yuqori qiymati - induktiv yuklamaning kommutatsiyasi ~ 220V - 48V, - 60V ATS Tr - (6..24)V Konvertor DC/DC ShE UETM (DC) QE UETM (АC) Invertor DC/АС Radio-elektron qurilmalar ~ 220V Shamollatish va havoni tozalash tizimi Favqulotda signalizatsiya tizimi - fliker-effekt - Chiqish kuchlanishining yuqori garmonikalarining o zgarishi va tebranishi Server ~ 220V DGQ Monitoring va boshqarish tizimi AB - kirish qarshiligining sig imli xususiyati - kuchlanish to lqin shaklini buzilishi - kuchlanish modulyatsiyasi - yuklama keskin oshishida kuchlanish pasayishi - yuqori tok garmonikasi - kirish kuchlanishi shaklining buzilishi - rezonansli xodisalar

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Management and Future Technologies Elektr energiya manbalari (Tr, ShE, QE, DG, AB) Elektr energiya iste molchilari journal.umft.uz Elektr energiya o zgartirgichlari Xavfsizlik va atrof-muhit October 2024 Volume 1, Issue 3 Elektr energiyani kommutatsiyalash, uzatish va taqsimlash 47

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Volume 1, Issue 3 October 2024 Management and Future Technologies 48 Tasniflash xususiyatlari UETT Obyekt identifikatori Kompilyator Modellar katalogi Strukturaviy optimizator Qurilmalar spisifikasi Kompyuterda modellashtirish Obyektlar xarakteristikasi Parametrik optimizator Maqsadli funksiyalar bloki Maqsadli funksiya 4. Integratsiya darajasi journal.umft.uz

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Management and Future Technologies journal.umft.uz October 2024 Volume 1, Issue 3 49 ʼ ʼ ʼ ʼ

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Volume 1, Issue 3 October 2024 Management and Future Technologies 50 Energiya manbalari Elektr energiya ishlab chiqarish tizimlari Energiyani zaxiralash tizimlari Elektr energiya o zgartirgichlari To g rilash qurilmalari Avtonom kuchlanish invertorlari Kuchlanish konvertorlari Xavfsizlik va atrofmuhit Himoya tizimlari Shamollatish va havoni kondensionerlash Elektr energiyasini kommutatsiyalash, uzatish va taqsimlash Kommutatsiya tizimlari Uzatish va taqsimlash tizimlari Elektr energiya iste molchilari Doimiy tok iste molchilari O zgaruvchan tok iste molchilari journal.umft.uz

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Management and Future Technologies journal.umft.uz October 2024 U11 i Elektr energiya ishlab chiqarish tizimlari U12 j Elektr energiyasini zaxiralash tizimlari (EEZT) Umumiy elektr ta minoti tizimlari С11 i Dizel Benzin Yoqilg i elementlari Volume 1, Issue 3 С12 j 51 С13 k Quyosh energiyasi (QE) Shamol energiyasi (ShE) Akkumulyatir batareyalari (AB) Ichki elektr stansiya Gaz С14 m Germitik (GAB) Nogermitik (NGAB) Iyerarxiyaning I-sathi (Elektr energiya manbalari (EM)) U21 k Elektr energiyani o zgartirish tizimlari С21 f С21 i To g rilash qurilmasi (TQ) Kuchlanish konvartorlari (KK) Kuchlanish invertorlari (KI) Iyerarxiyaning II-Sathi (Elektr energiya o zgartirgichlari (EEO )) U31 i С31 i Kommutatsiya tizimlari (КТ) U32 m U33 n Energiyani uzatish va taqsimlash tarmog i (EUTT) С34 m Radial-magistral elektr tarmog i (RMET) Zaxirani avtomatik ulash (ZAU) Kirishtaqsimlash shkafi (KTSh) Radial elektr tarmog i (RET) Aralash ET Markazlashgan ET Magistral elektr tarmog i (MET) С32 j С33 k Doimiy tok tarmog i (DC) O zgaruvchan tok tarmog i (АC) Iyerarxiyaning III-sathi (Elektr energiyani kommutatsiyalash, uzatish va taqsimlash) Markazlashtirilma gan ET

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Volume 1, Issue 3 October 2024 Management and Future Technologies U41 p U42 q journal.umft.uz 52 Himoyalash tizimi (HT) С41 i Yerga ulash tizimi Chaqmoq urishga qarshi himoya tizimi Shamollatish va havoni kondensionerlash tizimi Iyerarxiyaning IV-sathi (Xavfsizlik va atrof-muhit) U51 s U52 r Doimiy tok iste molchilari O zgaruvchan tok iste molchilari Iyerarxiyaning V-Sathi (Elektr evergiya iste molchilari)

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Management and Future Technologies journal.umft.uz October 2024 Volume 1, Issue 3 Adabiyotlar 1. Qodirov, F. (2023). Methods and algorithms for determining the optimal structure of the telecommunications power supply system based on morphological synthesis. In E3S Web of Conferences (Vol. 461, p. 01084). EDP Sciences. 2. Qodirov, F., & Qodirova, S. (2023). Algorithms of determining the optimal structure of a telecommunications power supply system based on morphological synthesis. 3. Sapaev M., Qodirov F.M., Qodirova S.F. Elektr ta’minoti tizimining telekommunikatsiya obyekti bilan o‘zaro ta’sir mexanizmi. Muxammad al-Xorazmiy avlodlari, № 1(19), mart 2022. – 84 b. 4. Кодиров Ф.М., Аюпова Д.А., Тохиров К.М., & Торабаева Н.П. (2023). Инфокоммуникация тизимлари электр таъминотининг морфоло-гик тахлил килишнинг алгоритмини ишлаб чикиш. Образование наука и инновационные идеи в мире, 22(8), 40–49. 5. Qodirov, F. (2023). Optimization of telecommunications power supply systems based on reliability criteria. Science and innovation, 2(A12), 15-20. 6. Anatolevna, A. D., & Misliddinovich, Q. F. (2023, June). Infokommunikatsiya elektr ta’minoti tizimlarining parametrik va strukturaviy tahlil qilishni optimallashtirish. In “Canada” international conference on developments in education, sciencesand humanities (Vol. 9, No. 1). 7. Qodirov, F., Saidova, G., & Agzamova, M. (2022). Development of a multilevel model of the telecommunications power supply system through morphological analysis. Science and innovation, 1(8), 584-594. 8. Qodirov, F., Saidova, G., & Agzamova, M. (2022). Development of a design algorithm for the development of automated control systems in a telecommunications source. Science and Innovation, 1(8), 567-577. 9. Qodirov, F. M. (2022). Telekommunikatsiya elektr ta’minoti tizimini morfologik sintez orqali uning optimal strukturasini aniqlash. Му-хаммад ал Хоразмий авлодлари илмий-амалий ва ахборот-тахлилий журнал, 4, 22. 10. Umarov, S., Maxammatov, D., Akhunov, F., & Qodirov, F. (2021, November). The mathematical model for calculating transient modes of a valve converter. In AIP Conference Proceedings (Vol. 2402, No. 1). AIP Publishing. 11. Кодиров, Ф. М. (2016). Комбинированное управление источ-никами реактивной мощности в электрических сетях на основе блока микропроцессорного управления. Проблемы и достижения современной науки, (1), 98-100. 12. Qodirov F.M. Telekommunikatsiya elektr ta’minoti tizimlarini loyihalashda AKTdan foydalanish. «Yangi O‘zbekistonda islohotlarni amalga oshirishda zamonaviy axborot-kommunikatsiya texnologiyalaridan foydalanish» mavzusida Xalqaro ilmiy-amaliy konferentsiya. Andijon 2729 oktabr 2021 yil. 565 b. 13. Qodirov, F. (2024). Morfologik tahlil orqali telekommunikatsiya obyektining elektr ta’minoti tizimi modelini ishlab chiqish. Ilm-fan va ta’lim, 2(2(17). 14. Qodirov Fazliddin Misliddinovich (2024). Infokommunikatsiya elektr ta’minoti tizimlarining energetik mezonlarini tahlil qilishni optimallashtirish. Science and innovation, 3 (Special Issue 17), 508-515. doi: 10.5281/zenodo.10725663. 15. Фазлиддин Мислиддинович Кадиров, Наталья Юрьевна Амурова, Сурайё Мунировна Абдуллаева, Елена Анатольевна Борисова. Энергетика нового образца, внедрение 53

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Volume 1, Issue 3 54 October 2024 Management and Future Technologies journal.umft.uz интеллектуальных сетей SMART GRID и возможности ее применения. Актуальные проблемы системы электроснабжения // Сборник трудов международной научнотехнической конференции. – Ташкент. ТашГТУ, 2022. 16. Borisova Yelena, Amurova Natalya, Kodirov Fazliddin, & Abdullayeva Surayyo (2022). Computerized environmental monitoring systems. Universum: технические науки, (2-6 (95)), 66-70. 17. 17. Э.Абдуллаев Ф.М. Кадиров, Ф.Д. Назаров. A method for improving the harmonic content of voltage and current. Информационные технологии и моделирование процессов в фундаментальных и прикладных исследованиях. Материалы I Международной молодежной школы конференции. 15–17 декабря 2016

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Management and Future Technologies Mualliflar X. Rashidov Raqamli texnologiyalar va sun’iy intellektni rivojlantirish ilmiy tadqiqot instituti, Toshkent, O‘zbekiston; rashidovhusan125@gmail.com Y.Xandamov Raqamli texnologiyalar va sun’iy intellektni rivojlantirish ilmiy tadqiqot instituti, Toshkent, O‘zbekiston; A.Inomxo‘jayev Raqamli texnologiyalar va sun’iy intellektni rivojlantirish ilmiy tadqiqot instituti, Toshkent, O‘zbekiston; Mas’ul: rashidovhusan125@gmail. com Copyright: © 2024 by the authors. Ushbu maqola Creative Commons Attribution (CC BY) litsenziyasi shartlari asosida tarqatiladigan ochiq foydalanish maqolasi hisoblanadi (https://creativecommons.org/ licenses/by/4.0/). journal.umft.uz October 2024 Volume 1, Issue 3 TIMSOLLARNI TANIB OLISHDA BELGILAR FAZOSINI QISQARTIRISH USULLARINING QIYOSIY TAHLILI A nnotatsiya. Mashinaviy o‘qitishda belgilar fazosi juda katta bo‘lib ketganda belgilar fazosi o‘lchamlarini qisqartirish muhim ahamiyat kasb etadi. Ushbu maqolada belgilar fazosini qisqartirishning ikkita eng mashhur usullari BKT (Bosh komponent tahlili) va CHDT (chiziqli diskriminant tahlili) qiyosiy tahlili keltirilgan. Umuman olganda, CHDT-ga asoslangan algoritmlar BKTga asoslangan algoritmlardan ustundir. Ushbu maqolada biz bu har doim ham shunday emasligini ko‘rsatamiz. Bizning xulosamiz shundan iboratki, agar o‘quv ma’lumotlar to‘plami kichik bo‘lsa, BKT CHDT dan ustun bo‘lishi mumkin, shuningdek, BKT turli xil o‘quv ma’lumotlar to‘plamlariga nisbatan sezgir emas. Kalit so‘zlar: Bosh komponent, chiziqli diskriminant, kovariatsiya matritsasi,dispersiya, xos qiymat. 55

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Volume 1, Issue 3 October 2024 56 Authors Kh. Rashidov Digital Technologies and Artificial Intelligence Research Institute, Tashkent, Uzbekistan; rashidovhusan125@gmail.com Y.Xandamov Digital Technologies and Artificial Intelligence Research Institute, Tashkent, Uzbekistan; A.Inomxo‘jayev Digital Technologies and Artificial Intelligence Research Institute, Tashkent, Uzbekistan; Correspondence: rashidovhusan125@ gmail.com Copyright: © 2024 by the authors. Ushbu maqola Creative Commons Attribution (CC BY) litsenziyasi shartlari asosida tarqatiladigan ochiq foydalanish maqolasi hisoblanadi (https://creativecommons.org/ licenses/by/4.0/). Management and Future Technologies journal.umft.uz COMPARATIVE ANALYSIS OF SIGN SPACE REDUCTION METHODS IN SIGN RECOGNITION A bstract: In machine learning, reducing the size of the character space becomes important when the character space becomes too large. This article presents a comparative analysis of the two most popular methods of character space reduction, BKT (Principal Component Analysis) and CHDT (Linear Discriminant Analysis). In general, CHDT-based algorithms outperform BKT-based algorithms. In this article, we will show that this is not always the case. Our conclusion is that BKT can outperform CHDT if the training dataset is small, and also BKT is insensitive to different training datasets. Keywords: Principal component, linear discriminant, covariance matrix, variance, eigenvalue.

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Management and Future Technologies journal.umft.uz October 2024 Volume 1, Issue 3 57 • • • • KΖůĐŚĂŵůĂƌŶŝ ƋŝƐƋĂƌƚŝƌŝƐŚ ƵƐƵůůĂƌŝ ŽƐŚ ŬŽŵƉŽŶĞŶƚĂůĂƌ ƚĂŚůŝůŝ;<dͿ ŚŝnjŝƋůŝ ĚŝƐŬƌŝŵŝŶĂŶƚ ƚĂŚůŝů;,dͿ

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Volume 1, Issue 3 58 October 2024 Management and Future Technologies journal.umft.uz

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Management and Future Technologies journal.umft.uz October 2024 Volume 1, Issue 3 59 xk X N xi ,k k =1 = = , i 1, 2,..., M . N x= xk − k N ( x − )( x − ) Cov( xk , ) = k =1 Cov( xk , ) − E = 0 k k T N −1 Cov( xk , ) − E w = 0 ʻ ʻ ʼ ʻ ʻ

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Volume 1, Issue 3 October 2024 Management and Future Technologies 60 xk X N xk = k =1 N Ni xi i = i =1 Ni ➢ SW = Si c i =1 n Si = ( x − i )( x − i )T Si xDi S= B ➢ SW−1S B w = w SW−1S B − E = 0 Y =WT X i c N ( − )( − ) i =1 i i i T journal.umft.uz

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