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ITU-T Y.4494 (11/2023)

Эталонная архитектура совместного децентрализованного машинного обучения для интеллектуальных услуг интернета вещей

Архитектура совместного децентрализованного машинного обучения (CDML) может поддерживать распределенное обучение и формирование логического вывода по модели машинного обучения (МО) на крайне неоднородных устройствах интернета вещей (IoT) в условиях ограниченных ресурсов, что приводит к меньшим задержкам, более высокой надежности, снижению энергопотребления и экономии полосы пропускания. Используя CDML, свободные ресурсы децентрализованных устройств IoT могут быть полностью использованы для совместного выполнения ресурсоемких задач машинного обучения с высокой производительностью.В Рекомендации МСЭ-T Y.4494 содержатся общие сведения о CDML для интеллектуальных услуг IoT, а также приводятся ее характеристики и эталонная архитектура.

Citation:	https://handle.itu.int/11.1002/1000/15688
Series title:	Y series: Global information infrastructure, Internet protocol aspects, next-generation networks, Internet of Things and smart cities Y.4000-Y.4999: Internet of things and smart cities and communities Y.4400-Y.4549: Frameworks, architectures and protocols
Approval date:	2023-11-29
Provisional name:	Y.CDML-arc
Approval process:	AAP
Status:	In force
Maintenance responsibility:	ITU-T Study Group 20
Further details:	Patent statement(s) Development history

Ed.	ITU-T Recommendation	Status	Summary	Table of Contents	Download
1	Y.4494 (11/2023)	In force	here	here	here


ITU-T Supplement	Title	Status	Summary	Table of contents	Download
Y Suppl. 27 (01/2016)	ITU-T Y.4400 series – Smart sustainable cities - Setting the framework for an ICT architecture	In force	here	here	here
Y Suppl. 32 (07/2020)	ITU-T Y.4000 series – Smart sustainable cities - A guide for city leaders	In force	here	here	here
Y Suppl. 33 (07/2020)	ITU-T Y.4000 series – Smart sustainable cities - Master plan	In force	here	here	here
Y Suppl. 34 (07/2020)	ITU-T Y.4000 series – Smart sustainable cities - Setting the stage for stakeholders' engagement	In force	here	here	here
Y Suppl. 45 (09/2017)	ITU-T Y.4000-series - An overview of smart cities and communities and the role of information and communication technologies	In force	here	here	here
Y Suppl. 52 (12/2018)	Methodology for building digital capabilities during enterprises' digital transformation	In force	here	here	here
Y Suppl. 53 (12/2018)	ITU-T Y.4000-series – Internet of Things use cases	In force	here	here	here
Y Suppl. 54 (04/2019)	ITU-T Y.4000 series – Framework for home environment profiles and levels of IoT systems	In force	here	here	here
Y Suppl. 56 (12/2019)	ITU-T Y-series – Supplement on use cases of smart cities and communities	In force	here	here	here
Y Suppl. 61 (07/2020)	Features of application programming interfaces for Internet of things data in smart cities and communities	In force	here	here	here
Y Suppl. 62 (07/2020)	Overview of blockchain for supporting Internet of things and smart cities and communities in data processing and management aspects	In force	here	here	here
Y Suppl. 63 (07/2020)	Unlocking Internet of things with artificial intelligence	In force	here	here	here
Y Suppl. 68 (05/2021)	Framework for Internet of things ecosystem master plan	In force	here	here	here
Y Suppl. 69 (05/2021)	Web-based data model for Internet of things and smart city systems and services	In force	here	here	here
Y Suppl. 76 (09/2023)	ITU-T Y.4000-series – Use cases of Internet of things-based smart agriculture	In force	here	here	here
Y Suppl. 82 (07/2024)	Standardization gaps and roadmap for artificial intelligence and Internet of things in digital agriculture	In force	here	here	here
Y Suppl. 83 (07/2024)	Optimizing digital agriculture with best practices for integrating artificial intelligence and Internet of things	In force	here	here	here
Y Suppl. 85 (01/2025)	ITU-T Y.4000-series – Use cases of Internet of things (IoT)-based smart aquaculture	In force	here	here	here
Y Suppl. 96 (11/2025)	Machine learning standardization roadmap	In force	here	-	here
Y Suppl. 97 (11/2025)	Glossary of terms and definitions for machine learning	In force	here	-	here

Title	Approved on	Download
Multiple radio access technologies	2012	here

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ITU-T Y.4494 (11/2023)