التفاصيل البيبلوغرافية
| العنوان: |
Bringing AI to the edge: A formal M&S specification to deploy effective IoT architectures |
| المؤلفون: |
Cárdenas Rodríguez, Román, Arroba García, Patricia, Risco Martín, José Luis |
| المصدر: |
Journal of Simulation, ISSN 1747-7778, 2021-01, Vol. 16, No. 5 |
| بيانات النشر: |
E.T.S.I. Telecomunicación (UPM) |
| سنة النشر: |
2021 |
| المجموعة: |
Universidad Politécnica de Madrid: Archivo Digital de la UPM |
| مصطلحات موضوعية: |
Electrónica, Informática, Telecomunicaciones |
| الوصف: |
Internet of Things applications are based on ubiquitous networks of multiple distributed devices, with limited computing resources and power, capable of collecting and storing data from heterogeneous sources in real-time. To avoid network saturation and delays, new architectures are needed to provide real-time Big Data and data analytics capabilities at the edge of the network, where energy efficiency needs to be considered to ensure a sustainable and effective deployment in areas of human activity. In this research, we present an IoT model based on the principles of Model-Based Systems Engineering. It covers the description of the entire architecture, from IoT devices to the processing units in edge data centres, and includes the location-awareness of user equipment, network, and computing infrastructures to optimise federated resource management in terms of delay and power consumption. We present a framework to assist the dimensioning and the dynamic operation of IoT data stream analytics applications. |
| نوع الوثيقة: |
article in journal/newspaper |
| وصف الملف: |
application/pdf |
| اللغة: |
English |
| Relation: |
info:eu-repo/grantAgreement/MINECO//IDI-20171194; info:eu-repo/grantAgreement/MINECO//IDI-20171183; info:eu-repo/grantAgreement/MINECO//RTC-2017-6090-3; info:eu-repo/grantAgreement/CAM//S2018%2FTCS-4423; https://oa.upm.es/85983/ |
| الاتاحة: |
https://oa.upm.es/85983/ |
| Rights: |
(c) Editor/Autor ; info:eu-repo/semantics/openAccess |
| رقم الانضمام: |
edsbas.D2A78867 |
| قاعدة البيانات: |
BASE |