Time-Constrained Ensemble Sensing With Heterogeneous IoT Devices in Intelligent Transportation Systems

نویسندگان

چکیده

Recently we have witnessed the rise of Artificial Intelligence Things (AIoT) and shift sensing paradigm from cloud-centric to edge-centric, which effectively improves capability intelligence transportation systems. To improve real-time performance, in this work propose an ensemble based scheme solve time-constraint synchronized inference problem achieve robust with heterogeneous IoT devices We design implement Ensen, incorporates various novel techniques such as customized DNN model design, KD-based training, dynamic deep management, etc., improved accuracy maximize computational resource usage whole group. Extensive evaluations on different types common shown that Ensen achieves a performance can be easily extended convolutional neural networks.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Intelligent Transportation Systems using IoT Service for Vehicular Data Cloud

Cloud computing is a style of computing in which dynamically scalable and often virtualized resources are provided as a service over the Internet. To resolve the challenges caused by the increasing transportation issues, we present a novel multi-layered vehicular data cloud platform by using cloud computing and IoT technologies. Two innovative vehicular data cloud services such as an intelligen...

متن کامل

Wireless Intelligent Sensing Devices

Structural health monitoring is the process of implementing a damage identification strategy for aerospace, civil and mechanical engineering infrastructure. Under this context, feature extraction is the process of identifying damage-sensitive information from measured data. Feature extraction is an essential component of a SHM system needed to convert raw sensor data into useful information abo...

متن کامل

Securing Heterogeneous IoT with Intelligent DDoS Attack Behavior Learning

The rapid increase of diverse Internet of things (IoT) services and devices has raised numerous challenges in terms of connectivity, computation, and security, which networks must face in order to provide satisfactory support. This has led to networks evolving into heterogeneous IoT networking infrastructures characterized by multiple access technologies and mobile edge computing (MEC) capabili...

متن کامل

Intelligent Transportation Systems

IIT Madras sponsored by the Ministry of Urban Development. The contents of this report reflect the views of the authors who are responsible for the facts and the accuracy of the data presented herein. The contents do not necessarily reflect the official views or policies of the Ministry that funded the project or IIT Madras. This report is not a standard, specification, or regulation. The rapid...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Transactions on Intelligent Transportation Systems

سال: 2022

ISSN: ['1558-0016', '1524-9050']

DOI: https://doi.org/10.1109/tits.2022.3170028