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Porting and Execution of Anomalies Detection Models on Embedded Systems in IoT

Bharath Sudharsan, Pankesh Patel, Abdul Wahid, Muhammad Yahya, John G. Breslin, Muhammad Intizar Ali
2021 Proceedings of the International Conference on Internet-of-Things Design and Implementation  
ACKNOWLEDGEMENT This publication has emanated from research supported in part by a research grant from Science Foundation Ireland (SFI) under Grant Number SFI/16/RC/3918 (Confirm) and also by a research  ...  Demo Abstract: Porting and Execution of Anomalies Detection Models on Embedded Systems in IoT Bharath Sudharsan * , Pankesh Patel * , Abdul Wahid * , Muhammad Yahya * , John G.  ...  In Figure 1 c-d, we provide the calculated SRAM and FLASH usage for B1-B4. CONCLUSION In this demo, we showed how to port and execute anomaly detection models on MCU-based embedded systems.  ... 
doi:10.1145/3450268.3453513 fatcat:y2jgefwy6rg3zhqapg3hua45pu

DeepDCA: Novel Network-Based Detection of IoT Attacks Using Artificial Immune System

Sahar Aldhaheri, Daniyal Alghazzawi, Li Cheng, Bander Alzahrani, Abdullah Al-Barakati
2020 Applied Sciences  
In this work, we develop a novel hybrid Deep Learning and Dendritic Cell Algorithm (DeepDCA) in the context of an Intrusion Detection System (IDS).  ...  The experimentation results show that DeepDCA performed well in detecting the IoT attacks with a high detection rate demonstrating over 98.73% accuracy and low false-positive rate.  ...  •Response-boxes (R blocks): these blocks execute in case an intrusion occurs. Figure 1 . 1 General architecture for IDS systems-Source: [35] . Figure 2 . 2 Attacks on IoT Layers.  ... 
doi:10.3390/app10061909 fatcat:wwm4hgbjdfhqxoe4vjdo6d5bcm

Multi-Technologies Network for IoT

Roberto Bomfin, Ivo Bizon, Ahmad Nimr, Christos Politis, Juan José Garrido Serrato, Miguel Cantero, Manuel Fuentes, David Martín-Sacristán, Gino Ciccone, Giuseppina Carpentieri, Anton Luca Robustelli, Jose Costa-Requena (+9 others)
2021 Zenodo  
In short, this deliverable targets at explaining the state of the current technologies applied to internet-of-things (IoT) networks and the planned innovations of iNGENIOUS.  ...  In particular, this deliverable covers three aspects of the network, namely, i) radio access network, ii) core network, and iii) slicing and orchestration.  ...  An ENI system can be used to enhance and optimize the network slice management and control operations, leveraging active and passive monitoring services and network status information for anomaly detection  ... 
doi:10.5281/zenodo.4836190 fatcat:n2mbow4mfvdbxerghlspp3klke

D7.1 – Deployment Plan and Operational Framework

ASSIST-IoT Consortium
2021 Zenodo  
D7.1 documents plan of activities for deploying ASSIST-IoT in pilot sites, including technical, organisational, and operational aspects.  ...  Results of small-scale demonstrations are also reported, as well as integration of third parties  ...  ; global modelling of ISE, for deriving models of the fleet as whole as a function of the driving and use conditions; and local modelling and hypothesis test for fault detection, with the focus of detecting  ... 
doi:10.5281/zenodo.6777446 fatcat:kmjblgy5jfea3hpcedigff7du4

D6.2 – Testing and integration plan – Initial

ASSIST-IoT Consortium
2022 Zenodo  
The initial release outlines the initial plan, while second version will include plan update and results.  ...  Security agent runs at a host-level, combining anomaly and signature-based technologies to detect intrusions or software misuse.70%(docker-compose orchestration, tested on a virtual environment two use  ...  Executive Summary This deliverable is written in the framework of WP6 -Testing, Integration and Support of ASSIST-IoT project under Grant Agreement No. 957258.  ... 
doi:10.5281/zenodo.6778046 fatcat:2yyv7duxevdz7hrqokqulteomu

Evaluating Performance of Containerized IoT Services for Clustered Devices at the Network Edge

Roberto Morabito, Ivan Farris, Antonio Iera, Tarik Taleb
2017 IEEE Internet of Things Journal  
IoT applications are abstracted to the execution of specific tasks, which are deployed on embedded devices.  ...  To produce a detailed snapshot of the evolution of this anomaly, the system must record the anomaly related engine values as soon as the malfunction is detected.  ... 
doi:10.1109/jiot.2017.2714638 fatcat:5k34jopmkbbzhge7xxwnnoi6mq

NOMS 2020 Author Index

2020 NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium  
Dividing Deep Learning Model for Continuous Anomaly Detection of In- consistent ICT Systems (NOMS 2020 Poster Sessions, Tuesday, April 21, 2020, 13:00 -14:00) Kenichi Nagaoka, National College of  ...  (NOMS 2020 Technical Sessions, Tuesday, April 21, 2020, 11:00 -13:00) Keishiro Watanabe, NTT Dividing Deep Learning Model for Continuous Anomaly Detection of In- consistent ICT Systems (NOMS 2020 Poster  ... 
doi:10.1109/noms47738.2020.9110412 fatcat:g5xipmrxgzc2bctaunnoqdvsdi

D2.2 System and Architecture Integration (Initial)

Ahmad Nimr, Alexandr Tardo, Carlos Alcaide, Carsten Weinhold, José Luis Cárcel, Christos Politis, Clemens Saur, Cosimo Zotti, Gino Ciccone, Giuseppina Carpentieri, Efstathios Katranaras, Guillaume Vivier (+16 others)
2021 Zenodo  
The main purpose of this deliverable is to reach a common understanding of the project at a technical level among all consortium partners and those supporting the project from outside.  ...  This document provides an overview of the iNGENIOUS cross-layer architecture.  ...  Other interesting activities that could be executed in these devices are anomaly detection, firmware upgrade management of IoT devices, and video streaming.  ... 
doi:10.5281/zenodo.5746649 fatcat:odqysfiinjfkhjqmywrlbfssum

NOMS 2020 Full Program

2020 NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium  
Architecture for Cloud Network Slices (NOMS 2020 Demos, Tuesday, April 21, 2020, 13:00 -14:00) Andre Braga Reis, Instituto de Teleco- municações Physical Layer Anomaly Detection Mechanisms in IoT  ...  He is a fellow of the IEEE and AAAS, and a past member of IFIP Committee on System Modeling and Optimization.  ... 
doi:10.1109/noms47738.2020.9110368 fatcat:nk5xudzdkrcbxil5u256aax5cy

rww_2020_program_book

2020 2020 IEEE 20th Topical Meeting on Silicon Monolithic Integrated Circuits in RF Systems (SiRF)  
of High Pressure Physics PAS, Poland TU1C-2 Extended Equivalent Circuit Model for Enhanced Substrate Modeling of Three-Port Inductors S.  ...  This year, WiS-Net2020 will focused on the latest developments in these areas including sensors and smart sensor networks ranging from UHF, RFID applications to millimeter-wave radar systems and six-port  ...  In this special session, RF and microwave experts will give an insight in RF and microwave space engineering in general and in the field of cubesats in particular. Buckhorn  ... 
doi:10.1109/sirf46766.2020.9040192 fatcat:gkx4hvivv5csvcvhykmgyusi2a

2020 IEEE Radio & Wireless Week

2020 2020 IEEE Topical Conference on RF/Microwave Power Amplifiers for Radio and Wireless Applications (PAWR)  
of High Pressure Physics PAS, Poland TU1C-2 Extended Equivalent Circuit Model for Enhanced Substrate Modeling of Three-Port Inductors S.  ...  This year, WiS-Net2020 will focused on the latest developments in these areas including sensors and smart sensor networks ranging from UHF, RFID applications to millimeter-wave radar systems and six-port  ...  In this special session, RF and microwave experts will give an insight in RF and microwave space engineering in general and in the field of cubesats in particular. Buckhorn  ... 
doi:10.1109/pawr46754.2020.9036006 fatcat:25yzg425wjg6xft32kusohlota

SHaRC 2020 Program Book

2020 2020 IEEE Space Hardware and Radio Conference (SHaRC)  
of High Pressure Physics PAS, Poland TU1C-2 Extended Equivalent Circuit Model for Enhanced Substrate Modeling of Three-Port Inductors S.  ...  This year, WiS-Net2020 will focused on the latest developments in these areas including sensors and smart sensor networks ranging from UHF, RFID applications to millimeter-wave radar systems and six-port  ...  In this special session, RF and microwave experts will give an insight in RF and microwave space engineering in general and in the field of cubesats in particular. Buckhorn  ... 
doi:10.1109/sharc47220.2020.9034040 fatcat:hljknbqpzvccjiwhrvyvpchihe

RWS 2020 Program Book

2020 2020 IEEE Radio and Wireless Symposium (RWS)  
of High Pressure Physics PAS, Poland TU1C-2 Extended Equivalent Circuit Model for Enhanced Substrate Modeling of Three-Port Inductors S.  ...  This year, WiS-Net2020 will focused on the latest developments in these areas including sensors and smart sensor networks ranging from UHF, RFID applications to millimeter-wave radar systems and six-port  ...  In this special session, RF and microwave experts will give an insight in RF and microwave space engineering in general and in the field of cubesats in particular. Buckhorn  ... 
doi:10.1109/rws45077.2020.9049986 fatcat:mgi2w3ya7jegpmrfvup2fnip6a

Artificial Intelligence-Driven Composition and Security Validation of an Internet of Things Ecosystem

George Hatzivasilis, Nikos Papadakis, Ilias Hatzakis, Sotiris Ioannidis, George Vardakis
2020 Applied Sciences  
Key challenges in Internet-of-Things (IoT) system design and management include the secure system composition and the calculation of the security and dependability level of the final system.  ...  We extend these techniques and apply the Event Calculus method for modelling the dynamic behavior of a system with progress in time.  ...  in the field of heterogeneous embedded systems.  ... 
doi:10.3390/app10144862 fatcat:fnqj4v2rxjaubmduaseiveodie

SpaceCloud Cloud Computing and In-Orbit Demonstration

Oskar Flordal, Aris Synodinos, Mattias Herlitz, Henrik Magnusson, David Steenari, Kyra Förster, Michele Castorina, Tom George, Ian Troxel, Simon Reid, Chris Brunskill, Fredrik Bruhn
2021 Zenodo  
using containerized and isolated virtualization either for execution locally or on networked spacecraft.  ...  These requirements are compounded when factoring in the data movements planned for future spacecraft constellation mesh networks, i.e. connected spacecraft infrastructures for on-orbit fleet management  ...  Business Space program under the ARTES framework and the ESA GSTP (General Support Technology Programme).  ... 
doi:10.5281/zenodo.5522871 fatcat:vio7fmyby5hltogkjatfxzdbse
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