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Data-driven framework for energy-efficient smart cities

Nenad Petrovic, Djordje Kocic
2020 Serbian Journal of Electrical Engineering  
In this paper, we propose a data-driven smart grid framework which aims to make smart cities energy-efficient focusing on two aspects: energy trading and autonomous vehicle charging.  ...  Energy management is one of the greatest challenges in smart cities. Moreover, the presence of autonomous vehicles makes this task even more complex.  ...  Among them, we have low-power single-board computers (such as Raspberry Pi) or smartphones [30] .  ... 
doi:10.2298/sjee2001041p fatcat:zvtpumkm5fgszokpe7knzozmda

MADDPG-Based Security Situational Awareness for Smart Grid with Intelligent Edge

Wenxin Lei, Hong Wen, Jinsong Wu, Wenjing Hou
2021 Applied Sciences  
The minimum processing cost under the premise of minimum detection error rate is taken to analyze the smart grids' SSA.  ...  Performance evaluations show that the algorithm under this paradigm can achieve faster convergence and the optimal goal, namely the provision of real-time protection for smart grids.  ...  and DRL in SSA for smart grids.  ... 
doi:10.3390/app11073101 fatcat:cyit64232besznquznewuu4qvq

BuSCOPE : Fusing Individual & Aggregated Mobility Behavior for "Live" Smart City Services [article]

Lakmal Meegahapola, Thivya Kandappu, Kasthuri Jayarajah, Leman Akoglu, Shili Xiang, Archan Misra
2019 arXiv   pre-print
In this work, we demonstrate the power of applying predictive analytics on real-time mobility data, specifically the smart-card generated trip data of millions of public bus commuters in Singapore, to  ...  Independently, the Neighborhood Event Detector uses outlier measures of currently operating buses to detect and spatiotemporally localize dynamic urban events, as much as 1.5 hours in advance, with a localization  ...  anomaly detection) and (2) using a link-route matrix, they detect which routes were root causes for the detected anomalies using L1 machinery.  ... 
arXiv:1905.06116v1 fatcat:xhwyfyfsgnenzloxhhgmzl4de4

Cyber–Physical System Security for the Electric Power Grid

Siddharth Sridhar, Adam Hahn, Manimaran Govindarasu
2012 Proceedings of the IEEE  
A classification is presented to highlight dependencies between the cyber-physical controls required to support the smart grid and the communication and computations that must be protected from cyber attack  ...  ABSTRACT | The development of a trustworthy smart grid requires a deeper understanding of potential impacts resulting from successful cyber attacks.  ...  The authors are with the Department of Electrical and Computer Engineering, Iowa State University, Ames, IA 50011 USA (e-mail:  ... 
doi:10.1109/jproc.2011.2165269 fatcat:nb32l26obffqnbebh3erzu52ai

Secure Internet of Things (IoT)-based Smart-World Critical Infrastructures: Survey, Case Study and Research Opportunities

Xing Liu, Cheng Qian, William G. Hatcher, Hansong Xu, Weixian Liao, Wei Yu
2019 IEEE Access  
In addition, we highlight the three key critical infrastructure IoT-based cyber-physical systems, namely the smart transportation, smart manufacturing, and smart grid.  ...  In the context of smart-world critical infrastructures and cyber-physical systems, the rapid adoption of the IoT systems and infrastructures without thorough consideration for the risks and vulnerabilities  ...  In the design of effective anomaly detection schemes, it is necessary to leverage both spatial and temporal correlations [5] , [162] , [170] - [172] , along with the recent advance of big data analysis  ... 
doi:10.1109/access.2019.2920763 fatcat:35wpzxezujcf5m6fjedlcmutny


2020 2020 11th IEEE Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)  
0571 19.2 1570680229 Design & Implementation of IoT Based Smart Helmet for Road Accident Detection 0576 19.3 1570681829 LoRaWAN Internet of Things Network Planning for Smart City in Bandung  ...  Smart and Interactive Laboratory Setup to Teach Controller Area Network Protocol 0797 Design and Analysis of off Grid Solar System for DC Load of a House in Pakistan 0804 SESSION 27: ELECTRONIC POWER  ... 
doi:10.1109/iemcon51383.2020.9284848 fatcat:4ltdf33yerce3avsxsgjlcb7iy

A Survey on Recent Advanced Research of CPS Security

Zhenhua Wang, Wei Xie, Baosheng Wang, Jing Tao, Enze Wang
2021 Applied Sciences  
, smart transportation, smart homes, and general grids); and (3) MADC (Measure, Attack, Defense, and Control) types.  ...  In this paper, we provide an overview of the CPS security studies from the last five years and select 142 related works from A- or B-level conferences/journals recommended by the China Computer Federation  ...  Smart Grids A smart grid embeds more intelligence into a power grid and can monitor and control the grid in real time.  ... 
doi:10.3390/app11093751 fatcat:fxby2wjzpnchrfshvilxalmptm

Industry 4.0

Harald Schöning
2018 it - Information Technology  
One central component is the anomaly detection that can be used to detect or even predict incidents. Bionotes Dr-Ing.  ...  , and Peter Fettke in their paper "Business Process Management for Industry 4.0 -Three Application cases in the DFKI-Smart-Lego-Factory".  ... 
doi:10.1515/itit-2018-0015 fatcat:ca3czixueffrrh2kdx6k5wychm

ECHAD: embedding-based change detection from multivariate time series in smart grids

Michelangelo Ceci, Roberto Corizzo, Nathalie Japkowicz, Paolo Mignone, Gianvito Pio
2020 IEEE Access  
they focus primarily on the detection of anomalies and attacks in the smart grid, rather than generic changes.  ...  in smart grids.  ... 
doi:10.1109/access.2020.3019095 fatcat:vql2moooaza65g54xgt7qxozmy

A Deep Learning-Based Cyberattack Detection System for Transmission Protective Relays

Yew Meng Khaw, Amir Abiri Jahromi, Mohammadreza F. M. Arani, Scott Sanner, Deepa Kundur, Marthe Kassouf
2020 IEEE Transactions on Smart Grid  
In this environment, there is a pressing need for the development of cyberattack detection systems for substations and in particular protective relays, a critical component of substation operation.  ...  The results demonstrate that a universal architecture can be designed for the deep learning-based cyberattack detection systems in substations. A.  ...  Symposium Co-Chair for the Communications for the Smart Grid Track of ICC 2017, General Chair for the Workshop on Communications, Computation and Control for Resilient Smart Energy Systems at ACM e-Energy  ... 
doi:10.1109/tsg.2020.3040361 fatcat:k4qulrgcafeftgoeaxtzefzxfe

Hybrid Clouds for Data-Intensive, 5G-Enabled IoT Applications: An Overview, Key Issues and Relevant Architecture

Panagiotis Trakadas, Nikolaos Nomikos, Emmanouel T. Michailidis, Theodore Zahariadis, Federico M. Facca, David Breitgand, Stamatia Rizou, Xavi Masip, Panagiotis Gkonis
2019 Sensors  
Finally, two use cases in the context of smart cities and mobile health are presented, aimed at showing how the proposed PaaS enables the development of respective IoT applications.  ...  In this paper, an overview on the area of hybrid clouds considering relevant research areas is given, providing technologies and mechanisms for the formation of such MEC deployments, as well as emphasizing  ...  The main novelty of the proposed architecture's Anomaly Detection is its ability to automate the detection of anomalies across layers, e.g., serverless functions and applications in cloud-native environments  ... 
doi:10.3390/s19163591 fatcat:qz6md7lbsfhejcrs3e7vqigsnu

Highly-distributed sensor processing using IoT for critical infrastructure monitoring

Mehrdad Babazadeh, Sokratis Kartakis, Julie A McCann
2017 2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)  
Furthermore, an independent test focuses on the LoRa limitations not only for the proposed anomaly detection but also for the other applications which is presented as the third phase in this research work  ...  The next phase, the implementation of an edge processing with multiple tasks including data mining and communication is discussed in more details afterward where it is developed on a lightweight single  ...  ACKNOWLEDGMENT Special thanks to NEC Corporation in Japan for funding this work as a part of the CPS-Ctrl project: Reliable Distributed Adaptive Control for next generation CyberPhysical Systems.  ... 
doi:10.1109/apsipa.2017.8282186 dblp:conf/apsipa/BabazadehKM17 fatcat:37cahhawsnhavlbtbmr6x5ixw4

Resource Usage and Performance Trade-offs for Machine Learning Models in Smart Environments

Davy Preuveneers, Ilias Tsingenopoulos, Wouter Joosen
2020 Sensors  
We demonstrate the feasibility of our approach by means of an anomaly detection use case.  ...  The challenge we address in this work is that hyperparameter tuning does not take into consideration resource trade-offs when selecting the best model for deployment in smart environments.  ...  Acknowledgments: We gratefully acknowledge the support of NVIDIA Corporation with the donation of the Titan V GPU used for this research.  ... 
doi:10.3390/s20041176 pmid:32093354 pmcid:PMC7070423 fatcat:fwawtzncdbclxd7aekatwfpnlq

D1.1: COLLABS Innovations for Industrial IoT Systems1

Miloš Radovanović, Wafa Ben Jaballah, George Bravos, Erwan Le-Disez, Ernesto Gomez Marin, Erwin Moed, Md Masoom Rabbani, Valerio Senni, Fabio Federici, George Spanoudakis, Konstantinos Fysarakis, Martin Wimmer (+2 others)
2021 Zenodo  
During the past year there have been many works in the domains relevant to COLLABS, notably in blockchain applications, machine- and deep-learning based anomaly detection and wireless system design, remote  ...  Sections 2–8 respectively focus on the SotA in areas of: data protection (Section 2), distributed anomaly detection and remote attestation (Section 3), physical security (Section 4), function as a service  ...  (2019) provide a comparative study involving a large number of algorithms for anomaly detection in smart building IoT scenarios.  ... 
doi:10.5281/zenodo.5256842 fatcat:xf4y27mcjvbwvfjxy7lo4kwqw4

Cyber Hygiene Maturity Assessment Framework for Smart Grid Scenarios

Inna Skarga-Bandurova, Igor Kotsiuba, Erkuden Rios Velasco
2021 Frontiers in Computer Science  
This article presents the assessment framework for evaluating Cyber Hygiene Level (CHL) in relation to the Smart Grids.  ...  It can be applied for the assessment of the CHL of Smart Grids operating organizations with respect to a number of recommended good practices in cyber hygiene.  ...  ACKNOWLEDGMENTS The authors acknowledge all the SPEAR Consortium for their valuable help in this work.  ... 
doi:10.3389/fcomp.2021.614337 fatcat:zzky6lijjbfv3nx5j3gasfmqay
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