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Atakan Aral

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affiliation: University of Vienna, Faculty of Computer Science, Vienna, Austria
affiliation: Umeå University, Department of Computing Science, Umeå, Sweden

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Books and Theses

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2016
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Atakan Aral:
Resource mapping optimization for distributed cloud services (Dağıtık bulut hizmetleri için kaynak eşlemenin iyileştirilmesi). İstanbul Technical University, Turkey, 2016

Journal Articles

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2024
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Dragi Kimovski, Nishant Saurabh, Matthijs Jansen, Atakan Aral, Auday Al-Dulaimy, André B. Bondi, Antonino Galletta, Alessandro V. Papadopoulos, Alexandru Iosup, Radu Prodan:
Beyond Von Neumann in the Computing Continuum: Architectures, Applications, and Future Directions. IEEE Internet Comput. 28(3): 6-16 (2024)
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Tobias Meuser, Lauri Lovén, Monowar H. Bhuyan, Shishir G. Patil, Schahram Dustdar, Atakan Aral, Suzan Bayhan, Christian Becker, Eyal de Lara, Aaron Yi Ding, Janick Edinger, James Gross, Nitinder Mohan, Andy D. Pimentel, Etienne Rivière, Henning Schulzrinne, Pieter Simoens, Gürkan Solmaz, Michael Welzl:
Revisiting Edge AI: Opportunities and Challenges. IEEE Internet Comput. 28(4): 49-59 (2024)
2023
[j11]
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Sabtain Ahmad, Halit Uyanik, Tolga Ovatman, Mehmet Tahir Sandikkaya, Vincenzo De Maio, Ivona Brandic, Atakan Aral:
Sustainable Environmental Monitoring via Energy and Information Efficient Multinode Placement. IEEE Internet Things J. 10(24): 22065-22079 (2023)
2022
[j10]
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Ella Peltonen, Ijaz Ahmad, Atakan Aral, Michele Capobianco, Aaron Yi Ding, Felipe J. Gil-Castiñeira, Ekaterina Gilman, Erkki Harjula, Marko Jurmu, Teemu Karvonen, Markus Kelanti, Teemu Leppänen, Lauri Lovén, Tommi Mikkonen, Nitinder Mohan, Petteri Nurmi, Susanna Pirttikangas, Pawel Sroka, Sasu Tarkoma, Tingting Yang:
The Many Faces of Edge Intelligence. IEEE Access 10: 104769-104782 (2022)
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Aaron Yi Ding, Ella Peltonen, Tobias Meuser, Atakan Aral, Christian Becker, Schahram Dustdar, Thomas Hiessl, Dieter Kranzlmüller, Madhusanka Liyanage, Setareh Maghsudi, Nitinder Mohan, Jörg Ott, Jan S. Rellermeyer, Stefan Schulte, Henning Schulzrinne, Gürkan Solmaz, Sasu Tarkoma, Blesson Varghese, Lars C. Wolf:
Roadmap for edge AI: a Dagstuhl perspective. Comput. Commun. Rev. 52(1): 28-33 (2022)
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Hao Zhou, Atakan Aral, Ivona Brandic, Melike Erol-Kantarci:
Multiagent Bayesian Deep Reinforcement Learning for Microgrid Energy Management Under Communication Failures. IEEE Internet Things J. 9(14): 11685-11698 (2022)
[j7]
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Atakan Aral, Vincenzo De Maio, Ivona Brandic:
ARES: Reliable and Sustainable Edge Provisioning for Wireless Sensor Networks. IEEE Trans. Sustain. Comput. 7(4): 761-773 (2022)
2021
[j6]
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Atakan Aral, Ivona Brandic:
Learning Spatiotemporal Failure Dependencies for Resilient Edge Computing Services. IEEE Trans. Parallel Distributed Syst. 32(7): 1578-1590 (2021)
2020
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Atakan Aral, Melike Erol-Kantarci, Ivona Brandic:
Staleness Control for Edge Data Analytics. Proc. ACM Meas. Anal. Comput. Syst. 4(2): 38:1-38:24 (2020)
2019
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Atakan Aral, Ivona Brandic, Rafael Brundo Uriarte, Rocco De Nicola, Vincenzo Scoca:
Addressing Application Latency Requirements through Edge Scheduling. J. Grid Comput. 17(4): 677-698 (2019)
2018
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Atakan Aral, Tolga Ovatman:
A Decentralized Replica Placement Algorithm for Edge Computing. IEEE Trans. Netw. Serv. Manag. 15(2): 516-529 (2018)
2016
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Atakan Aral, Tolga Ovatman:
Network-aware embedding of virtual machine clusters onto federated cloud infrastructure. J. Syst. Softw. 120: 89-104 (2016)
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Tolga Ovatman, Atakan Aral, Davut Polat, Ali Osman Ünver:
An overview of model checking practices on verification of PLC software. Softw. Syst. Model. 15(4): 937-960 (2016)

Conference and Workshop Papers

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2025
[c26]
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Maitham Al-rubaye, Atakan Aral:
Performance Analysis of AI-Driven Security Models in the Cloud-Edge Continuum for Monitoring Critical Infrastructures. AINA (6) 2025: 273-283
2024
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Alessio Catalfamo, Atakan Aral, Ivona Brandic, Ewa Deelman, Massimo Villari:
Machine Learning Workflows in the Computing Continuum for Environmental Monitoring. ICCS (5) 2024: 368-382
[c24]
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Maitham Al-rubaye, Atakan Aral:
Towards Enhanced AI-Driven Security in Monitoring Systems with Low-Cost IoT Devices. IoT 2024: 255-260
2023
[c23]
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Atakan Aral, Antonio Esposito, Andrey Nagiyev, Siegfried Benkner, Beniamino Di Martino, Mario A. Bochicchio:
Experiences in Architectural Design and Deployment of eHealth and Environmental Applications for Cloud-Edge Continuum. AINA (3) 2023: 136-145
[c22]
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Daniel Luger, Atakan Aral, Ivona Brandic:
Cost-Aware Neural Network Splitting and Dynamic Rescheduling for Edge Intelligence. EdgeSys@EuroSys 2023: 42-47
[c21]
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  - conf/globecom/SariAAS23
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T. Tolga Sari, Sabtain Ahmad, Atakan Aral, Gökhan Seçinti:
Collaborative Smart Environmental Monitoring Using Flying Edge Intelligence. GLOBECOM 2023: 5336-5341
[c20]
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Sabtain Ahmad, Atakan Aral:
Hierarchical Federated Transfer Learning: A Multi-Cluster Approach on the Computing Continuum. ICMLA 2023: 1163-1168
2022
[c19]
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Josip Zilic, Vincenzo De Maio, Atakan Aral, Ivona Brandic:
Edge offloading for microservice architectures. EdgeSys@EuroSys 2022: 1-6
[c18]
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Klervie Toczé, Norbert Schmitt, Ulf Kargén, Atakan Aral, Ivona Brandic:
Edge Workload Trace Gathering and Analysis for Benchmarking. ICFEC 2022: 34-41
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Vincenzo De Maio, Atakan Aral, Ivona Brandic:
A Roadmap To Post-Moore Era for Distributed Systems. ApPLIED@PODC 2022: 30-34
[c16]
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Sabtain Ahmad, Atakan Aral:
FedCD: Personalized Federated Learning via Collaborative Distillation. UCC 2022: 189-194
2020
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Atakan Aral, Rafael Brundo Uriarte, Anthony Simonet-Boulogne, Ivona Brandic:
Reliability Management for Blockchain-Based Decentralized Multi-Cloud. CCGRID 2020: 21-30
[c14]
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Atakan Aral, Melike Erol-Kantarci, Ivona Brandic:
Staleness Control for Edge Data Analytics. SIGMETRICS (Abstracts) 2020: 19-20
2019
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Fani Basic, Atakan Aral, Ivona Brandic:
Fuzzy Handoff Control in Edge Offloading. ICFC 2019: 87-96
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Klervie Toczé, Norbert Schmitt, Ivona Brandic, Atakan Aral, Simin Nadjm-Tehrani:
Towards Edge Benchmarking: A Methodology for Characterizing Edge Workloads. FAS*W@SASO/ICAC 2019: 70-71
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Josip Zilic, Atakan Aral, Ivona Brandic:
EFPO: Energy Efficient and Failure Predictive Edge Offloading. UCC 2019: 165-175
2018
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Vincenzo Scoca, Atakan Aral, Ivona Brandic, Rocco De Nicola, Rafael Brundo Uriarte:
Scheduling Latency-Sensitive Applications in Edge Computing. CLOSER 2018: 158-168
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Atakan Aral, Ivona Brandic:
Dependency Mining for Service Resilience at the Edge. SEC 2018: 228-242
[c8]
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Atakan Aral, Ivona Brandic:
Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics. Euro-Par Workshops 2018: 40-52
2017
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Atakan Aral, Ivona Brandic:
Quality of Service Channelling for Latency Sensitive Edge Applications. EDGE 2017: 166-173
2016
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Atakan Aral:
Modeling and Optimization of Resource Allocation in Distributed Clouds. IC2E Workshops 2016: 210-212
2015
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Atakan Aral, Tolga Ovatman:
Subgraph Matching for Resource Allocation in the Federated Cloud Environment. CLOUD 2015: 1033-1036
2014
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Atakan Aral, Tolga Ovatman:
Improving Resource Utilization in Cloud Environments using Application Placement Heuristics. CLOSER 2014: 527-534
2013
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Atakan Aral, Tolga Ovatman:
Utilization of Method Graphs to Measure Cohesion in Object Oriented Software. COMPSAC Workshops 2013: 505-510
2012
[c2]
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Atakan Aral, Zehra Cataltepe:
Learning Styles for K-12 Mathematics e-Learning. CSEDU (1) 2012: 317-322
2009
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Baris Senliol, Atakan Aral, Zehra Cataltepe:
Feature selection for collective classification. ISCIS 2009: 286-291

Parts in Books or Collections

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2012
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Atakan Aral, Ilker Zafer Akin, Marco Brambilla:
Mobile Multi-domain Search over Structured Web Data. SeCO Book 2012: 98-110

Editorship

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2023
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Atakan Aral:
Proceedings of the 6th International Workshop on Edge Systems, Analytics and Networking, EdgeSys 2023, Rome, Italy, 8 May 2023. ACM 2023 [contents]

Informal and Other Publications

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2021
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Hao Zhou, Atakan Aral, Ivona Brandic, Melike Erol-Kantarci:
Multi-agent Bayesian Deep Reinforcement Learning for Microgrid Energy Management under Communication Failures. CoRR abs/2111.11868 (2021)
[i1]
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Aaron Yi Ding, Ella Peltonen, Tobias Meuser, Atakan Aral, Christian Becker, Schahram Dustdar, Thomas Hiessl, Dieter Kranzlmüller, Madhusanka Liyanage, Setareh Magshudi, Nitinder Mohan, Jörg Ott, Jan S. Rellermeyer, Stefan Schulte, Henning Schulzrinne, Gürkan Solmaz, Sasu Tarkoma, Blesson Varghese, Lars C. Wolf:
Roadmap for Edge AI: A Dagstuhl Perspective. CoRR abs/2112.00616 (2021)

Coauthor Index

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