A Comprehensive Framework enabling the Delivery of Trustworthy Datasets for Efficient AIoT Operation

Información del proyecto

PANDORA

Identificador del acuerdo de subvención: 101135775

DOI

10.3030/101135775

Fecha de la firma de la CE 29 Marzo 2024

Fecha de inicio 1 Abril 2024

Fecha de finalización 31 Marzo 2027

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 8 991 728,75

Aportación de la UE

€ 8 991 728,75

Coordinado por

ETHNICON METSOVION POLYTECHNION
Greece

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (5)

Embedded mechanisms to demonstrate progress

PANDORA experimental protocol(s),KPIs, metrics, V&V strategy and trial execution plan (T2.5)

Architecture and technical specifications

Details the technical specifications and architecture of PANDORA framework (T2.4).

Project set-up

Identification of similar EU-funded projects and initiatives, Scientific Board formulation, a review of relevant literature, and ethical requirements (T2.1, T2.2, T2.3, T2.6).

Plan for dissemination and exploitation

Dissemination and exploitation plans (Τ7.1)

Instantiation of PANDORA pipelines in industrial settings

Validation scenario alignment, architectural blueprints for trial cases, and self-validation (T6.1, T6.2, T6.3)

Data Management Plan (1)

Data management plan and handbook

Outlines the data management strategy for the project (T1.4, T1.5) and project’s Handbook (T1.3)

Publicaciones

Conference proceedings (24)

A Study on the Performance of Distributed Storage Systems in Edge Computing Environments

Autores: Antonios Makris, Ioannis Kontopoulos, Stylianos Nektarios Xyalis, Evangelos Psomakelis, Theodoros Theodoropoulos, Andreas Varvarigos, Konstantinos Tserpes
Publicado en: 2024 IEEE International Conference on Joint Cloud Computing (JCC), 2024
Editor: IEEE
DOI: 10.1109/JCC62314.2024.00012

Ensuring Trustworthy AI for Sensitive Infrastructure using Knowledge Representation

Autores: Mejri, Oumayma, Waedt, Karl, Yatagha, Romarick, Edeh, Natasha, Sebastiao, Claudia Lemos
Publicado en: 9th IACS WS'24, 2024, ISSN 2944-7682
Editor: Gesellschaft für Informatik e.V.
DOI: 10.18420/INF2024_167

Federated Attention Autoencoders with a Stochastic Aggregation Scheme for Anomaly Detection

Autores: Mihailo Ilic, Milos Savic, Vladimir Kurbalija, Mirjana Ivanovic, Giancarlo Fortino, Dusan Jakovetic
Publicado en: 3rd IEEE International Conference on Federated Learning Technologies and Applications (FLTA25), 2025
Editor: 3rd IEEE International Conference on Federated Learning Technologies and Applications (FLTA25)
DOI: 10.5281/ZENODO.17803933

DigiGuide: A DT-Based Occupant Guiding System for Optimizing Comfort and Energy Consumption

Autores: Jun Ma, Roberto Yus, Georgios Bouloukakis
Publicado en: 2025 IEEE International Conference on Smart Computing (SMARTCOMP), 2025
Editor: IEEE
DOI: 10.1109/SMARTCOMP65954.2025.00065

Path planning optimization in industrial AGVs: A hybrid decentralized architecture

Autores: Panagiotis G. Giannopoulos, Vangelis Malamas, Dimitris Koutras, Thomas K. Dasaklis
Publicado en: 2025 11th International Conference on Control, Decision and Information Technologies (CoDIT), 2026
Editor: IEEE
DOI: 10.1109/CODIT66093.2025.11321915

LLMs on Edge: Network Traffic Characteristics of Distributed Inference under the Loupe

Autores: Philippe Buschmann, Arne Broering, Georg Carle, Andreas Blenk
Publicado en: Proceedings of the 2nd Workshop on Networks for AI Computing, 2025
Editor: ACM
DOI: 10.1145/3748273.3749213

ChronoEpilogi: scalable time-series variable selection with multiple solutions

Autores: Etienne Vareille, Michele Linardi, Ioannis Tsamardinos, Vassilis Christophides
Publicado en: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Editor: Association for Computing Machinery
DOI: 10.5555/3737916.3742183

The role of energy consumption prediction in Green Orchestration

Autores: Korontanis, Ioannis; Kontopoulos, Ioannis; Tserpes, Konstantinos; Varlamis, Iraklis
Publicado en: Middleware for Autonomous AIoT Systems in the Computing Continuum (MAIOT 2025), 2025
Editor: ACM Digital Libary
DOI: 10.5281/ZENODO.17831649

High-probability Convergence Bounds for Nonlinear Stochastic Gradient Descent Under Heavy-tailed Noise

Autores: Aleksandar Armacki, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
Publicado en: 9th IEEE Int. Forum on Research and Technologies for Society and Industry (RTSI), 2025, ISSN 2687-6817
Editor: IEEE
DOI: 10.48550/ARXIV.2310.18784

FLEdge: Benchmarking Federated Learning Applications in Edge Computing Systems

Autores: Herbert Woisetschläger, Alexander Erben, Ruben Mayer, Shiqiang Wang, Hans-Arno Jacobsen
Publicado en: Proceedings of the 25th International Middleware Conference, 2025
Editor: ACM
DOI: 10.1145/3652892.3700751

MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Facial Expression Recognition in-the-wild

Autores: Kateryna Chumachenko, Alexandros Iosifidis, Moncef Gabbouj
Publicado en: IEEE Computer Vision and Pattern Recognition Conference (CVPR) 2024 - Workshop, 2024
DOI: 10.48550/ARXIV.2404.09010

Exploitation of Open Source Datasets and Deep Learning Models for the Detection of Objects in Urban Areas

Autores: Elpida Gkouvra, Thodoris Betsas, Maria Pateraki
Publicado en: 2024 IEEE International Conference on Image Processing Challenges and Workshops (ICIPCW), 2024
Editor: IEEE
DOI: 10.1109/ICIPCW64161.2024.10769185

Using Knowledge Representation to achieve Reliable and trustworthy AI in Sensitive Infrastructure

Autores: Oumayma Mejri, Waedt Karl, Yatagha Romarick, Ruland Karl Christoph, Zeddini Oumayma
Publicado en: 8th International Symposium on Future Instrumentation and Control for Nuclear Power Plants (ISOFIC 2024), 2024
Editor: 8th International Symposium on Future Instrumentation and Control for Nuclear Power Plants (ISOFIC 2024)

Enhancing AI Predictive Accuracy in Sensitive Infrastructure Using Knowledge Representation

Autores: Oumayma Mejri, Christoph Ruland, Karl Waedt, Amine El Elj
Publicado en: 2025 IEEE 9th Forum on Research and Technologies for Society and Industry (RTSI), 2025, ISSN 2687-6817
Editor: IEEE
DOI: 10.1109/RTSI64020.2025.11212271

PEPPER: Profiling-based Edge Placement and Partitioning for Deep Learning Execution

Autores: Korontanis Ioannis, Kontopoulos Ioannis, Zacharia Athena, Makris Antonios, Chronis Christos, Pateraki Maria, Tserpes Konstantinos, Varlamis Iraklis
Publicado en: The 15th International Conference on the Internet of Things(IOT 2025), 2025, ISBN 979-8-4007-1595-2
Editor: ACM Digital Library
DOI: 10.1145/3770501.3770528

MESS+: Energy-Optimal Inferencing in Language Model Zoos with Service Level Guarantees

Autores: Ryan Zhang, Herbert Woisetschläger, Shiqiang Wang, Hans Arno Jacobsen
Publicado en: NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024
DOI: 10.48550/ARXIV.2411.00889

Unlocking AIoT efficiency in the computing continuum - the PANDORA framework

Autores: Georgios Bouloukakis , Ajay Kattepur, Dusan Jakovetic, Alexandros Iosifidis, Konstantinos Tserpes, Maria Pateraki
Publicado en: The 15th International Conference on the Internet of Things (IOT 2025), 2025
Editor: ACM Digital Library
DOI: 10.1145/3770501.3770525

Network-Aware Path Planning for Autonomous MobileRobots in Industrial Environments

Autores: Kathalkar, Om; Hajj Hassan, Houssam; Kattepur, Ajay; Bouloukakis, Georgios
Publicado en: 16th International Conference on Ambient Systems, Networks and Technologies, 2026
Editor: IEEE
DOI: 10.5281/ZENODO.17830292

An Efficient Storage Solution for Cloud/Edge Computing Infrastructures : (Invited Paper)

Autores: Antonios Makris, Ioannis Korontanis, Evangelos Psomakelis, Konstantinos Tserpes
Publicado en: 2024 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2024
Editor: IEEE
DOI: 10.1109/SOSE62363.2024.00017

Data Glitches Discovery using Influence-based Model Explanations

Autores: Nikolaos Myrtakis, Ioannis Tsamardinos, Vassilis Christophides
Publicado en: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1, 2025
Editor: ACM
DOI: 10.1145/3690624.3709285

Modeling Inhabited Smart Spaces to Support Interoperable IoT-Based Applications

Autores: Roberto Yus, Nada Lahjouji, Georgios Bouloukakis, Sharad Mehrotra, Nalini Venkatasubramanian
Publicado en: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025
Editor: IEEE
DOI: 10.1109/MDM65600.2025.00025

CIAK-CP: Camera feed Injection AttacK in Collaborative Perception

Autores: Calipari Marco, Fabian Maximilian Schmidt, Hamad Amin Mohammad Hamadad, Steinhorst Sebastian
Publicado en: 41st ACM/SIGAPP Symposium On Applied Computing, 2026
Editor: ACM Digital Library

DeepCoT: Deep Continual Transformers for Real-Time Inference on Data Streams

Autores: Ginés Carreto Picón, Peng Yuan Zhou, Qi Zhang, Alexandros Iosifidis
Publicado en: Computer Vision and Pattern Recognition
Editor: IEEE

Streamlining ML Training in Kubernetes: An MLOps Architecture with Kubeflow

Autores: Korontanis Ioannis, Zacharia Athena, Makris Antonios, Pateraki Maria, Tserpes Konstantinos
Publicado en: The 15th International Conference on the Internet of Things (IOT 2025), 2025
Editor: ACM Digital Library
DOI: 10.1145/3770501.3771304

Peer reviewed articles (3)

Neural Networks

Autores: Ginés Carreto Picón; Illia Oleksiienko; Lukas Hedegaard; Arian Bakhtiarnia; Alexandros Iosifidis
Publicado en: Neural Networks, 2026, ISSN 0893-6080
Editor: Pergamon Press Ltd.
DOI: 10.48550/ARXIV.2412.03214

A novel approach to graph distinction through GENEOs and permutants

Autores: Giovanni Bocchi, Massimo Ferri, Patrizio Frosini
Publicado en: Scientific Reports, Edición 15, 2025, ISSN 2045-2322
Editor: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-90152-7

GraphOpticon: A Global proactive horizontal autoscaler for improved service performance & resource consumption

Autores: Theodoros Theodoropoulos, Yashwant Singh Patel, Uwe Zdun, Paul Townend, Ioannis Korontanis, Antonios Makris, Konstantinos Tserpes
Publicado en: Future Generation Computer Systems, Edición 174, 2026, ISSN 0167-739X
Editor: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.107926

Book chapters (2)

Energy-Efficient Task Offloading in Edge Computing: A Survey of Deep Reinforcement Learning Approaches

Autores: Eleftheria Papageorgiou, Theodoros Theodoropoulos, Konstantinos Tserpes
Publicado en: Lecture Notes in Computer Science, Economics of Grids, Clouds, Systems, and Services, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-81226-2_16

I2DS: FPGA-Based Deep Learning Industrial Intrusion Detection System

Autores: Ioannis Morianos, Konstantinos Georgopoulos, Andreas Brokalakis, Thomas Kyriakakis, Sotiris Ioannidis
Publicado en: Lecture Notes in Computer Science, Embedded Computer Systems: Architectures, Modeling, and Simulation, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78380-7_14