TY - GEN
T1 - Unlocking AIoT Efficiency in the Computing Continuum - the PANDORA framework
AU - Bouloukakis, Georgios
AU - Kattepur, Ajay
AU - Jakovetic, Dusan
AU - Iosifidis, Alexandros
AU - Tserpes, Konstantinos
AU - Pateraki, Maria
N1 - Publisher Copyright:
© 2025 Copyright held by the owner/author(s).
PY - 2025/12/12
Y1 - 2025/12/12
N2 - As Internet of Things (IoT) and IoT-Edge-Cloud continuum technologies evolve, physical environments are increasingly embedded with sensors, driving the development of smart space ecosystems. The vast amounts of data generated by IoT devices are transforming how these ecosystems function through the integration of AI models and algorithms. This convergence has given rise to Artificial Intelligence of Things (AIoT) systems. Designing robust, efficient, and continuously operating AIoT systems generally depends on access to realistic, trustworthy data and innovative strategies for training and inference at runtime. This article presents PANDORA, a comprehensive framework for delivering trustworthy datasets in smart space ecosystems and supporting the deployment and operation of AIoT systems. PANDORA implements novel AI-as-a-Service (AIaaS) and Compute-as-a-Service (CaaS) components to ensure robust, explainable, and continual AIoT system operation. A prototype implementation of PANDORA is provided, along with a real-world pilot case demonstrating its applicability.
AB - As Internet of Things (IoT) and IoT-Edge-Cloud continuum technologies evolve, physical environments are increasingly embedded with sensors, driving the development of smart space ecosystems. The vast amounts of data generated by IoT devices are transforming how these ecosystems function through the integration of AI models and algorithms. This convergence has given rise to Artificial Intelligence of Things (AIoT) systems. Designing robust, efficient, and continuously operating AIoT systems generally depends on access to realistic, trustworthy data and innovative strategies for training and inference at runtime. This article presents PANDORA, a comprehensive framework for delivering trustworthy datasets in smart space ecosystems and supporting the deployment and operation of AIoT systems. PANDORA implements novel AI-as-a-Service (AIaaS) and Compute-as-a-Service (CaaS) components to ensure robust, explainable, and continual AIoT system operation. A prototype implementation of PANDORA is provided, along with a real-world pilot case demonstrating its applicability.
KW - AIaaS
KW - AIoT systems
KW - CaaS
KW - IoT-Edge-Cloud continuum
UR - https://www.scopus.com/pages/publications/105025572045
U2 - 10.1145/3770501.3770525
DO - 10.1145/3770501.3770525
M3 - Conference contribution
AN - SCOPUS:105025572045
T3 - IOT 2025 - Proceedings of the 15th International Conference on the Internet of Things 2025
SP - 201
EP - 209
BT - IOT 2025 - Proceedings of the 15th International Conference on the Internet of Things 2025
A2 - Nastic, Stefan
A2 - Michahelles, Florian
A2 - Ristov, Sashko
A2 - Dazzi, Patrizio
A2 - Wolling, Florian
PB - Association for Computing Machinery, Inc
T2 - 15th International Conference on the Internet of Things, IoT 2025
Y2 - 18 November 2025 through 21 November 2025
ER -