Real-time Fine-grained Air Quality Monitoring with Intelligent and Robust Multi-UAV Networks

MSCA (Marie Skłodowska-Curie)HORIZON-TMA-MSCA-SEID: 101129910
EC Contribution
€5,842
Consortium Size
6 orgs
Start Year
2024
Summary

Air pollution is a significant global concern causing an estimated 4.2 million deaths annually due to diseases related to poor air quality. Climate change is exacerbating air quality issues and posing unprecedented challenges to the existing air quality monitoring systems, which mainly utilize sparse and expensive terrestrial stations and satellites, leading to limited accuracy and flexibility. To address these challenges, REFINE aims to form an international, multidisciplinary, and cross-sectoral consortium with world-leading researchers to create a novel real-time fine-grained air quality monitoring system empowered by advanced technologies in Unmanned Aerial Vehicles (UAVs), Artificial Intelligence (AI), and Wireless Networking.Specifically, REFINE will pioneer research and innovations (R&I) on ground-breaking technologies including: 1) a robust and scalable system architecture for aerial-terrestrial air quality monitoring; 2) intelligent and efficient multi-UAV cooperation strategies for dynamic and flexible area coverage; 3) ultra-resilient and secure aerial-terrestrial networking schemes for reliable and efficient data transmission; 4) lightweight and robust AI methods for accurate and real-time air quality analysis. REFINE will establish a long-term cross-disciplinary and cross-sectoral knowledge-sharing platform with competent and complementary expertise in Computer Science, Environmental Science, and Communication Engineering. The researchers involved will be trained through substantial R&I actions and well-planned networking activities at both European and global levels to enrich their skills and enhance their career perspectives.REFINE will significantly contribute to achieving the EU’s zero-pollution ambition and enhancing European competitiveness, through transforming the current air quality monitoring systems into a new generation, which is able to provide real-time intelligent monitoring of vast rural areas with higher precision and efficiency.

Consortium (6)

Project Results (12)

Source: CORDIS, the EU research results database.

Publications (11)
A Java-Based Simulator for Optimized 3D IoT Node Deployment and Adaptive Connectivity in Smart Healthcare Environments
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Andreou Andreas, Constandinos X. Mavromoustakis, George Mastorakis, Athina Bourdena, Evangelos Markakis
Edge-Assisted Intelligent Routing Framework for Reliable Data Collection in UAV Networks Using Reinforcement Learning
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Andreou Andreas, Constandinos X. Mavromoustakis, George Mastorakis, Athina Bourdena, Evangelos Markakis
Federated Learning for System-Aware In-Device Task Scheduling in IoT
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Mikhail Tishin, Constandinos X. Mavromoustakis, George Mastorakis, Evangelos Markakis
Indoor Localization and Obstacle Detection using Spatio-Temporal Autoencoders
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Lazaros S Savvidis, Constandinos X Mavromoustakis, Evangelos K Markakis, George Mastorakis, Athina Bourdena, Jordi Mongay Batalla
Indoor Localization with Data-Driven Prediction using Spatio-Temporal Fusion Transformer
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Lazaros S Savvidis, Constandinos X Mavromoustakis, Evangelos K Markakis, George Mastorakis, Athina Bourdena, Jordi Mongay Batalla
Interactive DRL-Orchestrated Security Management in NFV-SDN Networks
2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN)· 2026DOI
Andreou Andreas, Constandinos X. Mavromoustakis, George Mastorakis, Athina Bourdena, Evangelos Markakis
On the Integration of Multi-Agent and RIS-Assisted Networks in Smart Environments
IEEE Consumer Electronics Magazine· 2026DOI
Andreas Andreou, Constandinos Mavromoustakis, Nauman Aslam, Evangelos Markakis, George Mastorakis
Enhanced AAV Visibility for Maritime Surveillance via 3D Voronoi Deployment and Hybrid Optimization
2025 IEEE 30th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)· 2025DOI
Andreou Andreas, Constandinos X. Mavromoustakis, George Mastorakis, Athina Bourdena, Evangelos Markakis
Few-Shot Transfer Learning for Trust Score Calculation in Industrial Iot Devices
ICC 2025 - IEEE International Conference on Communications· 2025DOI
Ilias Politis
On the Design of a Hybrid Framework for Resilient Indoor IoT Connectivity via Distributed 3-D Voronoi Deployment, Mobile Agents, and RIS-Assisted Communication
IEEE Access· 2025DOI
Andreas Andreou, Constandinos X. Mavromoustakis, George Mastorakis, Athina Bourdena, Evangelos K. Markakis
Secure IoMT-CMS Communication: A Cryptographic Framework for Confidential Healthcare Data Exchange
2025 IEEE 30th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)· 2025DOI
Andreou Andreas, Constandinos X. Mavromoustakis, Jordi Mongay Batalla, George Mastorakis, Athina Bourdena, Evangelos Markakis
Deliverables (1)