The National Edge AI Hub for Real Data brings together over 40 researchers across 12 UK universities and 32 industry partners to address critical challenges in deploying artificial intelligence at the network edge. Funded by EPSRC under the AI for Real Data programme (EP/Y028813/1, £10.3M), the Hub employs a 3x3x3x2 matrix structure spanning three application domains (autonomous electric vehicles, energy security, and remote healthcare), three architectural tiers (sensor layer, edge devices, and cloud), three research workstreams (cyber-disturbance modelling, edge AI implementations, and AI-driven cyber-resilience), and two industry engagement streams including a technology incubator. The Newcastle Urban Observatory serves as the primary testbed, providing real-world sensor infrastructure for validating research outputs across diverse edge deployment scenarios.
Application Domains. The Hub targets three safety-critical domains where edge AI resilience is essential. In autonomous electric vehicles, edge AI must process sensor data with minimal latency while maintaining robustness against adversarial inputs. In energy security, distributed edge nodes monitor grid infrastructure and must resist cyber-disturbances that could cascade into system-wide failures. In remote healthcare, wearable and ambient sensors generate continuous patient data that edge AI systems must process reliably, even when connectivity is intermittent or data quality is compromised.
Research Structure. The Hub’s 3x3x3x2 matrix organises research across three architectural tiers spanning the sensor-to-cloud continuum. At the sensor layer, research addresses data quality at the point of capture. At the edge tier, work focuses on lightweight AI model deployment, federated learning, and real-time inference under resource constraints. At the cloud tier, researchers develop orchestration frameworks that coordinate edge and cloud resources. Three cross-cutting workstreams address cyber-disturbance modelling for edge environments, edge computing optimised for AI workloads, and AI-driven techniques for maintaining cyber-resilience.
Testbed and Validation. The Newcastle Urban Observatory provides a city-scale IoT testbed with thousands of sensors monitoring environmental, traffic, and infrastructure conditions. This real-world deployment enables the Hub to validate research outputs against genuine data streams, cyber-threat scenarios, and operational constraints rather than relying solely on simulated environments. Application-driven validation ensures that theoretical advances translate into practical improvements for edge AI deployments.
Industry Engagement. The Hub brings together 32 industry partners including STMicroelectronics, DELL Technologies, Bose Corporation, Rakuten, and Software AG, alongside academic partners from Cardiff, Imperial College London, Durham, Southampton, Lancaster, Warwick, and other leading UK institutions. An academic-industry technology incubator accelerates the transition of research prototypes into deployable solutions, while shared benchmarks and open tools ensure that outcomes benefit the wider edge AI community.
Vortex IoT
Smart city environmental sensors, networks, and data solutions. Builds IoT, AI, 5G and LiDAR technology for decarbonisation.
STMicroelectronics
Global semiconductor company operating in photonics, consumer mobile, security, automotive, and autonomous systems.
HORIBA MIRA
World-leading engineering and test validation consultancy for the automotive and mobility sector, supporting OEM and Tier 1 cybersecurity.
FUSION International Ltd
Digital Growth Hub and UK Water Hub. Technology expertise in water management, AI and edge computing for transformative change.
Connected Places Catapult
UK innovation accelerator for cities, transport, and infrastructure. Supports AI services across transport, energy, and environment.
Connexin Limited
Disruptive smart city technology company building and operating award-winning IoT infrastructure for Smart Cities.
321AI LTD
AI, edge computing, and cloud technology consultancy offering technical advisory and industry insights.
JR Dynamics Limited
Industrial IoT remote condition monitoring for critical industries including Rail, Defence, and Power Generation.
Software AG
Enterprise software for IoT platforms and connected industry. Expertise in New Product Development and IoT cyber security.
CENSIS
Scotland's Innovation Centre for Sensing, Imaging and IoT Technologies. Stimulates commercially focused industry-led projects.
SPARK EPoS
AIoT tech company providing data-intelligent solutions with cloud, edge, and Kiosk POS systems for hospitality and healthcare.
Exalens
Cybersecurity company enabling Industry 4.0 with Cyber-Physical Detection and Response (CPDR) using federated AI and ML.
Adobe
Global technology company. Providing industry perspective on cyber disturbances in large-scale distributed infrastructure.
NICA
UK National Innovation Centre for Ageing. IoT VOICE community and collective intelligence for age-friendly technologies.
My Voice AI Ltd
Pioneer in conversational and generative AI, building secure end-to-end voice intelligence platforms with edge verification.
Bose Corporation
Global leader in audio and machine learning research. Collaborating on edge AI for PDRA researchers and PhD students.
Network Communication Systems (NCS)
Leading telehealth and telecare devices and products manufacturer. Developing Android-based embedded IoT care devices.
ACOEM
Smart environmental monitoring and engineering services for industrial processes, mobility, transport, and defence sectors.
National Innovation Centre for Data (NICD)
Joint venture between UK Government and Newcastle University. Runs Data Innovation Bootcamps and collaborative R&D projects.
Sencode Limited
Cyber security company providing penetration testing, social engineering, and cybersecurity training services.
SIS Decisions Ltd
Cyber security professional services in the Smart Cities and IoT sector, delivering embedded systems and hardware solutions.
AMD
High performance and adaptive computing leader. Providing AMD Adaptive Compute hardware, cloud resources, IP licences, and training.
Swansea Bay University Health Board
NHS Wales local health board. Developing decentralised AI systems for real-world healthcare data with privacy-first approaches.
Streets Systems Limited
Machine Vision specialists extracting movement and flow data in built environments using embedded edge ML on video processing.
TEC Cymru
Technology Enabled Care centre in Wales. Advancing machine learning and data analysis for next-generation AI healthcare systems.
GreenWave Technologies
Pioneering single-phase liquid immersion cooling for edge data centres, reducing electricity consumption by up to 46%.
NVIDIA
Global leader in AI computing and GPU technology. Collaborating on research discussions, best practices, and technical training.
Dell Technologies
Largest supplier of technology infrastructure and hybrid cloud solutions. Providing Dell Edge devices, AI processing servers, and solution architects.
AVSystem
IoT device management vendor managing millions of devices worldwide. Scalable platforms based on LwM2M standards.
Rakuten Symphony
Telecommunications R&D division leading the ITU Focus Group on Autonomous Networks. Investing in edge computing and collaboration.
SISD Ltd
Cyber security professional services company providing edge intelligence for cyber-disturbance detection.
Cardiff Capital Region (CCR)
Regional partnership supporting AI, ML, and edge computing for public authorities and SMEs across the Cardiff region and South Wales.
