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Sector expertise

Industry and Manufacturing

AI, edge computing, and HPC to transform industrial processes. IFAB develops solutions for predictive maintenance, anomaly detection, and advanced materials research through real-world projects carried out together with its members, universities, and national research centres.

Expertise offered by IFAB

  • Design, training, and benchmarking of neural networks for multivariate time series;
  • Miniaturisation and optimisation of deep learning models for inference on ARM Cortex-M microcontrollers;
  • Advanced statistical analysis and feature engineering on vibration signals;
  • Development of advanced data representations through complex networks.

Possible areas of implementation

  • xtension to bioenergy and agro-industrial plants;
  • Application to complex manufacturing systems, such as gearboxes and industrial motors;
  • Integration with critical energy infrastructure, including turbines, pumps, and distribution lines;
  • Technology transfer to SMEs and Industry 4.0 contexts.

Solutions adopted

Predictive maintenance

Anticipating failures before they occur means reducing costs and ensuring production continuity. IFAB develops advanced predictive models for monitoring industrial plants and machinery, using neural networks, multivariate time series, and vibration analysis. All validated in real-world contexts.

Edge AI frameworks for predictive algorithms

Bringing artificial intelligence directly onto industrial devices opens up new opportunities for efficiency and control. IFAB designs and optimises deep learning models for inference on edge microcontrollers, miniaturising complex algorithms without compromising accuracy and enabling predictive applications in distributed, resource-constrained production environments.

Real-time anomaly detection

Detecting anomalies in real time is essential to protect plants, processes, and production quality. IFAB develops AI-based anomaly detection systems that can be integrated with existing infrastructure to identify critical signals before they become problems, with applications ranging from manufacturing and logistics to the exploration of Quantum Computing for the supply chain.

Every sector has its own challenges. We have the expertise to address them.

Are you a company, a startup, or an SME looking to develop advanced AI and Big Data innovation projects? Tell us about your needs and let’s get in touch.

Solutions adopted

Every sector has its own challenges. We have the expertise to address them.

Are you a company, a startup, or an SME looking to develop advanced AI and Big Data innovation projects? Tell us about your needs and let’s get in touch.

Discover the projects we have delivered in the field of “Industry and Manufacturing”

ASTRAL

Area: Industry and Manufacturing
Finanziamento: IFAB

Tanziforecast

Area: Industry and Manufacturing
Finanziamento: IFAB for PMI

ASTRAL

Area: Industry and Manufacturing
Finanziamento: IFAB

Tanziforecast

Area: Industry and Manufacturing
Finanziamento: IFAB for PMI