At Western, we are redefining intelligent fault diagnosis, smart monitoring, and sustainable manufacturing through cutting-edge research and innovation. Our expertise spans AI-driven fault detection, sensor fusion, digital twin technology, and advanced materials, offering industry partners transformative solutions to optimize efficiency and reliability.
Smart Manufacturing & Predictive Maintenance
From Stacked Denoising Autoencoders to CNN-based fault diagnosis and Transfer Learning, our AI-powered models enhance sensor fusion, renewable energy prediction, and digital twin applications. With industry-driven projects both in Canada and Europe, we focus on sustainable production, additive manufacturing, and real-time condition monitoring—driving efficiency and reducing downtime.
Structural Health Monitoring for Aerospace & Beyond
Enhance aeronautic composite structures with our real-time, AI-driven monitoring systems. Utilizing piezoelectric smart sensors, transmissibility operator estimation, and inverse Physics-Informed Neural Networks (I-PINNs), we provide robust, real-time damage detection. Our solutions minimize human error and maximize reliability in extreme conditions, setting new benchmarks for aerospace, automotive, and civil infrastructure.
Biomedical Sensing & Flexible Energy Storage
Revolutionize healthcare and wearable technology with our advanced biosensor-integrated organ-on-a-chip models, microneedle diagnostics, and human-machine interfaces. Leveraging AI-driven strategies, we optimize material compositions and geometries to enhance sensor performance and energy storage electrodes. Our work in flexible supercapacitors, hierarchical materials, and electronic textiles enables next-generation energy storage and biomedical applications.