Product-Service Systems

AI-Driven Predictive Maintenance for Autonomous Vehicles for Product-Service System Development

Abstract The paper presents an Artificial Intelligence-driven approach to predictive maintenance for Product-Service System (PSS) development. This study focuses on time-based and condition-based maintenance, utilizing variational autoencoders to identify both predicted and unpredicted maintenance issues in autonomous haulers. By analyzing data patterns and forecasting future values, this approach enables proactive...

Incorporating changeability for value-robust product-service systems: an integrative review

Abstract The ongoing servitization journey of the manufacturing industries instills a through-life perspective of value, where a combination of products and services is delivered to meet expectations. Often described as a product-service system (PSS), these systems are poised with many complexity aspects, introducing uncertainties during the design phase. Incorporating changeability...

Digital Twins of Operational Scenarios in Mining for Design of Customized Product-Service Systems Solutions

Abstract The paper presents an approach, based on the development of digital twins, to support the transition toward electromobility and autonomy in the mining industry, by supporting the design space exploration of future operational scenarios based on different construction equipment and mining site configurations. With such an intent, the paper...

Product-service systems evolution in the era of Industry 4.0

Abstract Recent economic transformations have forced companies to redefine their value propositions, increasing traditional product offerings with supplementary services— the so-called Product-Service System (PSS). Among them, the adoption of Industry 4.0 technologies is very common. However, the directions that companies are under- taking to offer new value to their customers...

Design of Product–Service Systems: Toward an Updated Discourse

Abstract The engineering rationale, composed of established logic for the design and development of products, has been confronted by a shift to a circular economy. Digitalization (e.g., Industry 4.0) enables transformation, but it also increases relational complexities in scope and number. In Product–Service Systems (PSSs), the combination of manufactured goods...

BTH PDRL at the DESIGN’20 online conference

The pandemic situation put an effective hold on the physical venue in Dubrovnik where the 16th International DESIGN conference was planned before the summer. Now the biannual DESIGN event organised by the Design Society were forced into an online version instead. Being a main forum to exchange experiences and lessons...