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Data-Driven Design Automation for Product-Service Systems Design: Framework and Lessons Learned from Empirical Studies

Abstract The digitalization era has brought about unprecedented challenges for the manufacturing industries, pushing them to deliver solutions that encompass both product and service-related dimensions, known as Product-service Systems. This paper presents a number of lessons learned in the process of integrating the analysis of operational data as decision support in engineering design based on […]

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Data-based decision-making in maintenance service delivery: the D3M framework

Abstract Purpose – This paper aims to present a dual-perspective framework for maintenance service delivery that should be used by manufacturing companies to structure and manage their maintenance service delivery process, using aggregated historical and real-time data to improve operational decision-making. The framework, built for continuous improvement, allows the exploitation of maintenance data to improve the knowledge of service […]

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Development of a Circularity Impact and Failure Analysis: Obsolescence and Recyclability Integration

Abstract: The application of the Failure Mode and Effect Analysis (FMEA) has been an established practice in systems engineering and engineering design for some decades. The benefit of applying FMEA is to raise engineers’ awareness of potential risks related to a specific design configuration so that corrective actions can be preventively prioritized to avoid potential […]

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The Model-Driven Decision Arena: Augmented Decision-Making for Product-Service Systems Design

Abstract The shift towards Product-Service Systems (PSS) stresses the need to embed new and unique capabilities in Decision Support Systems, with the aim of helping the engineering team in handling the pool of information and knowledge available during decision events. Emerging from a multiple case study in the Swedish manufacturing industry, this paper describes the […]

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Raising Value and Sustainability awareness for critical materials: a serious game for the aerospace sector

Abstract Aviation strives today to include environmental and social considerations as drivers for decision making in design. This paper proposes a serious game to raise awareness of the value and cost implications of being ‘sustainability compliant’ when developing aerospace sub-systems and components. After describing the development of the game, from needfinding to prototyping and testing, […]

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A framework for data-driven design in a product innovation process: data analysis and visualisation for model-based decision making

ABSTRACT: The paper presents a four-layer framework for the application of data-driven design in a product innovation process. The framework builds on the Knowledge Value Stream and on the Product Value Streams of a product innovation process and indicates how data-driven activities shall be structured and organised in relation to the different phases of a […]

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Using models as boundary objects in early design negotiations: analysis and implications for decision support systems

Abstract One common strategy to include more downstream lifecycle dimensions in early design is to enrich modelling and simulation techniques embedded in decision support systems. However, downstream dimensions are difficult to trade against more traditional engineering objectives. This research studied through individual interviews how six disciplines use models to negotiate design trade-offs. References to models […]

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A data-driven design framework for early stage PSS design exploration

Abstract Ubiquitous and pervasive computing holds great potential in the domain of Product-Service Systems to introduce a model-driven paradigm for decision support. Data-driven design is often discussed as a critical enabler for developing simulation models that comprehensively explore the PSS design space for complex systems, linking of performances to customer and provider value. Emerging from […]

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Supporting Early Stage Set-Based Concurrent Engineering with Value Driven Design

Abstract Set-Based Concurrent Engineering is commonly adopted to drive the development of complex products and systems. However, its application requires design information about a future product that is often not mature enough in the early design stages, and that it is not encompassing a service and lifecycle- oriented perspective. There is a need for manufacturers […]

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Life cycle simulation to support cross-disciplinary decision making in early PSS design

ABSTRACT The development of early-stage simulation capabilities is a critical step in the quest for ‘frontloading’ early stage PSS design activities, reducing the cost and risk for rework associated with sub-optimal decisions. This paper describes how life cycle simulations, based on a Discrete Event approach, can be applied to support cross-disciplinary decision making in PSS design, facilitating […]

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