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Modeling resale value of road compaction equipment: a data mining approach

ABSTRACT Resale value is an important aspect to be addressed when companies aim to shift from one-sale models to Product Service Systems (PSS). In the initial stages of the PSS design process, it is beneficial to predict how the mechanical features of the PSS hardware will impact resale value, so to orient business strategy decisions accordingly. The objective […]

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Insert innovation: Strengthening the innovative capability of a large, mature firm

ABSTRACT Large, mature firms that during many years have operated in stable and predictable business environments tend to have clear, predictable and linear product development processes with well-defined roles and responsibilities for everyone involved. The ways of working in such an organization are much different from how entrepreneurial start-up companies operates, with a lot less […]

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On knowledge maturity and biased nature of staged decision making in a high consequence industry

ABSTRACT This paper explores and problematizes decision-making in a high-consequence industry which is characterized by the stage-gate process. We showcase that decision-makers do not differentiate between the types of knowledge used for modelling decisions and calculation of risks. This makes them susceptible to incorporating cognitive distortions—biases—into the stage-gate process. We conclude by amending the risk […]

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Design and Frugal Innovations: Three roles of resource-poor people

ABSTRACT Design is imperative to satisfy needs of people in resource-limited societies. Many design studies have been carried out in the context of such societies in developing countries, and are discussed under names such as humanitarian engineering, frugal innovations, appropriate technology, design at the Base of the Pyramid, design for development, etc. In this paper, […]

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Model Driven Decision Arena: an aerospace study

ABSTRACT The concept of Decision Theatre (DT) is of great interest to leverage knowledge sharing in early stage design decision events. Yet, few contributions show how to configure a DT to support design space exploration and concept selection in cross-functional teams. This paper describes the development of a model-driven decision arena (MDDA) for aero-engine sub-system […]

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Model-based decision support for value and sustainability assessment: applying machine learning in aerospace product development

ABSTRACT This paper presents a prescriptive approach toward the integration of value and sustainability models in an automated decision support environment enabled by machine learning (ML). The approach allows the concurrent multidimensional analysis of design cases complementing mechanical simulation results with value and sustainability assessment. ML allows to deal with both qualitative and quantitative data […]

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Model-driven value assessment: a case from the food packaging industry

ABSTRACT Consumer perception of food packaging solutions is driven by early design decisions on paperboard configuration and manufacturing technologies. Simulation Driven Design is common to frontload design activities, but is confined to the engineering field and fails to capture higher-level value aspects. This paper presents an assessment framework connecting customer value dimensions with simulations conducted […]

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A model-driven decision arena: Augmenting decision making in early design

ABSTRACT A wide variety of expert competencies, transcending traditional disciplines, are needed to foresee and evaluate the impact of decisions in the conceptual phase of engineering design. Where this previously was a trade-off regarding design and development of the pure physical artefact it is now a complex ambiguity game involving all disciplines touching a solution […]

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Design creativity: refined method for novelty assessment

ABSTRACT Novelty is an important characteristic of a creative idea, forming a core component of creativity. Measurement of novelty is therefore essential to assess creativity. We found deficiencies in a frequently cited method of novelty assessment found in the literature. We refine this method by proposing four modifications, supported by drawing on examples of products […]

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Intentions and Inspiration in Shaping Visual Appearance of Products: The Practice of Professional Industrial Designers in India

ABSTRACT Eliciting specific intentions and seeking inspiration are important activities in the process of shaping a product’s visual appearance. A survey of the professional industrial designers was conducted to identify intentions (e.g. attributes, emotions) that they attempt to elicit, and also to identify inspiration sources and their media that they prefer not only in generating […]

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