3,701 research outputs found

    Developing a Situational Model of Information System Project Success

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    Scholars have not found a common understanding of information system (IS) project success nor does a common measurement approach exist in empirical research. A plausible cause for the lack of such an agreed on definition is that a generally accepted definition of IS project success practically cannot be derived due to stakeholders’ different perceptions of success. Therefore, we develop a situational model for the group of IS projects’ contractors. We gathered data from 52 IS projects managers and apply PLS path modeling to determine the relevant success dimensions from their subjective perspectives. Our results show customer satisfaction, process efficiency, and functional requirements as the three most important dimensions for contractors. Scholars and practitioners should shift from measuring IS project success in terms of adherence to planning to an approach adapted to the specific terms of the project under consideration and the stakeholder group addressed

    PRO MENTE OBERÖSTERREICH – INCLUSION INSTEAD OF EXCLUSION

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    pro mente OÖ is one of the biggest organisations offering psycho-social care and treatment. It is a crucial part of the differentiated system of social psychiatric services in Austria. First, the article describes the organization pro mente OÖ, its history and services. Then, a selection of framework conditions of social psychiatric supply is presented. In this respect some existing strengths and weaknesses of the Austrian psycho-social supply system are discussed

    Zur Methodologie der technologischen Forschung in der Betriebswirtschaftslehre

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    In diesem Beitrag zeigen wir, dass theoretische und technologische Aussagensysteme zwei eigenständige Forschungszweige darstellen und damit die Notwendigkeit erwächst, eine eigene Methodologie technologischer Aussagensysteme zu entwerfen. Wir stellen erste Ansatzpunkte vor, wie eine solche Methodologie technologischer Aussagensysteme aussehen kann. Dabei gehen wir auch der Frage nach der Wissenschaftlichkeit technologischer Forschung nach

    Sensitivity analysis of AI-based algorithms for autonomous driving on optical wavefront aberrations induced by the windshield

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    Autonomous driving perception techniques are typically based on supervised machine learning models that are trained on real-world street data. A typical training process involves capturing images with a single car model and windshield configuration. However, deploying these trained models on different car types can lead to a domain shift, which can potentially hurt the neural networks performance and violate working ADAS requirements. To address this issue, this paper investigates the domain shift problem further by evaluating the sensitivity of two perception models to different windshield configurations. This is done by evaluating the dependencies between neural network benchmark metrics and optical merit functions by applying a Fourier optics based threat model. Our results show that there is a performance gap introduced by windshields and existing optical metrics used for posing requirements might not be sufficient

    Windscreen Optical Quality for AI Algorithms: Refractive Power and MTF not Sufficient

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    Windscreen optical quality is an important aspect of any advanced driver assistance system, and also for future autonomous driving, as today at least some cameras of the sensor suite are situated behind the windscreen. Automotive mass production processes require measurement systems that characterize the optical quality of the windscreens in a meaningful way, which for modern perception stacks implies meaningful for artificial intelligence (AI) algorithms. The measured optical quality needs to be linked to the performance of these algorithms, such that performance limits - and thus production tolerance limits - can be defined. In this article we demonstrate that the main metric established in the industry - refractive power - is fundamentally not capable of capturing relevant optical properties of windscreens. Further, as the industry is moving towards the modulation transfer function (MTF) as an alternative, we mathematically show that this metric cannot be used on windscreens alone, but that the windscreen forms a novel optical system together with the optics of the camera system. Hence, the required goal of a qualification system that is installed at the windscreen supplier and independently measures the optical quality cannot be achieved using MTF. We propose a novel concept to determine the optical quality of windscreens and to use simulation to link this optical quality to the performance of AI algorithms, which can hopefully lead to novel inspection systems

    Novel developments of refractive power measurement techniques in the automotive world

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