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Madadi, B. (author), Correia, Gonçalo (author)This study proposes a hybrid deep-learning-metaheuristic framework with a bi-level architecture for road network design problems (NDPs). We train a graph neural network (GNN) to approximate the solution of the user equilibrium (UE) traffic assignment problem and use inferences made by the trained model to calculate fitness function...journal article 2023
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Pannunzio, V. (author), Kleinsmann, M.S. (author), Snelders, H.M.J.J. (author), Raijmakers, J.H.M. (author)Digital health technologies, powered by digital data, provide an opportunity to improve the efficacy and efficiency of health systems at large. However, little is known about different approaches to the use of data for digital health design, or about their possible relations to system-level dynamics. In this contribution, we identify four...journal article 2023
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Nikaein, T. (author), Lopez Dekker, F.J. (author), Steele-Dunne, S.C. (author), Kumar, V. (author), Huber, M. (author)In this article, our aim is to estimate synthetic aperture radar (SAR) observables, such as backscatter in VV and VH polarizations, as well as the VH/VV ratio, cross ratio, and interferometric coherence in VV, from agricultural fields. In this study, we use the decision support system for agrotechnology transfer (DSSAT) crop-growth simulation...journal article 2023
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Jia, Z. (author), Nourian, Pirouz (author), Luscuere, P (author), Wagenaar, C. (author)This study presents a systematic review of the literature on decision support for designing hospital layouts using spatial network analysis and/or simulation modelling. The review includes 102 articles, which are classified into five different categories concerning their layout-related challenges. Specifically, the categories include...review 2023
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van der Zwaag, Marco (author), Wang, T. (author), Bakker, H.L.M. (author), van Nederveen, G.A. (author), Schuurman, A.C.B. (author), Bosma, Douwe (author)Facing circular transition challenges, building circularity should be evaluated in the early design phase to reduce the risks of circular and environmental performance problems found in later project phases. However, due to the current design workflow, such practice is hindered because there is not enough information to evaluate building...journal article 2023
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van Hövell, Madeleine E.M.A. (author), Goverde, R.M.P. (author), Bešinović, Nikola (author), de Weerdt, M.M. (author)Trains consist of one or more railway vehicles called rolling stock, which need interior and exterior cleaning and small technical checks on a daily basis. These services are executed at service locations (SLs). Scheduling rolling stock servicing tasks during an operational day is important to guarantee the fulfilment of servicing deadlines....journal article 2022
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Gupta, A. (author), Basu, D. (author), Ghantasala, Ramya (author), Qiu, S. (author), Gadiraju, Ujwal (author)Trust is an important component of human-AI relationships and plays a major role in shaping the reliance of users on online algorithmic decision support systems. With recent advances in natural language processing, text and voice-based conversational interfaces have provided users with new ways of interacting with such systems. Despite the...conference paper 2022
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Erlei, Alexander (author), Das, Richeek (author), Meub, Lukas (author), Anand, A. (author), Gadiraju, Ujwal (author)As algorithms are increasingly augmenting and substituting human decision-making, understanding how the introduction of computational agents changes the fundamentals of human behavior becomes vital. This pertains to not only users, but also those parties who face the consequences of an algorithmic decision. In a controlled experiment with 480...conference paper 2022
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Balayn, A.M.A. (author), Lofi, C. (author), Houben, G.J.P.M. (author)The increasing use of data-driven decision support systems in industry and governments is accompanied by the discovery of a plethora of bias and unfairness issues in the outputs of these systems. Multiple computer science communities, and especially machine learning, have started to tackle this problem, often developing algorithmic solutions to...journal article 2021
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Human-centered XAI: Developing design patterns for explanations of clinical decision support systemsSchoonderwoerd, Tjeerd A.J. (author), Jorritsma, Wiard (author), Neerincx, M.A. (author), Van Den Bosch, Karel (author)Much of the research on eXplainable Artificial Intelligence (XAI) has centered on providing transparency of machine learning models. More recently, the focus on human-centered approaches to XAI has increased. Yet, there is a lack of practical methods and examples on the integration of human factors into the development processes of AI...journal article 2021
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van der Waa, J.S. (author), Nieuwburg, Elisabeth (author), Cremers, Anita (author), Neerincx, M.A. (author)Current developments in Artificial Intelligence (AI) led to a resurgence of Explainable AI (XAI). New methods are being researched to obtain information from AI systems in order to generate explanations for their output. However, there is an overall lack of valid and reliable evaluations of the effects on users' experience of, and behavior in...journal article 2021
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van der Waa, J.S. (author), Schoonderwoerd, Tjeerd (author), Diggelen, Jurriaan van (author), Neerincx, M.A. (author)Decision support systems (DSS) have improved significantly but are more complex due to recent advances in Artificial Intelligence. Current XAI methods generate explanations on model behaviour to facilitate a user's understanding, which incites trust in the DSS. However, little focus has been on the development of methods that establish and...journal article 2020
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Stewart, Shelby (author), Giambalvo, Jack (author), Vance, Julia (author), Faludi, Jeremy (author), Hoffenson, Steven (author)Many different product development approaches are taught and used in engineering and management disciplines. These formalized design methods, processes, and environments differ in the types of projects for which they are relevant, the project components they include, and the support they provide users. This paper details a review of sixteen...journal article 2020
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Jamshidi, A. (author)Key Performance Indicators (KPIs) enable the infrastructure manager to keep the performance quality of the infrastructure at an acceptable level. A KPI must include specific features of the infrastructure such as functionality and criticality. The KPIs can be classified into three performance levels: (1) technical level KPIs; (2) tactical level...doctoral thesis 2019
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Reitsma, J.P. (author), van Paassen, M.M. (author), Mulder, Max (author)Designing interfaces for effective decision-making supports for complex, dynamic systems is a challenging task. Besides the already challenging task of determining the visual form, the task of defining the content of these supports can be even more demanding. Especially for an unstable and complex work domain with multiple stakeholders and...journal article 2019
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Koornneef, H. (author), Verhagen, W.J.C. (author), Curran, R. (author)Delays are costly to airlines in both money and image. A significant number of delays is caused by unexpected technical failures of aircraft systems or components. These failures, if not dealt with efficiently, can cause disruptions in the flight schedule and network. The annual costs of these type of disruptions add up to an estimated cost...conference paper 2019
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Winkler, Daniel (author), Haltmeier, Markus (author), Kleidorfer, Manfred (author), Rauch, Wolfgang (author), Tscheikner-Gratl, F. (author)Pipe failure modelling is an important tool for strategic rehabilitation planning of urban water distribution infrastructure. Rehabilitation predictions are mostly based on existing network data and historical failure records, both of varying quality. This paper presents a framework for the extraction and processing of such data to use it for...journal article 2018
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Buhksh, Zaharah Allah (author), Stipanovič, Irina (author), Gavin, Kenneth (author), Doree, Andre (author)Infrastructure maintenance is a complex task due to operational needs of service quality, availability demands, traffic intensity, and budget constraints. Traditionally, maintenance decisions are based on infrastructure managers' experiences, judgments, and available choices. Though, the technology push and the availability of an abundance of...conference paper 2018
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Xie, Wei (author), Nunez, Alfredo (author), Maas, Ron (author), Li, Z. (author)This paper presents a methodology to support decision making based on the tram wheel-rail interface condition. The methodology relies on the following measurements: tram failure log-files regarding wheel-sliding events, monitored acoustics data and open source weather information. The proposed methodology consists of three stages: 1) data...conference paper 2018
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Laguna-Salvadó, Laura (author), Lauras, Matthieu (author), Okongwu, Uche (author), Comes, M. (author)Humanitarian supply chains (HSCs) contribute significantly to achieving effective and rapid responses to natural and man-made disasters. Though humanitarian organizations have during the last decades made considerable efforts to improve the response to crises in terms of effectiveness and efficiency, HSCs are still faced with so many...journal article 2018