دورية أكاديمية

Interactivized: Visual Interaction for Better Decisions With Interactive Multiobjective Optimization

التفاصيل البيبلوغرافية
العنوان: Interactivized: Visual Interaction for Better Decisions With Interactive Multiobjective Optimization
المؤلفون: Jussi Hakanen, Sanjin Rados, Giovanni Misitano, Bhupinder S. Saini, Kaisa Miettinen, Kresimir Matkovic
المصدر: IEEE Access, Vol 10, Pp 33661-33678 (2022)
بيانات النشر: IEEE, 2022.
سنة النشر: 2022
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Visual analytics, multiple criteria decision making, interactive optimization, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: In today’s data-driven world, decision makers are facing many conflicting objectives. Since there is usually no solution that optimizes all objectives simultaneously, the aim is to identify a solution with acceptable trade-offs. Interactive multiobjective optimization methods are iterative processes in which a human decision maker repeatedly provides one’s preferences to request computing new solutions and compares them. With these methods, the decision maker can learn about the problem and its limitations. However, advanced optimization software usually offer simple visualization tools that can be significantly improved. On the other hand, current approaches for multiobjective optimization from the visualization community provide superior visualization tools but lack advanced optimization. In this paper, we introduce a new term, interactivize, for integrating interactive multiobjective optimization and interactive visualization and present an interactivized approach supporting decision makers in visually steering interactive multiobjective optimization methods. We integrate state-of-the-art interactive visualization with the process of interactive multiobjective optimization in a visual analytics solution that significantly improves the analysis workflow of decision makers, like comparing selected solutions and specifying new preferences during the iterative solution process. To realize the new interactivized approach, we combine a coordinated multiple views system with DESDEO, an open-source software framework for interactive multiobjective optimization. We demonstrate our interactivized approach on a river pollution problem.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
Relation: https://ieeexplore.ieee.org/document/9739720/; https://doaj.org/toc/2169-3536
DOI: 10.1109/ACCESS.2022.3161465
URL الوصول: https://doaj.org/article/22123d12a4144abd9034e5a519a6c541
رقم الأكسشن: edsdoj.22123d12a4144abd9034e5a519a6c541
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2022.3161465