Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Evolutionary Algorithms for Solving Multi-Objective Problems
Evolutionary Algorithms for Solving Multi-Objective Problems
Combining convergence and diversity in evolutionary multiobjective optimization
Evolutionary Computation
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Cybernetics: Or Control and Communication in Animal and the Machine
Cybernetics: Or Control and Communication in Animal and the Machine
Environmental Modelling & Software
The evolution of optimality: de novo programming
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Many-Objective optimization: an engineering design perspective
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Evolutionary algorithms and gradient search: similarities anddifferences
IEEE Transactions on Evolutionary Computation
Performance assessment of multiobjective optimizers: an analysis and review
IEEE Transactions on Evolutionary Computation
Multi-objective calibration and fuzzy preference selection of a distributed hydrological model
Environmental Modelling & Software
Environmental Modelling & Software
Advances in Engineering Software
A tool for multiobjective evolutionary algorithms
Advances in Engineering Software
Environmental Modelling & Software
A DSS generator for multiobjective optimisation of spreadsheet-based models
Environmental Modelling & Software
Short communication: Ten guidelines for effective data visualization in scientific publications
Environmental Modelling & Software
Many-objective de Novo water supply portfolio planning under deep uncertainty
Environmental Modelling & Software
Budget-constrained portfolio trades using multiobjective optimization
Systems Engineering
Comparison of design concepts in multi-criteria decision-making using level diagrams
Information Sciences: an International Journal
Many objective robust decision making for complex environmental systems undergoing change
Environmental Modelling & Software
Many objective visual analytics: rethinking the design of complex engineered systems
Structural and Multidisciplinary Optimization
Environmental Modelling & Software
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This study presents a framework for Visually Interactive Decision-making and Design using Evolutionary Multi-objective Optimization (VIDEO). The VIDEO framework allows users to visually navigate large multi-objective solution sets while aiding decision makers in identifying one or more optimal designs. Specifically, the interactive visualization framework is intended to provide an innovative exploration tool for high-order Pareto-optimal solution sets (i.e., solution sets for three or more objectives). The framework is demonstrated for a long-term groundwater monitoring (LTM) application in which users can explore and visualize tradeoffs for up to four design objectives, simultaneously. Interactive functionality within the framework allows the user to select solutions within the objective space and visualize the corresponding monitoring plan's performance in the design space. This functionality provides the user with a holistic picture of the information provided by a particular solution, ultimately allowing them to make a more informed decision. In addition, the ease with which the framework allows users to navigate and compare solutions as well as design tradeoffs leads to a time efficient analysis, even when there are thousands of potential solutions.