Mathematical software

HypE
Referenced in 85 articles [sw19794]
algorithm for fast hypervolume-based many-objective optimization. In the field of evolutionary multi-criterion ... hypervolume estimation algorithm for multi-objective optimization, by which the accuracy of the estimates ... traded off; thereby, not only do many-objective problems become feasible with hypervolume-based search ... objectives. The experimental results indicate that HypE is highly effective for many-objective problems...

MOMBI
Referenced in 8 articles [sw40610]
MOMBI: A new metaheuristic for many-objective optimization based on the R2 indicator. The incorporation ... selection mechanism of a multi-objective evolutionary algorithm (MOEA) is a topic that has attracted ... paper, we propose a new MOEA called Many-Objective Metaheuristic Based on the R2 Indicator ... viable alternative for solving many-objective optimization problems...

Borg
Referenced in 10 articles [sw08873]
objective evolutionary algorithm (MOEA) for many-objective, multimodal optimization. The Borg MOEA combines -dominance ... auto-adaptive multioperator recombination into a unified optimization framework. A comparative study on 33 instances ... variation operators enhance search for complex many-objective problems...

DECOR
Referenced in 3 articles [sw40609]
many-objective optimization. Challenges like scalability and visualization which make multi-objective optimization algorithms unsuitable ... solving many-objective optimization problems, are often handled using objective reduction approaches. This work proposes ... novel many-objective optimization algorithm, viz. Differential Evolution using Clustering based Objective Reduction (DECOR). Correlation ... selection and ranking strategy to solve many-objective optimization problems. DECOR is applied on some...

Exploratory Modeling Workbench
Referenced in 3 articles [sw33386]
platypus (available through github) for many-objective optimization, SALib (available through the pip package manager...

OpenMORDM
Referenced in 2 articles [sw33385]
models to computational exploration tools for many-objective optimization and sensitivity-based discovery of critical...

DMaOEA
Referenced in 1 article [sw40608]
DMaOEA-εC: Decomposition-based many-objective evolutionary algorithm with the ε-constraint framework. Real-world ... involve the optimization of multiple conflicting objectives are named as multi-objective optimization problems (MOPs ... with the widespread and especially challenging many-objective optimization problem (MaOP) which is a category ... designed for both multi- and many-objective optimization problems in this paper. DMaOEA...

pymoo
Referenced in 4 articles [sw39835]
implementation of an exemplary constrained multi-objective optimization scenario. Moreover, we give a high-level ... variety of single, multi and many-objective test problems are provided and gradients...

Rhodium
Referenced in 1 article [sw33384]
library for robust decision making (RDM), many-objective robust decision making (MORDM), and exploratory modeling ... range of potential system conditions, rather than optimally in a single, nominal state...

HypE