The effect of diversity maintenance on prediction in dynamic multi-objective optimization

G Ruan, G Yu, J Zheng, J Zou, S Yang - Applied Soft Computing, 2017 - Elsevier
optimization especially in dealing with non-periodic problems. Thus, to solve the problems
in the stage of responding to environmental … strategy; (3) diversity maintenance strategy. The …

Handling dynamic multiobjective optimization environments via layered prediction and subspace-based diversity maintenance

Y Hu, J Zheng, S Jiang, S Yang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… Therefore, we devise a subspace-based diversity maintenance (SDM) strat… diversity at all
times regardless of environmental changes, to alleviate the situation that population diversity

Elitism-based transfer learning and diversity maintenance for dynamic multi-objective optimization

X Zhang, G Yu, Y Jin, F Qian - Information Sciences, 2023 - Elsevier
… easily occurs because of the limited computational budget spent on the optimization process
between two adjacent environmental changes. To address this issue, researchers have …

[HTML][HTML] Diversity maintenance for efficient robot path planning

P Ćurković, L Čehulić - Applied Sciences, 2020 - mdpi.com
optimization algorithms, it is expected that population-based algorithms might benefit from
some kind of diversity maintenance … complexity of the environment and path to be found. Also, …

A survey of diversity oriented optimization: Problems, indicators, and algorithms

V Basto-Fernandes, I Yevseyeva, A Deutz… - EVOLVE–A Bridge …, 2017 - Springer
… within the same region of the objective or decision space, for parental or environmental
selection. As an example of a global optimization strategy with diversity maintenance the omni-…

Modified differential evolution algorithm using a new diversity maintenance strategy for multi-objective optimization problems

B Chen, Y Lin, W Zeng, D Zhang, YW Si - Applied Intelligence, 2015 - Springer
… economic environmental dispatch problem. A novel multi-objective optimization approach
… The algorithm is basically used to solve single objective optimization problems. DE is based …

Ecological approaches to diversity maintenance in evolutionary algorithms

S Goings, C Ofria - 2009 IEEE Symposium on Artificial Life, 2009 - ieeexplore.ieee.org
… coexist as they are individually optimized. Each component of a … diverse types of antibodies
when we limit the resources available for matching each antigen. We create an environment

[PDF][PDF] A survey of diversity-oriented optimization

V Basto-Fernandes, I Yevseyeva… - EVOLVE 2013-A Bridge …, 2013 - iconline.ipleiria.pt
optimization where the aim is to find a diverse set of alternative feasible or, respectively, Pareto
optimal solutions. On the other hand, diversity maintenance can … changing environments. …

[HTML][HTML] Application of Diversity-Maintaining Adaptive Rafflesia Optimization Algorithm to Engineering Optimisation Problems

JS Pan, Z Zhang, SC Chu, ZJ Lee, W Li - Symmetry, 2023 - mdpi.com
… Owing to environmental constraints, only a minimal number … the Diversity Maintenance
Adaptive Rafflesia Optimization Algorithm as … across various optimization stages. Additionally, the …

Evolutionary optimization in non-stationary environments

K Trojanowski, Z Michalewicz - Journal of Computer Science & …, 2000 - sedici.unlp.edu.ar
… o Maintenance of the population diversity level. The presence of many potential solutions …
seems to be a useful foature in optimization in changing environments. As long as some level …