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. 2021 Apr 9;21(8):2642. doi: 10.3390/s21082642

Table 3.

Optimization-based Algorithms.

Ref. Optimization Performed Function Technique Deployed
[81] PSO Implemented path planning for swarms Deploys jump-out and revisit methods to avert both null search attempts and local optimum
[82] PSO Implemented for finding moving targets using UAVs Employs the Bayesian theory to convert a search problem to optimized cost function which will represent the probability of discovering targets
[83] PSO Implements cooperate path planning for Multi-UAV operations Deploys time stamp model to manage UAV coordination expenses
[84] PSO Used to create exploratory trajectories for UAV networks Delay tolerant networking approach is used for the team of UAV to follow
[85] BCO Implements UAV formation, obstacle avoidance control and target tracking Deploys metaheuristic optimization approach exploited from the intelligent behavior of honeybee swarm
[86] BCO Implements flight planning solution for Multi-UAVs networks Executed based on RNA coding procedure and so creates a coding technique pool to improve global search capability
[87] BCO Implements to achieve efficient Node localization process in UAV networks Deploys UAV anchors to reduce localization oversights
[88] ACO Optimizes energy consumption and efficient path planning for UAV collision avoidance Uses pheromone enhancement technique to implement a gain function for efficient path planning
[89] ACO Implements cooperative mission planning for UAV swarm target attack Deploys time-sensitive target probability map for determining targets
[90] ACO Resolves cooperative search attacks mission planning in Multi-UAV networks Uses distributed control architecture which separates the global optimization problem into separate sets to implement