Tag: human interface

Human as the Ultimate Authority in Control

(Editor’s Note: This blog post is part of the Thematic Series Data Swarms Revisited) With the growing size of historical data available to researchers and industrial practitioners, developing algorithms for automating numerous aspects of everyday human life has become ever more dependent on data-driven techniques. Previous approaches relying on formal methods and global optimization no longer meet the increasing scalability requirements of modern applications. One of the most successful global optimization algorithms, such as Particle Swarm Optimization (PSO), continues to be employed in practice but more often as a part of more complex approaches, only being able to provide partial solutions to complex modern optimization problems. PSO was first introduced by Kennedy and Eberhart (1995) who were inspired by the most mesmerizing phenomenon in nature—bird flocking. As in any collective behavior, birds converge to an equilibrium formation that maximizes their benefits as individuals and as a society overall. V-Formation as (read more...)