Machine learning into metaheuristics: A survey and taxonomy
EG Talbi - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
During the past few years, research in applying machine learning (ML) to design efficient,
effective, and robust metaheuristics has become increasingly popular. Many of those …
effective, and robust metaheuristics has become increasingly popular. Many of those …
[書籍][B] Ant colony optimization: overview and recent advances
Abstract Ant Colony Optimization (ACO) is a metaheuristic that is inspired by the pheromone
trail laying and following behavior of some ant species. Artificial ants in ACO are stochastic …
trail laying and following behavior of some ant species. Artificial ants in ACO are stochastic …
Ant colony optimization
Swarm intelligence is a relatively new approach to problem solving that takes inspiration
from the social behaviors of insects and of other animals. In particular, ants have inspired a …
from the social behaviors of insects and of other animals. In particular, ants have inspired a …
Ant colony optimization theory: A survey
Research on a new metaheuristic for optimization is often initially focused on proof-of-
concept applications. It is only after experimental work has shown the practical interest of the …
concept applications. It is only after experimental work has shown the practical interest of the …
A hybrid genetic algorithm with adaptive diversity management for a large class of vehicle routing problems with time-windows
The paper presents an efficient Hybrid Genetic Search with Advanced Diversity Control for a
large class of time-constrained vehicle routing problems, introducing several new features to …
large class of time-constrained vehicle routing problems, introducing several new features to …
Fifty years of vehicle routing
G Laporte - Transportation science, 2009 - pubsonline.informs.org
The Vehicle Routing Problem (VRP) was introduced 50 years ago by Dantzig and Ramser
under the title “The Truck Dispatching Problem.” The study of the VRP has given rise to …
under the title “The Truck Dispatching Problem.” The study of the VRP has given rise to …
A general heuristic for vehicle routing problems
We present a unified heuristic which is able to solve five different variants of the vehicle
routing problem: the vehicle routing problem with time windows (VRPTW), the capacitated …
routing problem: the vehicle routing problem with time windows (VRPTW), the capacitated …
Ant colony optimization for continuous domains
K Socha, M Dorigo - European journal of operational research, 2008 - Elsevier
In this paper we present an extension of ant colony optimization (ACO) to continuous
domains. We show how ACO, which was initially developed to be a metaheuristic for …
domains. We show how ACO, which was initially developed to be a metaheuristic for …
Heuristics for multi-attribute vehicle routing problems: A survey and synthesis
The attributes of vehicle routing problems are additional characteristics or constraints that
aim to better take into account the specificities of real applications. The variants thus formed …
aim to better take into account the specificities of real applications. The variants thus formed …
Ant colony optimization: Introduction and recent trends
C Blum - Physics of Life reviews, 2005 - Elsevier
Ant colony optimization is a technique for optimization that was introduced in the early
1990's. The inspiring source of ant colony optimization is the foraging behavior of real ant …
1990's. The inspiring source of ant colony optimization is the foraging behavior of real ant …