Hybrid Genetic Algorithm and Mixed Integer Linear Programming for Flying Sidekick TSP

04/26/2023
by   André Rossi Kuroswiski, et al.
0

The increasing use of drones to perform various tasks has motivated an exponential growth of research aimed at optimizing the use of these means, benefiting both military and civilian applications, including logistics delivery. In this sense, the combined use of trucks and drones has been explored with great interest by Operations Research. This work presents mathematical formulations in Mixed Integer Linear Programming and proposes a hybrid Genetic Algorithm (HGenFS) for optimizing a variation of the Traveling Salesman Problem (TSP) called Flying Sidekick TSP (FSTSP), in which truck and drone cooperate. The results obtained confirmed that the adopted formulation for the exact solution is suitable for solving problems up to ten customers, and the HGenFS proved to be capable of finding optimal solutions for the FSTSP in a few seconds by incorporating specific heuristics and a local search phase.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/01/2023

A Hybrid Genetic Algorithm with Type-Aware Chromosomes for Traveling Salesman Problems with Drone

There are emerging transportation problems known as the Traveling Salesm...
research
05/01/2023

Integer Linear Programming Formulations for Triple and Quadruple Roman Domination Problems

Roman domination is a well researched topic in graph theory. Recently tw...
research
07/29/2021

Exact and Heuristic Approaches to Drone Delivery Problems

The Flying Sidekick Traveling Salesman Problem (FSTSP) considers a deliv...
research
11/21/2021

A hybrid optimization approach for employee rostering: Use cases at Swissgrid and lessons learned

Employee rostering is a process of assigning available employees to open...
research
08/22/2019

The double traveling salesman problem with partial last-in-first-out loading constraints

In this paper, we introduce the Double Traveling Salesman Problem with P...
research
06/16/2022

Planning Courses for Student Success at the American College of Greece

We model the problem of optimizing the schedule of courses a student at ...
research
05/09/2012

First-Order Mixed Integer Linear Programming

Mixed integer linear programming (MILP) is a powerful representation oft...

Please sign up or login with your details

Forgot password? Click here to reset