Ant colony optimization algorithm and artificial immune system applied to a robot route

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Standard

Ant colony optimization algorithm and artificial immune system applied to a robot route. / Ribeiro, J. M.S.; Silva, M. F.; Santos, M. F. et al.
Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019. Hrsg. / Andrzej Kot; Agata Nawrocka. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 2019. 8765910 (Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019).

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Harvard

Ribeiro, JMS, Silva, MF, Santos, MF, Vidal, VF, Honorio, LM, Silva, LAZ, Rezende, HB, Santos Neto, AF, Mercorelli, P & Pancoti, AAN 2019, Ant colony optimization algorithm and artificial immune system applied to a robot route. in A Kot & A Nawrocka (Hrsg.), Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019., 8765910, Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019, IEEE - Institute of Electrical and Electronics Engineers Inc., Piscataway, 20st International Carpathian Control Conference - ICCC 2019, Kraków - Wieliczka, Polen, 26.05.19. https://doi.org/10.1109/CarpathianCC.2019.8765910

APA

Ribeiro, J. M. S., Silva, M. F., Santos, M. F., Vidal, V. F., Honorio, L. M., Silva, L. A. Z., Rezende, H. B., Santos Neto, A. F., Mercorelli, P., & Pancoti, A. A. N. (2019). Ant colony optimization algorithm and artificial immune system applied to a robot route. In A. Kot, & A. Nawrocka (Hrsg.), Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019 Artikel 8765910 (Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019). IEEE - Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CarpathianCC.2019.8765910

Vancouver

Ribeiro JMS, Silva MF, Santos MF, Vidal VF, Honorio LM, Silva LAZ et al. Ant colony optimization algorithm and artificial immune system applied to a robot route. in Kot A, Nawrocka A, Hrsg., Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc. 2019. 8765910. (Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019). doi: 10.1109/CarpathianCC.2019.8765910

Bibtex

@inbook{8370cc4049794e8d94641a26104b520e,
title = "Ant colony optimization algorithm and artificial immune system applied to a robot route",
abstract = "This Article aims to introduce two meta-heuristics techniques: Ant Colony Optimization (ACO) and Artificial Immune System (AIS) to find the best route for a robot. The ACO is an algorithm based on the ant food search process, and the AIS is inspired by the defending mechanism of the human organism. In order to illustrate and compare the potential of these techniques, this paper applies both techniques in a problem of determining the shortest possible route for a robot without hitting any obstacles in three different maps. According to the tests, the ACO shows better results regarding the number of iterations to reach the global optimum, while the AIS shows better results when it comes to the processing time. From the result, it can be seen that the ACO found a solution to all maps demonstrating it is an excellent choice for this problem type.",
keywords = "Ant Colony Optimization, Artificial Immune System, Heuristics Techniques, Robot, Engineering",
author = "Ribeiro, {J. M.S.} and Silva, {M. F.} and Santos, {M. F.} and Vidal, {V. F.} and Honorio, {L. M.} and Silva, {L. A.Z.} and Rezende, {H. B.} and {Santos Neto}, {A. F.} and P. Mercorelli and Pancoti, {A. A.N.}",
year = "2019",
month = may,
day = "1",
doi = "10.1109/CarpathianCC.2019.8765910",
language = "English",
isbn = "978-1-7281-0703-5 ",
series = "Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019",
publisher = "IEEE - Institute of Electrical and Electronics Engineers Inc.",
editor = "Andrzej Kot and Agata Nawrocka",
booktitle = "Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019",
address = "United States",
note = "20st International Carpathian Control Conference - ICCC 2019, ICCC ; Conference date: 26-05-2019 Through 29-05-2019",
url = "https://iccc.agh.edu.pl/",

}

RIS

TY - CHAP

T1 - Ant colony optimization algorithm and artificial immune system applied to a robot route

AU - Ribeiro, J. M.S.

AU - Silva, M. F.

AU - Santos, M. F.

AU - Vidal, V. F.

AU - Honorio, L. M.

AU - Silva, L. A.Z.

AU - Rezende, H. B.

AU - Santos Neto, A. F.

AU - Mercorelli, P.

AU - Pancoti, A. A.N.

N1 - Conference code: 20

PY - 2019/5/1

Y1 - 2019/5/1

N2 - This Article aims to introduce two meta-heuristics techniques: Ant Colony Optimization (ACO) and Artificial Immune System (AIS) to find the best route for a robot. The ACO is an algorithm based on the ant food search process, and the AIS is inspired by the defending mechanism of the human organism. In order to illustrate and compare the potential of these techniques, this paper applies both techniques in a problem of determining the shortest possible route for a robot without hitting any obstacles in three different maps. According to the tests, the ACO shows better results regarding the number of iterations to reach the global optimum, while the AIS shows better results when it comes to the processing time. From the result, it can be seen that the ACO found a solution to all maps demonstrating it is an excellent choice for this problem type.

AB - This Article aims to introduce two meta-heuristics techniques: Ant Colony Optimization (ACO) and Artificial Immune System (AIS) to find the best route for a robot. The ACO is an algorithm based on the ant food search process, and the AIS is inspired by the defending mechanism of the human organism. In order to illustrate and compare the potential of these techniques, this paper applies both techniques in a problem of determining the shortest possible route for a robot without hitting any obstacles in three different maps. According to the tests, the ACO shows better results regarding the number of iterations to reach the global optimum, while the AIS shows better results when it comes to the processing time. From the result, it can be seen that the ACO found a solution to all maps demonstrating it is an excellent choice for this problem type.

KW - Ant Colony Optimization

KW - Artificial Immune System

KW - Heuristics Techniques

KW - Robot

KW - Engineering

UR - http://www.scopus.com/inward/record.url?scp=85069847968&partnerID=8YFLogxK

U2 - 10.1109/CarpathianCC.2019.8765910

DO - 10.1109/CarpathianCC.2019.8765910

M3 - Article in conference proceedings

SN - 978-1-7281-0703-5

T3 - Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019

BT - Proceedings of the 2019 20th International Carpathian Control Conference, ICCC 2019

A2 - Kot, Andrzej

A2 - Nawrocka, Agata

PB - IEEE - Institute of Electrical and Electronics Engineers Inc.

CY - Piscataway

T2 - 20st International Carpathian Control Conference - ICCC 2019

Y2 - 26 May 2019 through 29 May 2019

ER -

DOI

Zuletzt angesehen

Aktivitäten

  1. “Visual Rhetoric as a three-dimensional practice. Theorizing the interconnections between the visual rhetorical objects and the process of spectatorship”
  2. Temporary Organizing and Organizing Trmporality: On the Multilayered Architecture of Accelerators
  3. Expertise in law: 'from above' and 'from below'
  4. Employer Longevity Readiness Index Workshop: Session 2: How do you build a longevity readiness Index?
  5. Travelling Codes
  6. Research Workshop “Innovation and Value Creation” - 2009
  7. How does tree sapling diversity influence browsing intensity by deer across spatial scales?
  8. On Borders, Boundaries, Clouds, and Globalization. And on China.
  9. ‘Thinking the Problematic‘
  10. Digitalization and Organizational Learning: Use the Double-Loop
  11. Academy of Management Annual Meeting 2023
  12. Harvard Universität
  13. Mathematical and Computational Applications (Fachzeitschrift)
  14. Project Workshop on "Worker Flows, Match Quality, and Productivity" - 2019
  15. Curating Diversity in Global Performance Art
  16. Evaluation of tension-compression asymmetry in nanocrystalline PdAu using a Drucker-Prager type constitutive model.
  17. Symposium "Art and its Frames - Continuity and Change" 2014
  18. Comfort and Intervention Behavior of Drivers in Highly Automated Vehicles with Headway Control
  19. International Conference of EAS and ISME - 2007
  20. Migrations of Knowledge - Migknow 2014
  21. The Predictive Power of Social Media Sentiment for Short-Term Stock Movements
  22. Co-creating transformative processes - a designerly approach
  23. Education for Sustainable Development – Experiences from Theory and Practice
  24. Requests in Nigerian and British English conversational interactions: A corpus-based approach.
  25. Research Workshop “Innovation & Value Creation"
  26. 3rd International Conference on Innovations in Bio-Inspired Computing and Applications: Program Committee Member - IBICA2012
  27. Prototypes: The Usefulf Ambiguity of the „Biological Computer" (Annual Meeting of the AMERICAN SOCIETY FOR CYBERNETICS)