SPORTS ECOTOURISM DEMAND PREDICTION USING IMPROVED FRUIT FLY OPTIMIZATION ALGORITHM

Authors

  • Yu Xie College of Physical Education, Chuzhou University, Chuzhou, China
  • Hui Jiang Institute of Physical Education, Dezhou University, Dezhou, China
  • Lei Wang Department of Physical Education, Tangshan Normal University, Tangshan, China
  • Chunlin Wang College of Physical Education, Sichuan Normal University, Chengdu, China

DOI:

https://doi.org/10.23055/ijietap.2023.30.6.8841

Keywords:

sports, eco-tourism, improved FOA algorithm

Abstract

With improvements in the national consumption level, the tourism industry is playing an increasingly important role in the national economy, and the proportion of tourism revenue in GDP is constantly increasing. In this paper, we first improve the standard Drosophila algorithm by adaptively adjusting the fly population number and search step size while optimizing the initial iteration position and improving the local search ability and search efficiency. Then, the improved algorithm (FOA) is combined with the echo state network to establish a two-stage combined prediction model called the Adaptive Fruit Fly Optimization Algorithm-Echo State Network (AFOA-ESN). The experimental results show that the AFOA-ESN model has higher prediction accuracy compared to other prediction models, and the convergence rate and prediction accuracy of the AFOA-ESN are better than the standard ESN and FOA-ESN, proving the effectiveness of model improvement.

Downloads

Published

2023-12-24

How to Cite

Xie, Y., Jiang, H., Wang, L., & Wang, C. (2023). SPORTS ECOTOURISM DEMAND PREDICTION USING IMPROVED FRUIT FLY OPTIMIZATION ALGORITHM. International Journal of Industrial Engineering: Theory, Applications and Practice, 30(6). https://doi.org/10.23055/ijietap.2023.30.6.8841

Issue

Vol. 30 No. 6 (2023)

Section

Data Sciences and Computational Intelligence

License

The Author(s) must formally transfer each article's copyright before publication in the INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING. Such transfer enables the Journal to defend itself against plagiarism and other forms of copyright infringement. Your cooperation is appreciated.

You agree that the copyright of your article to be published in the INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING - THEORY, APPLICATIONS, AND PRACTICE is hereby transferred, throughout the World and for the full term and all extensions and renewals thereof, to INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING - THEORY, APPLICATIONS, AND PRACTICE.

The Author(s) reserve(s): (a) the trademark rights and patent rights, if any, and (b) the right to use all or part of the information contained in this article in future, non-commercial works of the Author's own, or, if the article is a "work-for-hire" and made within the scope of the Author's employment, the employer may use all or part of the information contained in this article for intra-company use, provided the usual acknowledgments are given regarding copyright notice and reference to the original publication.

The Author(s) warrant(s) that the article is Author's original work and has not been published before. If excerpts from copyrighted works are included, the Author will obtain written permission from the copyright owners and credit the article's sources.

The author also warrants that the article contains no libelous or unlawful statements and does not infringe on the rights of others. If the article was prepared jointly with other Author(s), the Author agrees to inform the co-Author(s) of the terms of the copyright transfer and to sign on their behalf; or in the case of a "work-for-hire," the employer or an authorized representative of the employer.

The journal does not provide the author copy of the final paper when it is published. The author(s) can make(s) a subscription to INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING - THEORY, APPLICATIONS, AND PRACTICE if they want to get the final paper that has already been published.

The journal is registered with the Library of Congress (ISSN # 1943-670X). All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, without the prior written permission of the journal.

The author reserves patent and trademark rights and the right to use all or part of the information contained in the article in future non-commercial works.