Mr. Xinyu Jiang Profile

Xinyu Jiang

SPIE Involvement:

Author

Publications (1)

This will count as one of your downloads.

You will have access to both the presentation and article (if available).

DOWNLOAD NOW

This content is available for download via your institution's subscription. To access this item, please sign in to your personal account.

Email or Username Forgot your username?

Password Forgot your password?

Show

Keep me signed in

No SPIE account? Create an account

Proceedings Article | 7 March 2024 Paper

A novel method based on snake optimization algorithm for improving fuzzy clustering

Ben Liu, Xusheng Zhuo, Xinyu Jiang

Proceedings Volume 13086, 130860U (2024) https://doi.org/10.1117/12.3012641

KEYWORDS: Fuzzy logic, Mathematical optimization

Read Abstract +

In order to effectively solve the instability of clustering results caused by random initial clustering centers of fuzzy clustering, a new method of fuzzy clustering based on improved snake optimization algorithm is proposed. Firstly, the population initialization of the snake optimization algorithm is improved; then the improved algorithm is applied to preprocess the dataset to obtain the initial clustering centers based on the dataset; finally, the generative clustering centers are used to carry out the iterative updating of fuzzy clustering. By comparing with the traditional fuzzy clustering algorithm, the results show that the initial clustering center generated based on the improved snake optimization algorithm can effectively avoid falling into the local optimal solution and has better robustness, which can effectively improve the stability and accuracy of the clustering algorithm.

My Library

You currently do not have any folders to save your paper to! Create a new folder below.

Folder Name

Folder Description

View contact details

UPDATE YOUR PROFILE

Is this your profile? Update it now.

Sign into your SPIE.org account

Don’t have a profile and want one?

Create an account on SPIE.org

Access to the requested content is limited to institutions that have purchased or subscribe to SPIE eBooks. You are receiving this notice because your organization may not have SPIE eBooks access.*

*Shibboleth/Open Athens users─please sign in to access your institution's subscriptions.

To obtain this item, you may purchase the complete book in print or electronic format on SPIE.org.

ORGANIZATIONAL
Sign in with credentials provided by your organization.

Organizational Username

Organizational Password

Show/Hide Password

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members:

Non-members: ADD TO CART

Keywords/Phrases

Search In:

Publication Years