Neural network optimization of connection weight sensitivity analysis algorithm based on genetic algorithm

Junyang Wang; Tongyan Liu

doi:10.1117/12.3045678

20 September 2024 Neural network optimization of connection weight sensitivity analysis algorithm based on genetic algorithm

Junyang Wang, Tongyan Liu

Author Affiliations +

Proceedings Volume 13269, Fourth International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2024); 132690V (2024) https://doi.org/10.1117/12.3045678
Event: Fourth International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2024), 2024, Kuala Lumpur, Malaysia

Abstract

Extreme weather events create crises for homeowners and insurance companies. As insurance companies adjust coverage, property insurance is becoming more expensive and harder to get. This study aims to examine the sustainability and related issues of property insurance by estimating the risks of climate change to cash crop production and creating weather index insurance programs for four regions in Canada. In this paper, genetic algorithm, particle swarm algorithm and error back propagation algorithm are used to find the optimal solution. The effectiveness of weather index insurance to protect against crop production losses under climate change scenarios in 2030, 2060 and 2090 is analyzed, highlighting current challenges affecting social inclusion and sustainability of insurance schemes.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Junyang Wang and Tongyan Liu "Neural network optimization of connection weight sensitivity analysis algorithm based on genetic algorithm", Proc. SPIE 13269, Fourth International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2024), 132690V (20 September 2024); https://doi.org/10.1117/12.3045678

ACCESS THE FULL ARTICLE

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