Publication detail
Layout Optimisation Method for Active Structural Health Monitoring
ČERVENKA, M. KOŠTIAL, R.
English title
Layout Optimisation Method for Active Structural Health Monitoring
Type
conference paper
Language
en
Original abstract
This paper describes optimisation method for designing sensoric layout for Active Structural Health Monitoring (A-SHM) by Ultrasonic Guided Waves (UGW) on metal and non-metal (composite) materials. The SHM sensors need to be placed optimally in order to detect structural damage with high probability before the damage turns critical. Configuration of used optimisation algorithm for such task is not straightforward. Differential Evolution (DE) has two configuration parameters-the mutation factor F and the crossover rate CR-whose settings largely influence the solution quality the optimisation process can yield. For that matter we describe an elaborated a method to guide this selection towards good results using visual heat maps with the intent to select best DE's variant and particular configuration to receive the most optimal SHM sensorics layout.
English abstract
This paper describes optimisation method for designing sensoric layout for Active Structural Health Monitoring (A-SHM) by Ultrasonic Guided Waves (UGW) on metal and non-metal (composite) materials. The SHM sensors need to be placed optimally in order to detect structural damage with high probability before the damage turns critical. Configuration of used optimisation algorithm for such task is not straightforward. Differential Evolution (DE) has two configuration parameters-the mutation factor F and the crossover rate CR-whose settings largely influence the solution quality the optimisation process can yield. For that matter we describe an elaborated a method to guide this selection towards good results using visual heat maps with the intent to select best DE's variant and particular configuration to receive the most optimal SHM sensorics layout.
Keywords in English
structural health monitoring, optimal sensor placement, evolutionary algorithms, Differenctial Evolution
Released
30.12.2018
ISBN
978-80-214-5696-9
Book
13th Research and Education in Aircraft Design Conference
Pages from–to
142–149
Pages count
8
BIBTEX
@inproceedings{BUT151302,
author="Miroslav {Červenka} and Rostislav {Koštial},
title="Layout Optimisation Method for Active Structural Health Monitoring",
booktitle="13th Research and Education in Aircraft Design Conference",
year="2018",
month="December",
pages="142--149",
isbn="978-80-214-5696-9"
}