A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System

Flexible plate structure is a chosen technology used for many applications since past decades ago. However, this structure has a disadvantage that needs to be avoided which is easy to vibrate. Thus, this project presents the modelling of horizontal flexible plate system using bio-inspired flower pol...

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Published in:Proceedings of the 2019 2nd International Conference on Applied Engineering, ICAE 2019
Main Author: Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
Format: Conference paper
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2019
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85095449352&doi=10.1109%2fICAE47758.2019.9221652&partnerID=40&md5=a9f38701c769cb1874a885f6e284a55f
id 2-s2.0-85095449352
spelling 2-s2.0-85095449352
Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
2019
Proceedings of the 2019 2nd International Conference on Applied Engineering, ICAE 2019


10.1109/ICAE47758.2019.9221652
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85095449352&doi=10.1109%2fICAE47758.2019.9221652&partnerID=40&md5=a9f38701c769cb1874a885f6e284a55f
Flexible plate structure is a chosen technology used for many applications since past decades ago. However, this structure has a disadvantage that needs to be avoided which is easy to vibrate. Thus, this project presents the modelling of horizontal flexible plate system using bio-inspired flower pollination algorithm. The objective is to obtain an accurate model of the real system in the simulated environment. The collected of real vibration data through experimental study was then utilized to develop the dynamic system model based on linear autoregressive with exogenous (ARX) model structure and optimized by flower pollination algorithm (FPA). The algorithm is a novel bio-inspired optimization algorithm that mimics the real-life processes of the flower pollination. The gained model in this simulation is approved utilizing the most minimal mean squared error, correlation tests, and pole zero graph stability due to check the robustness of the model. The performance of the developed model was then compared with the conventional algorithm known as recursive least square (RLS). The best model achieved in this study will be used as a platform of controller development using active vibration control technique. © 2019 IEEE.
Institute of Electrical and Electronics Engineers Inc.

English
Conference paper
All Open Access; Green Open Access
author Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
spellingShingle Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
author_facet Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
author_sort Maseri S.Z.; Hadi M.S.; Jamali A.; Yatim H.M.; Ab Talib M.H.; Mat Darus I.Z.
title A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
title_short A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
title_full A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
title_fullStr A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
title_full_unstemmed A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
title_sort A Single Objective Flower Pollination Algorithm for Modeling the Horizontal Flexible Plate System
publishDate 2019
container_title Proceedings of the 2019 2nd International Conference on Applied Engineering, ICAE 2019
container_volume
container_issue
doi_str_mv 10.1109/ICAE47758.2019.9221652
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85095449352&doi=10.1109%2fICAE47758.2019.9221652&partnerID=40&md5=a9f38701c769cb1874a885f6e284a55f
description Flexible plate structure is a chosen technology used for many applications since past decades ago. However, this structure has a disadvantage that needs to be avoided which is easy to vibrate. Thus, this project presents the modelling of horizontal flexible plate system using bio-inspired flower pollination algorithm. The objective is to obtain an accurate model of the real system in the simulated environment. The collected of real vibration data through experimental study was then utilized to develop the dynamic system model based on linear autoregressive with exogenous (ARX) model structure and optimized by flower pollination algorithm (FPA). The algorithm is a novel bio-inspired optimization algorithm that mimics the real-life processes of the flower pollination. The gained model in this simulation is approved utilizing the most minimal mean squared error, correlation tests, and pole zero graph stability due to check the robustness of the model. The performance of the developed model was then compared with the conventional algorithm known as recursive least square (RLS). The best model achieved in this study will be used as a platform of controller development using active vibration control technique. © 2019 IEEE.
publisher Institute of Electrical and Electronics Engineers Inc.
issn
language English
format Conference paper
accesstype All Open Access; Green Open Access
record_format scopus
collection Scopus
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