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...
Published in: | Proceedings of the 2019 2nd International Conference on Applied Engineering, ICAE 2019 |
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Institute of Electrical and Electronics Engineers Inc.
2019
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Online Access: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85095449352&doi=10.1109%2fICAE47758.2019.9221652&partnerID=40&md5=a9f38701c769cb1874a885f6e284a55f |
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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 |
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container_issue |
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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 |
_version_ |
1809677902768242688 |