Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization
Problematic vibration detection from Unmanned Aerial Vehicles (UAVs) as a flaw detection and identification (FDI) method has become a viable instrument for evaluating the health and condition of a UAV. The goal of this work is to demonstrate the impact of integrating frequency-domain and time-domain...
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Institute of Electrical and Electronics Engineers Inc.
2024
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| Online Access: | http://umpir.ump.edu.my/id/eprint/41736/1/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives.pdf http://umpir.ump.edu.my/id/eprint/41736/2/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives%20in%20detecting%20problematic%20vibration%20on%20unmanned%20aerial%20vehicles%20via%20barnicle%20mating%20optimization_abs.pdf http://umpir.ump.edu.my/id/eprint/41736/ https://doi.org/10.1109/CSPA60979.2024.10525420 |
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| author | Fatimah, Dg Jamil Mohammad Fadhil, Abas Mohd Sharif, Zakaria Norhafidzah, Mohd Saad Mohd Hisyam, Ariff |
| author_facet | Fatimah, Dg Jamil Mohammad Fadhil, Abas Mohd Sharif, Zakaria Norhafidzah, Mohd Saad Mohd Hisyam, Ariff |
| author_sort | Fatimah, Dg Jamil |
| building | UMPSA Library |
| collection | Institutional Repository |
| content_provider | Universiti Malaysia Pahang Al-Sultan Abdullah |
| content_source | UMPSA Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Problematic vibration detection from Unmanned Aerial Vehicles (UAVs) as a flaw detection and identification (FDI) method has become a viable instrument for evaluating the health and condition of a UAV. The goal of this work is to demonstrate the impact of integrating frequency-domain and time-domain analysis as time-domain and frequency-domain objectives. a suggested fitness function that combines the time and frequency domains with a mixing variable. Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), and detection time are used to test and assess the fitness function with the Barnicle Mating optimization (BMO) Algorithm optimization technique. To evaluate the efficacy of the suggested fitness function and BMO, 51 sets of data were gathered using software in the loop (SITL) techniques. The test findings demonstrate that the best MAE range outcomes with the least increase in RMSE and detection time were obtained by combining 25% and 75% of the time- and frequency-domain objectives, respectively. |
| format | Conference or Workshop Item |
| id | my.ump.umpir.41736 |
| institution | Universiti Malaysia Pahang |
| language | en en |
| publishDate | 2024 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| record_format | eprints |
| spelling | my.ump.umpir.417362024-07-31T03:31:05Z http://umpir.ump.edu.my/id/eprint/41736/ Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization Fatimah, Dg Jamil Mohammad Fadhil, Abas Mohd Sharif, Zakaria Norhafidzah, Mohd Saad Mohd Hisyam, Ariff T Technology (General) TA Engineering (General). Civil engineering (General) TK Electrical engineering. Electronics Nuclear engineering Problematic vibration detection from Unmanned Aerial Vehicles (UAVs) as a flaw detection and identification (FDI) method has become a viable instrument for evaluating the health and condition of a UAV. The goal of this work is to demonstrate the impact of integrating frequency-domain and time-domain analysis as time-domain and frequency-domain objectives. a suggested fitness function that combines the time and frequency domains with a mixing variable. Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), and detection time are used to test and assess the fitness function with the Barnicle Mating optimization (BMO) Algorithm optimization technique. To evaluate the efficacy of the suggested fitness function and BMO, 51 sets of data were gathered using software in the loop (SITL) techniques. The test findings demonstrate that the best MAE range outcomes with the least increase in RMSE and detection time were obtained by combining 25% and 75% of the time- and frequency-domain objectives, respectively. Institute of Electrical and Electronics Engineers Inc. 2024 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/41736/1/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives.pdf pdf en http://umpir.ump.edu.my/id/eprint/41736/2/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives%20in%20detecting%20problematic%20vibration%20on%20unmanned%20aerial%20vehicles%20via%20barnicle%20mating%20optimization_abs.pdf Fatimah, Dg Jamil and Mohammad Fadhil, Abas and Mohd Sharif, Zakaria and Norhafidzah, Mohd Saad and Mohd Hisyam, Ariff (2024) Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization. In: 2024 20th IEEE International Colloquium on Signal Processing and Its Applications, CSPA 2024 - Conference Proceedings. 20th IEEE International Colloquium on Signal Processing and Its Applications, CSPA 2024 , 1-2 March 2024 , Langkawi. pp. 126-130.. ISBN 979-835038231-0 (Published) https://doi.org/10.1109/CSPA60979.2024.10525420 |
| spellingShingle | T Technology (General) TA Engineering (General). Civil engineering (General) TK Electrical engineering. Electronics Nuclear engineering Fatimah, Dg Jamil Mohammad Fadhil, Abas Mohd Sharif, Zakaria Norhafidzah, Mohd Saad Mohd Hisyam, Ariff Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title | Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title_full | Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title_fullStr | Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title_full_unstemmed | Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title_short | Effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| title_sort | effect of mixing time and frequency-domain objectives in detecting problematic vibration on unmanned aerial vehicles via barnicle mating optimization |
| topic | T Technology (General) TA Engineering (General). Civil engineering (General) TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/41736/1/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives.pdf http://umpir.ump.edu.my/id/eprint/41736/2/Effect%20of%20mixing%20time%20and%20frequency-domain%20objectives%20in%20detecting%20problematic%20vibration%20on%20unmanned%20aerial%20vehicles%20via%20barnicle%20mating%20optimization_abs.pdf http://umpir.ump.edu.my/id/eprint/41736/ https://doi.org/10.1109/CSPA60979.2024.10525420 |
| url_provider | http://umpir.ump.edu.my/ |