Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters
Abstract This study proposes a novel hybrid approach, called Adaptive/Elevator Kinematics Optimization algorithm based on dual response algorithm (A/EKO-DRA), to enhance the robust parameters estimation and design of the plaster milling process. The A/EKO-DRA method reduces variability while maintai...
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2023-05-01
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| Series: | Scientific Reports |
| Online Access: | https://doi.org/10.1038/s41598-023-35119-2 |
| _version_ | 1797811584490274816 |
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| author | Pongchanun Luangpaiboon Sirirat Juttijudata |
| author_facet | Pongchanun Luangpaiboon Sirirat Juttijudata |
| author_sort | Pongchanun Luangpaiboon |
| collection | DOAJ |
| description | Abstract This study proposes a novel hybrid approach, called Adaptive/Elevator Kinematics Optimization algorithm based on dual response algorithm (A/EKO-DRA), to enhance the robust parameters estimation and design of the plaster milling process. The A/EKO-DRA method reduces variability while maintaining the desired output target, thereby minimizing the impact of variance on the expected stucco combined water. The performance of the A/EKO-DRA is compared with conventional processes through numerical examples and simulations. The results show that the A/EKO-DRA method has the lowest mean absolute errors among other methods in terms of parameter estimation, and it achieves the response mean of 5.927 percent, which meets the target value of 5.9 percent for industrial enclosures, with much reduction in the response variance. Overall, the A/EKO-DRA method is a promising approach for optimizing the plaster milling process parameters. |
| first_indexed | 2024-03-13T07:24:53Z |
| format | Article |
| id | doaj.art-f9d6afe2b6274e2c920e5bb02c711a3d |
| institution | Directory Open Access Journal |
| issn | 2045-2322 |
| language | English |
| last_indexed | 2024-03-13T07:24:53Z |
| publishDate | 2023-05-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj.art-f9d6afe2b6274e2c920e5bb02c711a3d2023-06-04T11:26:37ZengNature PortfolioScientific Reports2045-23222023-05-0113111310.1038/s41598-023-35119-2Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parametersPongchanun Luangpaiboon0Sirirat Juttijudata1Thammasat University Research Unit in Industrial Statistics and Operational Research, Faculty of Engineering, Thammasat School of Engineering, Thammasat UniversityIndustrial and Production Management Research Unit, Faculty of Engineering at Sriracha, Kasetsart Univeristy Sriracha CampusAbstract This study proposes a novel hybrid approach, called Adaptive/Elevator Kinematics Optimization algorithm based on dual response algorithm (A/EKO-DRA), to enhance the robust parameters estimation and design of the plaster milling process. The A/EKO-DRA method reduces variability while maintaining the desired output target, thereby minimizing the impact of variance on the expected stucco combined water. The performance of the A/EKO-DRA is compared with conventional processes through numerical examples and simulations. The results show that the A/EKO-DRA method has the lowest mean absolute errors among other methods in terms of parameter estimation, and it achieves the response mean of 5.927 percent, which meets the target value of 5.9 percent for industrial enclosures, with much reduction in the response variance. Overall, the A/EKO-DRA method is a promising approach for optimizing the plaster milling process parameters.https://doi.org/10.1038/s41598-023-35119-2 |
| spellingShingle | Pongchanun Luangpaiboon Sirirat Juttijudata Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters Scientific Reports |
| title | Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| title_full | Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| title_fullStr | Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| title_full_unstemmed | Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| title_short | Adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| title_sort | adaptive elevator kinematics optimization based dual response algorithm for determining proper levels in plaster milling process parameters |
| url | https://doi.org/10.1038/s41598-023-35119-2 |
| work_keys_str_mv | AT pongchanunluangpaiboon adaptiveelevatorkinematicsoptimizationbaseddualresponsealgorithmfordeterminingproperlevelsinplastermillingprocessparameters AT siriratjuttijudata adaptiveelevatorkinematicsoptimizationbaseddualresponsealgorithmfordeterminingproperlevelsinplastermillingprocessparameters |