Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital.
碩士 === 中原大學 === 工業與系統工程研究所 === 107 === The study is to reduce the overtime rate of medical staff in the operating room by optimizing the scheduling system in the operating room. The study will be divided into two stages for analysis and optimization design: the first stage is application of neural n...
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ndltd-TW-107CYCU50300112019-08-27T03:42:59Z http://ndltd.ncl.edu.tw/handle/h4hp2g Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. 應用基因演算法結合統計手法優化手術房排程系統—以桃園某醫院為例 Wei-Bang Lin 林維邦 碩士 中原大學 工業與系統工程研究所 107 The study is to reduce the overtime rate of medical staff in the operating room by optimizing the scheduling system in the operating room. The study will be divided into two stages for analysis and optimization design: the first stage is application of neural network system to predict the operating time by using the patient''s gender, age, surgical type, anesthesia, etc. as the self-variation. By using the statistic method, the data will statistic to obtain the value. After, we can input some data to predict the operating time. The next stage is to apply the genetic algorithm on scheduling the operating room system. The aim is to discharge the most suitable amount of operating. With the study, we can reduce overtime rate of medical staff and reducing anxiety of patients and their families. The research implementation method is to collect the details and specifications of the operating process in operating room. Then we use the registration information of the operating room in a Taoyuan Hospital for analyzed. The estimated operating time was obtained to facilitate the scheduling system. Finally, the genetic algorithm will be used to obtain the optimized scheduling data. Also, the results will be compared with the hospital to check the last result. Jui-Chin Jiang 江瑞清 2019 學位論文 ; thesis 105 zh-TW |
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碩士 === 中原大學 === 工業與系統工程研究所 === 107 === The study is to reduce the overtime rate of medical staff in the operating room by optimizing the scheduling system in the operating room. The study will be divided into two stages for analysis and optimization design: the first stage is application of neural network system to predict the operating time by using the patient''s gender, age, surgical type, anesthesia, etc. as the self-variation. By using the statistic method, the data will statistic to obtain the value. After, we can input some data to predict the operating time. The next stage is to apply the genetic algorithm on scheduling the operating room system. The aim is to discharge the most suitable amount of operating. With the study, we can reduce overtime rate of medical staff and reducing anxiety of patients and their families.
The research implementation method is to collect the details and specifications of the operating process in operating room. Then we use the registration information of the operating room in a Taoyuan Hospital for analyzed. The estimated operating time was obtained to facilitate the scheduling system. Finally, the genetic algorithm will be used to obtain the optimized scheduling data. Also, the results will be compared with the hospital to check the last result.
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author2 |
Jui-Chin Jiang |
author_facet |
Jui-Chin Jiang Wei-Bang Lin 林維邦 |
author |
Wei-Bang Lin 林維邦 |
spellingShingle |
Wei-Bang Lin 林維邦 Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
author_sort |
Wei-Bang Lin |
title |
Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
title_short |
Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
title_full |
Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
title_fullStr |
Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
title_full_unstemmed |
Application of Genetic Algorithm Combined with Statistical Method to Optimize the Scheduling in Operating Room of a Taoyuan Hospital. |
title_sort |
application of genetic algorithm combined with statistical method to optimize the scheduling in operating room of a taoyuan hospital. |
publishDate |
2019 |
url |
http://ndltd.ncl.edu.tw/handle/h4hp2g |
work_keys_str_mv |
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