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完整後設資料紀錄
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.advisor | 周雍強(Yon-Chun Chou) | |
dc.contributor.author | Ching Chung | en |
dc.contributor.author | 鍾晴 | zh_TW |
dc.date.accessioned | 2021-06-16T08:33:57Z | - |
dc.date.available | 2020-07-17 | |
dc.date.copyright | 2020-07-17 | |
dc.date.issued | 2020 | |
dc.date.submitted | 2020-07-09 | |
dc.identifier.citation | [1] Aa, H. V., Leopold, H., Reijers, H. A. (2018). Checking process compliance against natural language specifications using behavioral spaces. Information Systems, 78, 83-95. doi:10.1016/j.is.2018.01.007 [2] Aa, H. V., Leopold, H., Reijers, H. A. (2020). Efficient Process Conformance Checking on the Basis of Uncertain Event-to-Activity Mappings. IEEE Transactions on Knowledge and Data Engineering, 32(5), 927-940. doi:10.1109/tkde.2019.2897557 [3] Baier, T., Rogge-Solti, A., Weske, M., amp; Mendling, J. (2014). Matching of Events and Activities - An Approach Based on Constraint Satisfaction. Lecture Notes in Business Information Processing The Practice of Enterprise Modeling, 58-72. doi:10.1007/978-3-662-45501-2_5 [4] Baier, T., Ciccio, C. D., Mendling, J., amp; Weske, M. (2017). Matching events and activities by integrating behavioral aspects and label analysis. Software amp; Systems Modeling, 17(2), 573-598. doi:10.1007/s10270-017-0603-z [5] Becker, J., Delfmann, P., Eggert, M., Schwittay, S. (2012). Generalizability and Applicability of Model-Based Business Process Compliance-Checking Approaches — A State-of-the-Art Analysis and Research Roadmap. Business Research, 5(2), 221-247. doi:10.1007/bf03342739 [6] Business Process Model and Notation.(2020, July 8). In Wikipedia. https://en.wikipedia.org/wiki/Business_Process_Model_and_Notation [7] Fast-Berglund, Å, Åkerman, M., Karlsson, M., Hernández, V. G., Stahre, J. (2014). Cognitive Automation Strategies – Improving Use-efficiency of Carrier and Content of Information. Procedia CIRP, 17, 67-70. doi:10.1016/j.procir.2014.02.042 [8] Fellmann, M., Zasada, A. (2014). State-of-the-Art of Business Process Compliance Approaches: A Survey. Proceedings of the 22nd European Conference on Information Systems (ECIS), Israel, Retrieved July 08, 2020, from https://www.researchgate.net/publication/280567451_State-of-the-Art_of_Business_Process_Compliance_Approaches_A_Survey [9] Hashmi, M., Governatori, G., Lam, H., Wynn, M. T. (2018). Are we done with business process compliance: State of the art and challenges ahead. Knowledge and Information Systems, 57(1), 79-133. doi:10.1007/s10115-017-1142-1 [10] Jesuthasan, R., Boudreau, J. (2017, July 18). Thinking Through How Automation Will Affect Your Workforce. Retrieved July 08, 2020, from https://hbr.org/2017/04/thinking-through-how-automation-will-affect-your-workforce [11] Johnsen, S., Tews, A. (2009). Real-time object tracking and classification using a static camera. Retrieved July 8, 2020, from http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.576.7164 [12] Poosapati, V., Manda, V. K., Katneni, V. (2018). Cognitive Automation Opportunities, Challenges and Applications. International Journal of Computer Engineering and Technology, 9(5), 89-95. [13] Samulowitz, H., Reddy, C., Sabharwal, A. (2014). Cognitive Automation of Data Science. ICML 2014 AutoML Workshop. Retrieved July 8, 2020, from http://www.cs.toronto.edu/~horst/cogrobo/papers/CADS.pdf [14] Weidlich, M., Polyvyanyy, A., Desai, N., Mendling, J., Weske, M. (2011). Process compliance analysis based on behavioural profiles. Information Systems, 36(7), 1009-1025. doi:10.1016/j.is.2011.04.002 [15] 黃德昌(2011),標準作業執行程度之探討-以豐田汽車召回為例 | |
dc.identifier.uri | http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/58838 | - |
dc.description.abstract | 標準作業流程可以讓公司內部溝通、工廠作業等過程更明確且有效率,也能維持作業環境的安全,但仍有許多意外的發生是源自於人為問題,因為未遵守標準作業流程導致許多悲劇的發生,因此標準作業流程的檢測除了人工確認以外,應再發展出電腦檢測的系統,讓確認的過程多一道防護措施,以降低員工的安全風險及公司的損失。 影像辨識的技術日趨成熟,本研究期望能將影像辨識與標準作業流程檢測做結合,發展一個標準流程自動監控的檢驗方法,讓管理者能夠輸入影像辨識資料之後,系統就能判斷每個影像畫面對應的流程階段為何,系統記錄完再依照各個階段出現的順序判斷,最後輸出檢驗結果是否通過。 本研究的模型考慮了流程進行中會產生的不確定性,以及常見的迴圈流程、平行活動等結構。 | zh_TW |
dc.description.abstract | Standard operation procedure(SOP) makes inner-communication and operation more clear and efficient in a company, it also maintains safety in workplace. However, there are still a lot of accidents that happen due to violations of SOP by workers. In addition to manual-checking, an automatic-checking system should be developed to double check if the workers follow the SOP. Therefore, the risk in the whole company can be reduced. This research provides a solution by combining the technology of image recognition and process checking. The model is designed to check process compliance. Operators only need to input the data of the image recognition’s results, then the model can interpret the data at each step of the process. By applying the state-transition-based algorithm, this model can check if each step is executed sequentially. Finally, it can output the result of process compliance checking. This paper includes 11 cases showing the fact that this model is able to consider the uncertainty during process execution, and common process structures such as loops, parallel activities, and exclusive activities. | en |
dc.description.provenance | Made available in DSpace on 2021-06-16T08:33:57Z (GMT). No. of bitstreams: 1 U0001-0907202015003100.pdf: 3003195 bytes, checksum: 3e4917cc248ecc34d4fa41a35e1af7a8 (MD5) Previous issue date: 2020 | en |
dc.description.tableofcontents | 目錄 誌謝 i 摘要 ii ABSTRACT iii 目錄 iv 圖目錄 vi 表目錄 viii Chapter 1 緒論 1 1.1 研究動機 1 1.2 研究目的 1 1.3 研究範圍與限制 2 1.4 研究流程 2 Chapter 2 文獻探討 4 2.1 標準作業分析 4 2.2 標準作業自動化之相關文獻 5 2.2.1 認知自動化 6 2.2.2 機械性流程自動化 7 2.3 企業流程順應性管理 7 2.3.1 順應性的種類 8 2.3.2 順應性的檢測 9 2.4 順應性的建模方法 9 2.4.1 業務流程模型和標記法 9 2.4.2 DECLARE語言 11 2.5 順應性檢測模型之相關研究 12 2.5.1 順應性檢測模型研究 12 2.5.2 順應性的研究指標 13 2.6 基礎影像辨識技術 15 2.7 企業流程順應性面臨的挑戰 17 Chapter 3 問題描述與模型建構 18 3.1 標準作業的流程模型 18 3.2 案例文本分析 22 3.3 影像辨識元素 29 3.4 數位化模組 36 Chapter 4 數值分析 39 4.1 模組操作之範例說明 39 4.1.1 EXCEL工作表: 42 4.1.2 LINGO檢測模型: 44 4.2 複雜型流程的狀態設計 47 4.2.1 迴圈與多選一活動(OR gate) 47 4.2.2 平行活動(AND gate)模型的狀態數量公式 50 Chapter 5 結論與未來研究方向 57 5.1 結論 57 5.2 未來研究方向 60 參考文獻 61 | |
dc.language.iso | zh-TW | |
dc.title | 標準作業流程順應性之電腦檢驗模型 | zh_TW |
dc.title | An automated checking model for process compliance | en |
dc.type | Thesis | |
dc.date.schoolyear | 108-2 | |
dc.description.degree | 碩士 | |
dc.contributor.oralexamcommittee | 楊烽正(Feng-Cheng Yang),藍俊宏(Jakey Blue) | |
dc.subject.keyword | 標準流程,順應性,流程檢驗,資料轉換,不確定性, | zh_TW |
dc.subject.keyword | standard operation procedures,compliance,process checking,uncertainty,data transform, | en |
dc.relation.page | 63 | |
dc.identifier.doi | 10.6342/NTU202001411 | |
dc.rights.note | 有償授權 | |
dc.date.accepted | 2020-07-09 | |
dc.contributor.author-college | 工學院 | zh_TW |
dc.contributor.author-dept | 工業工程學研究所 | zh_TW |
顯示於系所單位: | 工業工程學研究所 |
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