運用資料探勘於印刷電路板內層蝕刻產能的提升–以A公司為例

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题名:	運用資料探勘於印刷電路板內層蝕刻產能的提升–以A公司為例
作者:	謝東諺;Hsieh, Tung-Yen
贡献者:	工業管理研究所在職專班
关键词:	印刷電路板業;內層蝕刻參數;產能提升;資料探勘;迴歸分析;Printed circuit board;Inner layer etching parameters;Capacity increase;Data mining;Regression
日期:	2020-06-18
上传时间:	2020-09-02 14:58:06 (UTC+8)
出版者:	國立中央大學
摘要:	印刷電路板經過進30年演進，從最一開始簡單的雙面板，因應元件複雜度需求，需在一片板子上塞進更多的線路，進展到現今高層次板。在此衍生一個名詞為內外層結構比，假設內外層結構比為5，代表生產1 Panel，內層線路需求為5 Panel，某A公司從2010年結構比3至今平均結構比達到5，代表著對繳庫也許面積與過去並無差異，但對內層的需求確是以往需求5倍，故內層線路的產能變成我們需要去關注的議題。隨著電腦運算大幅提升，大數據分析、資料探勘上的應用越來越普及，以及監控設備越來越成熟，許多老舊的機台以往只能依靠人解讀設備上的資訊做判斷，而現況將設備上的電腦數據與公司伺服器做連結，建立資料庫做數據的即時分析，並可立即回傳至設備，讓設備做參數上的調整，而本研究的重點是將資料探勘的邏輯導入至工廠的系統內，找出決策的關鍵因子，預測新產品生產前的理論參數，再透過資訊收集，運用迴歸修正公式，讓預測可以越來越精準，而參數的準確命中，不僅只有產能提升此項好處，因可預測生產線速，故我們可以精準的知道每個WIP產出時間，我們可以更佳的提供正確的交期，產能提升提供我們對客人有較低的成本增加獲利空間的成長，準確的交期提供我們對客人的交貨信任，大幅增加公司在印刷電路板業界的競爭。 ;The printed circuit board has evolved over the past 30 years. From the beginning, the simple double-sided board has to be filled with more circuits on a board in response to the complexity of the components. It has progressed to the current high-level board. Here, a noun is derived as the inner-outer layer structure ratio. Assuming that the inner-outer layer structure ratio is 5, it represents the production of 1 Panel, and the inner-layer circuit demand is 5 Panel. A company from 2010 has a structure ratio of 3 to the present. The average structure ratio has reached 5, representing The area of the paid warehouse may not be different from the past, but the demand for the inner layer is indeed 5 times that of the previous demand, so the capacity of the inner layer circuit has become an issue that we need to attention it. With the substantial improvement of computer computing, the application of big data analysis and data exploration is becoming more and more popular, and the focus of this research is to introduce the logic of data exploration into the system of the factory, find the key factors of decision-making, and predict the production of new products The previous theoretical parameters, through information collection, and the use of regression correction formulas, can make predictions more and more accurate, and the accurate hit of the parameters is not only the benefit of capacity increase, because the production line speed can be predicted, so we can accurately know each With a WIP output time, we can better provide the correct delivery time, and the increase in production capacity provides us with a lower cost to customers and increase the growth of profitable space. The accurate delivery time provides us with trust in the delivery of customers, greatly increasing The company′s competition in the printed circuit board industry.
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