工業與系統工程學系隸屬於電機資訊學院,所以系上同學們都要修習電路學和電子學相關的課程。在電機系,這些是非常重要的基礎知識;而且,從 IC 設計、晶圓代工、到封裝測試,台灣有許多世界級的領導廠商,所以,值得同學們好好地學習相關的知識。更多資訊。
TaiwanPlus Docs, Inside Micron Taiwan’s Semiconductor Factory (美國美光科技在台灣的工廠,稱為外國直接投資 (Foreign direct investment, FDI))
工業與系統工程學系隸屬於電機資訊學院,所以系上同學們都要修習電路學和電子學相關的課程。在電機系,這些是非常重要的基礎知識;而且,從 IC 設計、晶圓代工、到封裝測試,台灣有許多世界級的領導廠商,所以,值得同學們好好地學習相關的知識。更多資訊。
TaiwanPlus Docs, Inside Micron Taiwan’s Semiconductor Factory (美國美光科技在台灣的工廠,稱為外國直接投資 (Foreign direct investment, FDI))
Gerard P. Cachon, Karan Girotra, Serguei Netessine (2020) Interesting, Important, and Impactful Operations Management. Manufacturing & Service Operations Management 22(1):214-222.
邱倢芯,從魚缸到金目鱸養殖場,AI 養魚解決老師傅技術失傳問題,科技新報,2023 年 11 月 09 日
對於建置一套系統,許多業主最擔心的莫過於建置成本;對此,劉建伸坦言,系統本身的確不便宜,從導入初期至今已經投入 8 位數的成本,但後續帶來的效益也相當明顯,像是養殖戶過去都得長時間留守漁塭,在導入系統後,可將平均每天 8 小時的工作時間降低至 6.5 小時。
人力成本也可進一步降低,王靜儀估算,透過導入系統,每 100 公頃養殖面積的人力可從 33 人降低至 10 人,節省近 2,000 萬的人力成本。
吳珍儀,友達AI數位化打造高效供應鏈 蟬聯美國製造領導獎,Yahoo 財經,2023年6月29日
友達在智慧研發環節開發色彩飽和度模擬系統,引入大數據分析演算法,進行材料選用的相關模擬,提前預測客戶喜好的顏色和材料穿透率,使設計階段效率提升83%。在面板前段製程中,建立元件標準化資料庫並結合佈局設計演算法,成功縮短50%的光罩設計時程。
A Reamer, The impacts of technological invention on economic growth–a review of the literature, The George Washington Institute of Public Policy, 2014.
蘇文彬,【5G專網工廠現場直擊】螺絲廠結合5G、大數據分析提高生產力、降低成本,加速產業智慧化轉型,iThome,2021-12-10
「一顆相同的螺絲,依照客戶訂單需求,不同的呎吋、處理方式,產生上萬種品項」,位於高雄的螺絲業者久陽精密總經理吳居諺一語道出螺絲產業現況。
在高雄梓官、橋頭、崗山一帶,為國內螺絲產業群聚地,臺灣將近有1,800多家螺絲業者,所生產的螺絲不只用於國內,也外銷至國外,從航太、醫療、電動車到3C電子,都有採用螺絲,臺灣更有「螺絲王國」之名,更是僅次於中國、德國,為全球第三大扣件出口國。
然而,螺絲產業卻面臨一些問題,由於客戶訂單需求的多樣化,導致螺絲生產少量多樣的現象,以久陽精密為例,該公司一年生產的螺絲品項就多達1萬3千種以上,每年產出約17億隻螺絲,在製造過程中,消耗約5萬件模具,使用7萬5千個船形物流桶。這樣複雜的生產過程中,過去大多是仰賴老師傅,以人工方式回報生產數據,再由專人登打輸入,但容易因為手寫錯誤,或是手動登打輸入數據也可能出錯。此外,傳產業的製造現場勞動人力還面臨逐漸老化,經驗不易傳承,人才斷層的危機。...
Thomas M. Siebel, Digital Transformation: Survive and Thrive in an Era of Mass Extinction, RosettaBooks, 2019.
From visionary Silicon Valley entrepreneur Tom Siebel comes a penetrating examination of the new technologies that are disrupting business and government--and how organizations can harness them to transform into digital enterprises.
Tava Lennon Olsen, Brian Tomlin (2020) Industry 4.0: Opportunities and Challenges for Operations Management. Manufacturing & Service Operations Management, 22(1):113-122. (pdf)
Industry 4.0 connotes a new industrial revolution centered around cyber-physical systems. It posits that the real-time connection of physical and digital systems, along with new enabling technologies, will change the way that work is done and therefore, how work should be managed. It has the potential to break, or at least change, the traditional operations trade-offs among the competitive priorities of cost, flexibility, speed, and quality. This article describes the technologies inherent in Industry 4.0 and the opportunities and challenges for research in this area. The focus is on goods-producing industries, which include both the manufacturing and agricultural sectors. Specific technologies discussed include additive manufacturing, the internet of things, blockchain, advanced robotics, and artificial intelligence.
科技部半導體射月計畫 109 年度產學技術交流
余至浩,善用IT克服冷鏈運輸大挑戰,裕利讓疫苗物流履歷可全程追溯,iThome,2021-07-16
溫度控制
COVID-19疫苗配送的過程中,費而隱指出,運輸端是最大挑戰。他解釋,疫苗還在倉儲冷藏庫或冷凍庫內時,對於溫度監控相較容易許多,但只要出了物流中心,疫苗的溫度就會一直變化,很難保持恆溫,例如司機開關車門或打開保冷箱,它的溫度就會產生波動,「所以車上溫度控制要非常小心。」費而隱強調。
Jean Walrand, Probability in Electrical Engineering and Computer Science: An Application-Drive Course, Springer, 2021. (pdf, Python)
Showcases techniques of applied probability with applications in EE and CS
Presents all topics with concrete applications so students see the relevance of the theory
Illustrates methods with Jupyter notebooks that use widgets to enable the users to modify parameters
This book is open access, which means that you have free and unlimited access.
Paul Marks, The Future of Supply Chains, Communications of the ACM, July 2021, Vol. 64, No. 7, Pages 19-21.
Today's supply chains are labor-intensive and expensive to run. A number of autonomous systems that reduce the human factor are about to change all that.
What do the sidewalks around us, the airspace above us, interstate freeways, and deep ocean shipping lanes have in common? The answer is that they are all places where developers of autonomous technology are trying to revolutionize the economics of supply chains. The plan is to use robotic technology to deliver anything from packages to take-out food, groceries, or bulk freight in ways that can reduce the logistics industry's dependence on that most expensive of supply chain costs: human labor. if the use of electric drivetrains can cut carbon emissions too, so much the better.
Jay Lee, Industrial AI: Applications with Sustainable Performance, Springer, 2020.
This book introduces Industrial AI in multiple dimensions. Industrial AI is a systematic discipline which focuses on developing, validating and deploying various machine learning algorithms for industrial applications with sustainable performance. Combined with the state-of-the-art sensing, communication and big data analytics platforms, a systematic Industrial AI methodology will allow integration of physical systems with computational models. The concept of Industrial AI is in infancy stage and may encompass the collective use of technologies such as Internet of Things, Cyber-Physical Systems and Big Data Analytics under the Industry 4.0 initiative where embedded computing devices, smart objects and the physical environment interact with each other to reach intended goals. A broad range of Industries including automotive, aerospace, healthcare, semiconductors, energy, transportation, mining, construction, and industrial automation could harness the power of Industrial AI to gain insights into the invisible relationship of the operation conditions and further use that insight to optimize their uptime, productivity and efficiency of their operations. In terms of predictive maintenance, Industrial AI can detect incipient changes in the system and predict the remains useful life and further to optimize maintenance tasks to avoid disruption to operations.
翁芊儒,組織、人才和技術5年布局, 中鋼如何用AI煉成智慧鋼廠,iThome,2021-03-04
這一場變革,莫約從5年前開始推展。「我們展開數位轉型,是為了提升鋼鐵生產效率、降低成本、縮短交期,來提升產品競爭力。」中鋼技術部門代理副總經理鄭際昭,一句話點出轉型任務最重要的目的。...
王宏仁,台積電數位轉型的下一步,靠AI推動全面轉型(上),iThome,2021-01-27
IT,就是讓台積順利將各種製造服務轉為自動化的關鍵。在1996年,台積為了將後勤和財務資訊轉換成管理資訊來輔助決策,展開了資訊系統大升級,當年WWW技術才剛點燃了全球網際網路新浪潮不久,台積就能運用當時的網路技術,推出了全方位訂單管理系統,讓顧客透過電腦網路連線取得訂單和產品生產資訊,這也是半導體代工產業的創舉。1999年更推出供應鏈管理的資訊服務,可以讓客戶透過網路下單、即時查詢晶片生產進度和出貨狀況,早在30年前,台積電就採取了現在網路電商慣用的銷售形式。...
Special Issue — M&SOM 20th Anniversary, Volume 22, Issue 1, January-February 2020 (online)
This special issue contains invited and review articles by eminent researchers in the field.