{"id":2805,"date":"2023-02-09T14:33:15","date_gmt":"2023-02-09T06:33:15","guid":{"rendered":"http:\/\/140.114.53.77\/acolab\/?page_id=2805"},"modified":"2024-09-10T13:54:22","modified_gmt":"2024-09-10T05:54:22","slug":"projects-2","status":"publish","type":"page","link":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/projects-2\/","title":{"rendered":"Projects"},"content":{"rendered":"<h1 class=\"entry-title\">Recent Research Projects<\/h1>\n<p>(from 2018)<\/p>\n<table>\n<tbody>\n<tr>\n<td>2024-2025<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.unimicron.com\/\" target=\"_blank\" rel=\"noopener\">Unimicron<\/a> &nbsp;&nbsp;Development of AI Models for Electrical and Structural<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;Anomaly Pattern Identification to Yield Improvement<\/td>\n<\/tr>\n<tr>\n<td>2023-2025<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.unimicron.com\/\" target=\"_blank\" rel=\"noopener\">Unimicron<\/a> &nbsp;&nbsp;IC Substrate Yield Prediction Model Based on Layout and<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;Critical Analysis Area<\/td>\n<\/tr>\n<tr>\n<td>2023-2025<\/td>\n<td>&nbsp;&nbsp;<a href=\"http:\/\/www.fpc.com.tw\/fpcw\/\" target=\"_blank\" rel=\"noopener\">Formosa<\/a> &nbsp;&nbsp;Unsupervised Learning &amp; Incremental Learning for Anomaly<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;Detection on Time-series Data<\/td>\n<\/tr>\n<tr>\n<td>2022-2025<\/td>\n<td>&nbsp;&nbsp;MOST&nbsp;&nbsp;&nbsp;General Max-min Fair Resource Allocation: Theory and Applications<\/td>\n<\/tr>\n<tr>\n<td>2023-2024<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.ctbcbank.com\/twrbo\/zh_tw\/index.html\" target=\"_blank\" rel=\"noopener\">CTBC<\/a> &nbsp;&nbsp;&nbsp;Development of Knowledge Graphs for Industry Information Map<\/td>\n<\/tr>\n<tr>\n<td>2021-2024<\/td>\n<td>&nbsp;&nbsp;MOST&nbsp;&nbsp;&nbsp;Learning-augmented Online Algorithms: Theory and Applications<\/td>\n<\/tr>\n<tr>\n<td>2022-2023<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.powerchip.com\/\" target=\"_blank\" rel=\"noopener\">PSMC<\/a>&nbsp;&nbsp;&nbsp;Incremental Learning Model for Overlay Mark Sampling<\/td>\n<\/tr>\n<tr>\n<td>2020-2022<\/td>\n<td>&nbsp;&nbsp;MOST&nbsp;&nbsp;&nbsp;Applications of AI Techniques to the Lithography Process of<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;Semiconductor Manufacturing (MOST IC Industry and Academia<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;Research Alliance)<\/td>\n<\/tr>\n<tr>\n<td>2020-2022<\/td>\n<td>&nbsp;&nbsp;<a href=\"http:\/\/corp.104.com.tw\/zh\/home\/\" target=\"_blank\" rel=\"noopener\">104 Tech<\/a>&nbsp;&nbsp;&nbsp;Text Generation and Summarization by GPT2 zh-tw&gt;<\/td>\n<\/tr>\n<tr>\n<td>2019-2022<\/td>\n<td>&nbsp;&nbsp;MOST&nbsp;&nbsp;&nbsp;&nbsp;Applications of Big Data Analysis and AI to Advanced Process<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;Control and Decision Support Systems (MOST AI Research Project)<\/td>\n<\/tr>\n<tr>\n<td>2020-2021<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.aidc.com.tw\/tw\/\" target=\"_blank\" rel=\"noopener\">AIDC<\/a>&nbsp;&nbsp;&nbsp;Manufacturing Tool Behavior Analysis for Time-series Data<\/td>\n<\/tr>\n<tr>\n<td>2020-2021<\/td>\n<td>&nbsp;&nbsp;<a href=\"http:\/\/corp.104.com.tw\/zh\/home\/\" target=\"_blank\" rel=\"noopener\">104 Tech<\/a>&nbsp;&nbsp;&nbsp;Exploiting AI Techniques on the Study of Human Resource Market<\/td>\n<\/tr>\n<tr>\n<td>2019-2020<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.umc.com\/zh-TW\/Home\/Index\">UMC<\/a>&nbsp;&nbsp;&nbsp;Optimization of Sampling Approaches for Overlay Measurement<\/td>\n<\/tr>\n<tr>\n<td>2018-2019<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.mediatek.tw\/\" target=\"_blank\" rel=\"noopener\">MediaTek<\/a>&nbsp;&nbsp;&nbsp;Clustering and Learning Algorithms for Information Security<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Networks<\/td>\n<\/tr>\n<tr>\n<td>2018-2019<\/td>\n<td>&nbsp;&nbsp;<a href=\"https:\/\/www.umc.com\/zh-TW\/Home\/Index\">UMC<\/a>&nbsp;&nbsp;&nbsp;Exploiting AI on Predictions of ASCAN Alignment for Lithography<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;Process in Semiconductor Manufacturing<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>Recent Research Projects (from 2018) 2024-2025 &nbsp;&nbsp;Unimicron &nbsp;&nbsp;Development of AI Models for Electrical and Structural &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;Anomaly Pattern Identification to Yield Improvement 2023-2025 &nbsp;&nbsp;Unimicron &nbsp;&nbsp;IC Substrate Yield Prediction Model Based on &hellip; <a href=\"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/projects-2\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/pages\/2805"}],"collection":[{"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/comments?post=2805"}],"version-history":[{"count":113,"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/pages\/2805\/revisions"}],"predecessor-version":[{"id":3322,"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/pages\/2805\/revisions\/3322"}],"wp:attachment":[{"href":"https:\/\/acolab.ee.ntu.edu.tw\/index.php\/wp-json\/wp\/v2\/media?parent=2805"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}