{"id":3209,"date":"2023-07-11T15:35:27","date_gmt":"2023-07-11T06:35:27","guid":{"rendered":"http:\/\/tuat-chemphys.net\/?p=3209"},"modified":"2023-07-11T15:35:27","modified_gmt":"2023-07-11T06:35:27","slug":"three-seminars-7-24-%e3%82%b7%e3%83%9f%e3%83%a5%e3%83%ac%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%80%81%e8%a3%bd%e9%80%a0%e5%88%86%e9%87%8e%e3%81%ae%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%83%a2","status":"publish","type":"post","link":"https:\/\/tuat-chemphys.net\/?p=3209","title":{"rendered":"Three seminars (7\/24) \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u88fd\u9020\u5206\u91ce\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3001\u6750\u6599\u30fb\u30d7\u30ed\u30bb\u30b9\u958b\u767a\u3068\u751f\u6210AI\u3000Simulation, Machine learning models in manufacturing , Generative AI in materials development."},"content":{"rendered":"\n

2023 \u5e74 7 \u6708 24 \u65e5\uff08\u6708\uff0915:30 \uff5e17:50 \u5c0f\u91d1\u4e95\u30ad\u30e3\u30f3\u30d1\u30b9 4 \u53f7\u9928 1 \u968e L0411 \u6559\u5ba4<\/p>\n\n\n\n

15:35-16:20 \u300c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u790e\u3068\u7523\u696d\u754c\u3067\u306e\u6d3b\u7528\u4f8b\u300dBasics of simulation and examples of industrial applications<\/p>\n\n\n\n

\u69cb\u9020\u8a08\u753b\u7814\u7a76\u6240 \u52a0\u85e4\u7fd4\u771f \u6c0f (Kozo Keikaku Engineering Inc.)<\/p>\n\n\n\n

\u8fd1\u5e74\u3001\u7406\u8ad6\u30fb\u5b9f\u9a13\u306b\u52a0\u3048\u3066\u7b2c\uff13\u306e\u691c\u8a0e\u624b\u6cd5\u3068\u3057\u3066\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u5929\u6c17\u4e88\u5831\u3001\u4eba\uff08\u7fa4\u8846\uff09\u306e\u52d5\u304d\u306e\u4e88\u6e2c\u3001\u7d4c\u6e08\u52d5\u5411\u306e\u4e88\u6e2c\u3001\u96fb\u6ce2\u306e\u4f1d\u308f\u308a\u65b9\u306e\u4e88\u6e2c\u7b49\u3005\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e2d\u3067\u3082\u3001\u88fd\u9020\u696d\uff08\u5316\u5b66\u30fb\u6a5f\u68b0\u30fb\u98df\u54c1\u30fb\u88fd\u85ac\u30e1\u30fc\u30ab\u30fc\u306a\u3069\uff09\u3067\u306e\u300c\u88fd\u9020\u30d7\u30ed\u30bb\u30b9\u306e\u52b9\u7387\u5316\u3001\u9ad8\u6027\u80fd\u5316\u300d\u306f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u304c\u591a\u304f\u4f7f\u308f\u308c\u308b\u5834\u9762\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u7279\u306b\u6d41\u4f53\u3084\u7c89\u4f53\u306b\u95a2\u4fc2\u3059\u308b\u88fd\u9020\u30d7\u30ed\u30bb\u30b9\u3067\u306e\u6d3b\u7528\u306f\u591a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u64b9\u62cc\u3084\u6d41\u52d5\u5316\u3001\u642c\u9001\u306e\u3088\u3046\u306a\u5316\u5b66\u5de5\u5b66\u30fb\u7269\u7406\u5de5\u5b66\u3067\u6271\u3063\u3066\u304d\u305f\u3088\u3046\u306a\u30d7\u30ed\u30bb\u30b9\u3082\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3046\u7acb\u5834\u304b\u3089\u898b\u308b\u3053\u3068\u3067\u9055\u3063\u305f\u89b3\u70b9\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u4eca\u56de\u306e\u30bb\u30df\u30ca\u30fc\u3067\u306f\u305d\u3082\u305d\u3082\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3069\u3046\u3044\u3046\u3082\u306e\u306a\u306e\u304b\u3068\u3044\u3046\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u790e\u306b\u52a0\u3048\u3066\u3001\u5b9f\u969b\u306e\u73fe\u5834\u3067\u3069\u306e\u3088\u3046\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u5b9f\u4f8b\u3092\u4ea4\u3048\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002In recent years, in addition to theory and experiment, simulation technology has attracted attention as a third examination method. It is used in a wide range of fields, such as weather forecasting, predicting the movement of people (crowds), predicting economic trends, and predicting the transmission of radio waves. Among them, “Efficient and high-performance manufacturing processes” in the manufacturing industry (chemical, machinery, food, pharmaceutical, etc.) is one of the scenes where simulation technology is often used, especially in manufacturing processes related to fluids and powders. Processes such as agitation, fluidization and transport, which have been dealt with in chemical and physical engineering, may be viewed differently from a simulation perspective. In this seminar, we will introduce the basics of simulation, which is what simulation is all about in the first place, as well as how simulation technology is used in the actual field, with examples.<\/p>\n\n\n\n

\n\n\n\n

16:20-17:05 \u300c\u88fd\u9020\u5206\u91ce\u3067\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u878d\u5408\u300dCombining Domain Knowledge Graphs and Machine Learning Models in Manufacturing<\/p>\n\n\n\n

\u65e5\u7acb\u88fd\u4f5c\u6240 \u5800\u8107\u548c\u6a39 \u6c0f (Hitachi, Ltd.)<\/p>\n\n\n\n

\u6628\u4eca\uff0c\u6df1\u5c64\u5b66\u7fd2\u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u5411\u4e0a\u306b\u4f34\u3044\uff0c\u3088\u308a\u591a\u304f\u306e\u7523\u696d\u5206\u91ce\u306b\u304a\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\uff0c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5b9f\u9069\u7528\u3059\u308b\u306b\u3042\u305f\u308a\uff0c\u7acb\u3061\u4e0a\u3052\u6642\u306e\u30c7\u30fc\u30bf\u6570\u306e\u5c11\u306a\u3055\u3084\u4e88\u6e2c\u7d50\u679c\u306e\u89e3\u91c8\u306b\u304a\u3044\u3066\u69d8\u3005\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u8b1b\u6f14\u3067\u306f\uff0c\u7523\u696d\u5206\u91ce\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u6642\u306e\u8ab2\u984c\u3068\u305d\u308c\u3089\u3092\u89e3\u6c7a\u3059\u308b\u53d6\u308a\u7d44\u307f\u3067\u3042\u308b\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u878d\u5408\u3057\u305f\u6280\u8853\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002\u672c\u8b1b\u6f14\u3067\u306f\u7279\u306b\u5354\u5275\u6848\u4ef6\u3067\u306e\u88fd\u9020\u30d7\u30ed\u30bb\u30b9\u4e0a\u306e\u54c1\u8cea\u4e0d\u826f\u5206\u6790\u306b\u304a\u3044\u3066\uff0c\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u5229\u7528\u3057\u305f Bayesian Network \u30e2\u30c7\u30eb\u3068Graph Neural Network \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306a\u3089\u3073\u306b\u6d3b\u7528\u65b9\u6cd5\u3068\uff0c\u305d\u306e\u5b9f\u65bd\u4f8b\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059. Recently, machine learning models are being utilized in more industrial fields as the prediction accuracy of machine learning models is improved by deep learning. However, when applying machine learning models in practice, there are various challenges in the small number of data at start-up and the interpretation of prediction results. In this lecture, the challenges of using machine learning models in the industrial field, and the efforts to solve them, the technologies that combine domain knowledge and machine learning models, will be introduced. In particular, for the analysis of quality defects in manufacturing processes in the co-creation project, the construction and application methods of Bayesian Network model and Graph Neural Network model using domain knowledge, and their practical examples will be introduced.<\/p>\n\n\n

\n
\"white<\/figure>\n<\/div>\n\n\n
\n\n\n\n

17:05-17:50 \u300c\u6750\u6599\u30fb\u30d7\u30ed\u30bb\u30b9\u958b\u767a\u3092\u52a0\u901f\u3059\u308b\u751f\u6210 AI \u53ca\u3073\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb AI\u300d Generative AI and multimodal AI to accelerate materials and process development<\/p>\n\n\n\n

\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240 \u30ca\u30ce\u30ab\u30fc\u30dc\u30f3\u30c7\u30d0\u30a4\u30b9\u7814\u7a76\u30bb\u30f3\u30bf\u30fc \u5ba4\u8cc0\u99ff \u6c0f (Research Center for Nano-Carbon Devices, National Institute of Advanced Industrial Science and Technology)<\/p>\n\n\n\n

\u7814\u7a76\u958b\u767a\u306e\u9ad8\u52b9\u7387\u5316\u3092\u80cc\u666f\u306b\u3001\u8fd1\u5e74\u6750\u6599\u30fb\u30d7\u30ed\u30bb\u30b9\u5206\u91ce\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u6d3b\u7528\u3057\u305f\u30de\u30c6\u30ea\u30a2\u30eb\u30ba\u30fb\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u53ca\u3073\u30d7\u30ed\u30bb\u30b9\u30fb\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002\u3053\u3046\u3057\u305f\u80cc\u666f\u306e\u4e2d\u3067\u8fd1\u5e74\u7740\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u751f\u6210\u30e2\u30c7\u30eb\u3084\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb AI \u3092\u7528\u3044\u305f\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u3001\u7814\u7a76\u958b\u767a\u306b\u304a\u3051\u308b\u8003\u3048\u65b9\u3084\u4eca\u5f8c\u306e\u672a\u6765\u3092\u62c5\u3046\u5b66\u751f\u306b\u3068\u3063\u3066\u3069\u3046\u3044\u3046\u70b9\u3092\u5b66\u3093\u3067\u304a\u304f\u3079\u304d\u304b\u306b\u95a2\u3057\u3066\u8b70\u8ad6\u3092\u5c55\u958b\u3059\u308b In recent years, the importance of materials informatics and process informatics using data science in the field of materials and processes has increased against the backdrop of higher efficiency in research and development. In this context, we introduce examples using generative models and multi-modal AI, which have attracted attention in recent years, and discuss how to consider research and development and what needs to be learned for students who will lead the future.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u790e\u3068\u7523\u696d\u754c\u3067\u306e\u6d3b\u7528\u4f8bBasics of simulation and examples of industrial applications
\n\u88fd\u9020\u5206\u91ce\u3067\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u878d\u5408\u300dCombining Domain Knowledge Graphs and Machine Learning Models in Manufacturing
\n\u6750\u6599\u30fb\u30d7\u30ed\u30bb\u30b9\u958b\u767a\u3092\u52a0\u901f\u3059\u308b\u751f\u6210 AI \u53ca\u3073\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI. Generative AI and multimodal AI to accelerate materials and process development<\/p>\n","protected":false},"author":3,"featured_media":3211,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":true,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[8],"tags":[13,16],"class_list":["post-3209","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-guest-seminar","tag-eco-friendly-systems","tag-measurement-devices"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/tuat-chemphys.net\/wp-content\/uploads\/2023\/07\/pexels-photo-256502.jpeg?fit=1880%2C1250&ssl=1","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":7204,"url":"https:\/\/tuat-chemphys.net\/?p=7204","url_meta":{"origin":3209,"position":0},"title":"\u65b0\u520a\u7d39\u4ecb\uff1a\u300e\u5b9f\u8df5\u30d7\u30ed\u30bb\u30b9\u30b7\u30b9\u30c6\u30e0\u5de5\u5b66\u300fNew Book Release: Practical Process Systems Engineering","author":"unet","date":"2026-04","format":false,"excerpt":"\u91d1\u5c1a\u5f18\u5148\u751f\u3089\u306e\u300e\u5b9f\u8df5\u30d7\u30ed\u30bb\u30b9\u30b7\u30b9\u30c6\u30e0\u5de5\u5b66\u300f\u520a\u884c\uff01\u5316\u5b66\u30d7\u30e9\u30f3\u30c8\u8a2d\u8a08\u30fb\u904b\u8ee2\u30fb\u6700\u9069\u5316\u306b\u5fc5\u9808\u306ePSE\u3092\u3001\u57fa\u790e\u304b\u3089\u5b9f\u52d9\u307e\u3067\u7db2\u7f85\u3057\u305f\u5b9f\u8df5\u30c6\u30ad\u30b9\u30c8\u3002\u5b66\u751f\u30fb\u6280\u8853\u8005\u306e\u5b66\u3073\u76f4\u3057\u306b\u3082\u6700\u9069\u3002 Practical Process Systems Engineering by Dr. Sang-Hong Kim is out! Covers PSE fundamentals & practical workflows for chemical plant design, operation, and optimization. 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