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Research Projects (Professor Amy J. C. Trappey)

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張瑞芬

Amy Juifen C. Trappey

應用大型語言模型與檢索增強生成技術於智慧電力變壓器製造之自動工程文檔生成

Applying LLM and retrieval-augmented generation technology in automating engineering document generation for intelligent power transformer manufacturing industry

國科會/華城電機股份有限公司

National Science and Technology Council (NSTC)/Fortune Electric Co., Ltd.

2025.11 - 2026.10

張瑞芬

Amy Juifen C. Trappey

運用自然語處理文字探勘與語意網路分析進行專利布局及創新演進路徑

Use NLP-based text mining and semantic network analysis to explore patent landscape and technological evolution roadmap

國科會

National Science and Technology Council (NSTC)

2024.08 - 2027.07

張瑞芬

Amy Juifen C. Trappey

支援電動車充電服務系統之智慧型多功能客服暨維保諮詢機器人

Intelligent multi-functional customer and maintenance consultation chatbot for EV charging systems

國科會/華城電機股份有限公司

National Science and Technology Council (NSTC)/Fortune Electric Co., Ltd.

2024.06 - 2025.05

張瑞芬

Amy Juifen C. Trappey

生成式AI為基之專利文本流程自動生成及相似度分析

Generative AI approach for automatic patent process flow construction and similarity analysis

財團法人國家實驗研究院
科技政策研究與資訊中心

Science & Technology Policy Research and Information Center (STPI)

2024.07 - 2024.11

張瑞芬

Amy Juifen C. Trappey

以深度學習及社群網路分析探索啓碁研發相關之6G創新趨勢與專利地圖透析

6G technology innovation trend and patent landscape analysis – Using deep learning and SNA methodologies

啟碁科技

Wistron NeWeb Corporation

2024.03 - 2024.09

張瑞芬

Amy Juifen C. Trappey

以深度學習及社群網路分析探索資通訊產業之先進淨零減碳技術創新趨勢與專利地圖透析

Using deep learning and social network analytic approaches to explore patent portfolio and trends of advanced net-zero carbon reduction technologies for information and communications industry

財團法人國家實驗研究院
科技政策研究與資訊中心

Science & Technology Policy Research and Information Center (STPI)

2023.08 - 2023.11

張瑞芬

Amy Juifen C. Trappey

大型高客製化變壓器智慧製造之成品品質預測系統

Product quality prediction system for large-size highly-customized transformer smart manufacturing

國科會/華城電機股份有限公司

National Science and Technology Council (NSTC)/Fortune Electric Co., Ltd.

2023.06 - 2024.05

張瑞芬

Amy Juifen C. Trappey

跨領域研究計畫-先進產品設計與商標智財保護關鍵議題與深度學習方法論之應用-以智慧無人機影像辨識系統之研發為例

Advanced Product Design and Trademark Protection Key Issues and Deep Learning Model Applications – Case of Intelligent Drone Vision System R&D

教育部

Ministry of Education

2023.01  - 2024.12

張瑞芬

Amy Juifen C. Trappey

智慧網路內容商標保護系統—發展深度遷移式學習模型於商標多元影像定位與識別

Intelligent Internet Content Trade Mark Protection System Using Deep Transfer Learning and Dynamic Image Localization and Recognition

國科會

National Science and Technology Council (NSTC)

2022.08  - 2025.07

張瑞芬

Amy Juifen C. Trappey

以沉浸式科技為基之智慧工程諮詢機器人設計與發展

Immersive Technologies Enabled Intelligent Engineering Consultation Chatbot Design and Development

國科會

National Science and Technology Council (NSTC)

2021.08  - 2024.07

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