Semantic Digital Twin |

可插拔式語意決策引擎：高科技廠務之可執行與可治理 AI 決策架構

Tue, 01 Sep 2026 00:00:00 +0000

於 2026 SEMICON Taiwan 台灣高科技廠房設施協會（HTFA）R&D 專區發表學術海報。

本研究針對高科技廠務運維的語意－執行落差（Semantic-Execution Gap），提出以可插拔領域知識模組（Domain Pack）為核心的語意決策框架。如同遊戲機換卡帶，同一套執行環境無需重新開發，即可載入不同廠務業務的管理邏輯。

核心框架

研究以 TIAA（Trigger–Issue–Action–Actor–Propagation）作為最小可執行語意單元，每一個感測異常事件都被解析為完整的決策鏈：偵測觸發條件、語意解讀議題、自動執行行動、指派責任執行者，並在完成後向鄰近知識域傳播更新，維持全廠語意狀態一致。

廠務案例

以空調箱冷凍機效率異常（HVAC PdM Pack）與超純水系統壓差異常（UPW Monitoring Pack）為例，展示框架在不同廠務場域的完整執行過程。

完整案例說明請掃海報 QR Code，或直接訪問：

驗證結果

指標	數值
任務自動化率	82.5%
異常偵測精確率	92%
來源重建成功率	>99%
知識圖譜查詢回應	0.75s

驗證數據來自發表於 Advanced Engineering Informatics（AEI）之正式論文（）。

產學合作邀請

目前驗證場域為模擬情境，誠摯邀請高科技廠房業者共同推動真實場域驗證。歡迎有意深入了解的廠務業主與設施工程師直接聯絡，討論導入可行性。

A Plug-and-Play Semantic Execution Framework for Reusable Cross-Domain Automation in Digital Twins

Tue, 23 Jun 2026 00:00:00 +0000

🏆 Best Paper Award — 43rd International Symposium on Automation and Robotics in Construction (ISARC 2026), Singapore.

Invited keynote presentation based on the Best Paper Award-winning research on plug-and-play semantic execution architectures for reusable cross-domain digital twin automation.

可解釋與稽核之數據驅動預測性維護機制——結合語意建模與自動化執行

Fri, 12 Jun 2026 14:50:00 +0000

受邀於台灣高科技廠房設施協會（HTFA）「AI 廠務新時代：創新技術的發掘與合作研討會」發表演講。

本演講介紹結合語意建模與自動化執行之預測性維護機制，展示如何在高科技廠房環境中，透過知識圖譜與 LLM 推論引擎，實現安全、可控且具備因果邏輯的設施運維自動化決策。

🏆 Best Paper Award at ISARC 2026

Mon, 01 Jun 2026 00:00:00 +0000

Our paper “A Plug-and-Play Semantic Execution Framework for Reusable Cross-Domain Automation in Digital Twins” received the Best Paper Award at the 43rd International Symposium on Automation and Robotics in Construction (ISARC 2026), held in Singapore.

The paper presents a plug-and-play semantic execution architecture that decouples domain knowledge from IT infrastructure, enabling reusable automation across different facility domains without reconfiguration.

A Plug-and-Play Semantic Execution Framework for Reusable Cross-Domain Automation in Digital Twins

Mon, 01 Jun 2026 00:00:00 +0000

🏆 Best Paper Award — 43rd International Symposium on Automation and Robotics in Construction (ISARC 2026), Singapore.

LLM-Assisted Semantic Digital Twin for Explainable and Auditable Facility Operations

Mon, 01 Jun 2026 00:00:00 +0000

智慧人居環境運維自動化研究——從幾何優先到語意優先的數位部署基礎設施

Fri, 24 Apr 2026 00:00:00 +0000

受邀於麗明營造 BIM 雙月例會發表演講，分享智慧人居環境運維自動化研究成果。

本演講探討全球營建產業面對 Agentic AI 與 Digital Twin 融合趨勢下，如何突破現有 BIM 系統「能看見幾何，卻讀不懂語意」的斷層，發展具備因果推理與自動化決策能力的語意數位孿生框架。同時針對麗明營造擅長的高科技場域，分享資安管制環境下的地端 AI 部署實務。

📄 New Paper Published in Automation in Construction

Thu, 01 Jan 2026 00:00:00 +0000

Our paper “Semantic Digital Thread Framework for Explainable Lifecycle Carbon Management: An Ontology-Driven and Auditable Automation Backbone” has been published in Automation in Construction (Vol. 188, 107026).

The paper proposes an ontology-driven semantic framework that automates lifecycle carbon data collection and traceability across building phases, supporting explainable and auditable ESG reporting.

Semantic Digital Twin Technologies for Integrating Heterogeneous Data in Building Carbon Management

Sat, 01 Nov 2025 00:00:00 +0000

🏆 Best Paper Award — 第29屆營建工程與管理學術研討會

Semantic Digital Thread Framework for Explainable Lifecycle Carbon Management: An Ontology-Driven and Auditable Automation Backbone

Wed, 01 Jan 2025 00:00:00 +0000

This paper presents the Semantic Digital Thread (SDT) framework — an ontology-as-infrastructure approach for explainable and auditable lifecycle carbon management in smart built environments.