林其穎

Design of Buckling-Induced Auxetic Metamaterial Helmet Liners Using Machine Learning and Multi-Objective Optimization

土木工程學系・共同指導：蔡營寬

挫曲誘發型超材料、負泊松比、頭盔防護、機器學習代理模型、多目標最佳化、NSGA-II、爆炸衝擊、Buckling-Induced Metamaterials、Negative Poisson's Ratio、Helmet Protection、Machine Learning Surrogate Models、Multi-Objective Optimization、Blast Impact

A Study on Typhoon Wind and Rainfall Field Simulation over Taiwan Using Generative AI and Deep-Learning Terrain Correction

土木工程學系

氣候變遷、熱帶氣旋、西北太平洋地區、蒙地卡羅模擬、條件式生成對抗網路、深度學習、地形修正、生成式AI、climate change、tropical cyclones、western North Pacific region、Monte Carlo simulation、deep learning、terrain correction、generative AI、Conditional Generative Adversarial Network

A Deep Learning Framework with Domain Adaptation for Damage Detection in Jacket Substructures of Offshore Wind Turbines

土木工程學系

離岸風機、套管架結構、結構健康監測、深度學習、領域自適應、半監督學習、Offshore Wind Turbine、Jacket Structure、Structural Health Monitoring、Deep Learning、Domain Adaptation、Semi-supervised Learning

Generative AI–Based Reconstruction Methods and Workflow Development for Multi-Type Missing Total Electron Content (TEC) Data

土木工程學系・共同指導：蔡宗哲、洪士林

全電子含量、生成式人工智慧、時空深度學習、生成對抗網路、電離層、缺失資料補全、Transformer、Total Electron Content (TEC)、Ionosphere、Generative AI、Missing Data Reconstruction、Spatiotemporal Deep Learning、GAN

Analysis of Fire Quantitative Risk Assessment and Emergency Response Evacuation on an Optoelectronics Plant

工學院專班-產業安全與防災學程・共同指導：邱晨瑋

光電廠、火災量化風險評估、NFPA551、古斯塔夫法、緊急應變、避難模擬、PATHFINDER、Optoelectronics Plant、Fire Quantitative Risk Assessment、Gustav、Emergency Response、Evacuation Simulation

Lifecycle Resilience Assessment of Interdependent Urban Transportation and Power Systems Incorporating Economic and Carbon Costs

土木工程學系

韌性社區、交通電力交互系統、修復策略、生命週期、老化、urban resilience、transportation and power interdependent systems、recovery strategies、lifecycle、aging

Topology Reconstruction of Distribution Networks Based on Fusion of Deep Learning Recognition from Street and Satellite Imagery

土木工程學系

配電網路、多源數據影像、深度學習、物體檢測、拓撲重建、數位雙胞電網、Distribution Network、Multi-source Imagery、Deep Learning、Object De- tection、Topology Reconstruction、Digital Twin Power Grid

Unsupervised Domain Adaptation for Cross-Bridge Scour Condition Classification

土木工程學系・共同指導：吳日騰

無監督領域適應、橋梁沖刷監測、領域偏移、深度學習、時間序列分類、Unsupervised Domain Adaptation、Bridge Scour Monitoring、Domain Shift、Deep Learning、Time Series Classification

Inverse Design and Explainable Machine Learning Analysis of Two-Dimensional Pile-Type Seismic Metamaterials

土木工程學系

地震超材料、逆向設計、生成對抗網路、可解釋人工智慧、帶隙特性、Seismic Metamaterials、Inverse Design、Generative Adversarial Networks、Explainable Artificial Intelligence、Bandgap Characteristics

Post-Typhoon Urban Infrastructure Recovery Strategies Based on Multi-Agent Systems and Deep Reinforcement Learning

土木工程學系

颱風災害、交通電力交互系統、修復策略、多重代理人系統、深度強化學習、韌性社區、typhoon hazard、transportation and power interdependent system、recovery strategies、multi-agent system、deep reinforcement learning、urban resilience

Vulnerability Analysis of Street Trees under Wind Hazards and Their Impact Assessment on Road and Power Network

土木工程學系

機器學習、深度學習、蒙地卡羅模擬、脆弱性分析、行道樹、電力網路、道路網絡、machine learning、deep learning、Monte Carlo simulations、vulnerability analysis、street trees、power network、road network

Simulating Typhoons Affecting Taiwan in the Northwest Pacific under Climate Change Using Conditional Generative Adversarial Networks

土木工程學系

條件式生成對抗網路、生成對抗網路、氣候變遷、颱風、熱帶氣旋、西北太平洋地區、蒙地卡羅模擬、Conditional Generative Adversarial Networks、Generative Adversarial Networks、Climate Change、Typhoon、Tropical Cyclone、Northwest Pacific Region、Monte Carlo Simulation

Damage Detection of Jacket-Type Offshore Wind Turbines Substructures Based on Machine Learning Methods

土木工程學系

訊號特徵提取、海上套管式支撐結構、有限元素模型、XGBoost模型、結構損傷檢測、OpenFAST、時序資料分類、Signal feature extraction、Offshore jacket structures、Finite element model、XGBoost、Structural damage detection、Time series data classification

Structural Damage Detection in Offshore Wind Turbine Jacket Substructures using Long Short-Term Memory network

土木工程學系・共同指導：袁宇秉

OpenFAST、damage detection、LSTM neural network、finite element、offshore jacket structure、Offshore wind turbine simulation、損傷檢測、長短期記憶類神經網路、有限元素模型、套管式支撐結構、離岸風機模擬

Predicting Changes in Typhoon Incursions on Taiwan in the Northwest Pacific Region Under Climate Change Using Statistical Model

土木工程學系

氣候變遷、颱風、熱帶氣旋、西北太平洋地區、負二項式分配、蒙地卡羅模擬、Climate change、typhoon、tropical cyclone、Northwest Pacific region、negative binomial dis-tribution、Vickery Model、Monte Carlo simulation

Regional Risk Assessment of Metal Roofs and Power Networks in Wind Disasters

土木工程學系

機器學習、深度學習、蒙地卡羅模擬、脆弱性分析、鐵皮屋頂、電線桿、machine learning、deep learning、Monte Carlo simulations、Vulnerability Analysis、metal roofs、utility poles

Climate Change Impact on Urban Infrastructure Systems Resilience under Typhoon Disasters

土木工程研究所

韌性社區、氣候變遷、交通電力交互系統、多重颱風災害、修復策略、urban resilience、climate change、transportation and power interdependent system、multi-typhoon hazard、recovery strategies

Establishment of Synthetic Power Distribution Network Based on Object Detection Algorithm

土木工程研究所

合成電力網絡、物體識別、電線桿、Mask R-CNN、YOLOv4、MRF、LOB&DBSCAN、synthetic power distribution network、object detection、utility pole