國立中央大學教師履歷平台

教師個人簡歷

中文姓名

林苑婷

英文姓名

Lin, Yuan-Ting

電子郵件

yuanting@ncu.edu.tw

強化學習 Reinforcement Learning Artificial intelligence 人工智慧 CBS Motorcycle 電動輔助自行車 Bayesian network 外力觀測器自行車系統動態與控制車輛動態與控制 Electromechanical Integration 機電系統整合 System Dynamics and Control Vehicle Dynamics and Control 控制工程

現職	國立中央大學工學院機械工程學系助理教授
專長	人工智慧機電系統整合系統動態與控制車輛動態與控制 Artificial Intelligence Electromechanical Integration System Dynamics and Control Vehicle Dynamics and Control
專長簡述
最高學歷	國立中山大學機械與機電工程學系博士
相關連結	Research Gate GRB資訊系統

科技部學門領域	E - 工程及應用科學 E01 - 機械固力 E0103 - 動力與控制 E61 - 控制工程 E6102 - 智慧型控制 E6160 - 智慧型載具
政府GRB研究專長領域	2 - 工 21 - 機構工程 2101 - 機械工程 2102 - 動力機械 22 - 電子電機工程 2203 - 控制工程
教育部學門領域	5 - 工程、製造及營造 52 - 工程學門 5202 - 機械工程學類

高教深耕計畫

機械系-林苑婷
1120101~1121231

國科會計畫統計

智慧型輪椅輔助動力系統(II)
1140801~1150731
應用強化學習於具備多等級多排列模式的MircoLED巨量轉移技術之研究
1130801~1141031
自行車智能動力輔助系統控制器之開發
1120601~1130531
[自行車,電動輔助自行車,強化學習,外力觀測器,動力輔助控制 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]
智慧型輪椅輔助動力系統
1120301~1130831
[輪椅,駕駛者意圖預測,強化學習,外力估測,觀測器 , Wheelchair,Reinforcement Learning,Driver intention prediction,Unknown External Force Prediction,Observer.]

產學合作計畫統計

IoT大數據之應用：電動車診斷維修專家系統之開發(二)
1140101~1141231
[專家系統,貝葉斯網路,期望最大化算法,故障診斷學習演算法 , Expert System,Bayesian Network,Expectation-Maximization Method,Fault Diagnosis Learning Algorithms]
機車彎行煞車穩定控制核心技術(I)(II)(III)
1130801~1160731
[煞車防鎖死系統,車速估測,彎道煞車防鎖死系統 , ABS,Speed estimation,Cornering ABS]
IoT大數據之應用：電動車智能故障診斷系統之開發(一)
1130101~1131231
[智能故障診斷模型,故障樹,貝葉斯機率網路,人工智慧 , Intelligent fault diagnosis model,Fault tree,Bayesian network,Artificial intelligence]
ATV TCS及最佳化能量管理控制策略分析
1121001~1140228
[全地形車輛,防滑驅動力控制,能量管理,強化學習 , ATV,Traction Control System,Energy management,Reinforcement learning]
自行車智能動力輔助系統控制器之開發
1120601~1130531
[自行車,電動輔助自行車,強化學習,外力觀測器 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]

期刊著作

Machined quality prediction and optimization for micro-EDM drilling of semi-conductive SiC wafer
Materials Science in Semiconductor Processing, 169, 2024-01-01
[ Assisting electrode,Deep neural network,Electric discharge machining,Particle swarm optimization,Semi-conductive SiC wafer ]
Temperature-Controlled Laser Cutting of an Electrical Steel Sheet Using a Novel Fuzzy Logic Controller
Mathematics, 11, 23, 2023-12-01
[ electrical steel,heat affected zone,laser cutting,PID-type fuzzy logic controller,roundness,temperature control ]
Design of combined brake system for light weight scooters
Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 236, 4, 665-675, 2022-03-01
[ braking system,CBS,combined brake system,motorcycle,Scooter ]
A design method for a variable combined brake system for motorcycles applying the adaptive control method
Machines, 9, 2, 1-18, 2021-02-01
[ Adaptive control,Brake system,Cam profile design,CBS,Motorcycle,Variable combined brake system ]
Research on parameter optimization for the energy management system of hybrid electric vehicle
Journal of Technology, 30, 4, 289-301, 2015-01-01
[ Energy management system,Hybrid electric vehicle,Simplex method ]
Development of an auxiliary mode powertrain for hybrid electric scooter
International Journal of Automotive Technology, 15, 5, 805-814, 2014-01-01
[ Dynamic simulation model,Efficiency,Fuel consumption,Hybrid electric scooter ]

研討會著作

Server-less Real-time Vision-based Autonomous Follower Robot for All-Terrain Applications
2025-06-01
[ Autonomous Follower Robot,Following control,Serverless Real-time Vision-based Autonomous Follower Robot ]
智慧型電動輔助自行車之控制策略
2025-05-16
[ 強化學習,Q-learning,電動輔助自行車,輔助策略 ]
A Fault Detection Scheme for Cooling System of EV Power Motor with Limited Training Data
2025-04-25
[ Fault detection,Multiple linear regression,Deep learning,Principal component analysis,Bayesian inference ]
A Reinforcement Learning Based Optimal Scheme for Micro-LEDs Mass Transfer
2025-04-25
[ Micro LED,Laser induced forward transfer (LIFT),Mass transfer,Reinforcement learning ]
強化學習用於小型電動ATV之能量管理研究
782-787, 2024-11-15
[ 強化學習,Q-learning,電動車能量管理 ]
毫米晶片逐顆品質分類之最佳化演算法及放置策略優化研究
2023-12-01
[ 遺傳演算法,KD-Tree,取放問題,品質分類 ]
應用機器學習輔助加工產品平面導角之檢測技術研究
2023-11-17
[ 影像辨識,邊緣檢測,訊號處理,人工智慧,參數識別 ]
Study of energy management optimization for hybrid electric scooter using dynamic programming
2649-2654, 2011-07-07
[ dynamic programming,energy management system,feedforward neural network,hybrid electric scooters ]
Dynamic simulation model for hybrid electric scooters
1464-1469, 2009-12-01

高教深耕計畫

機械系-林苑婷 1120101~1121231

國科會計畫統計

智慧型輪椅輔助動力系統(II) 1140801~1150731

應用強化學習於具備多等級多排列模式的MircoLED巨量轉移技術之研究 1130801~1141031

自行車智能動力輔助系統控制器之開發 1120601~1130531 [自行車,電動輔助自行車,強化學習,外力觀測器,動力輔助控制 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]

智慧型輪椅輔助動力系統 1120301~1130831 [輪椅,駕駛者意圖預測,強化學習,外力估測,觀測器 , Wheelchair,Reinforcement Learning,Driver intention prediction,Unknown External Force Prediction,Observer.]

產學合作計畫統計

IoT大數據之應用：電動車診斷維修專家系統之開發(二) 1140101~1141231 [專家系統,貝葉斯網路,期望最大化算法,故障診斷學習演算法 , Expert System,Bayesian Network,Expectation-Maximization Method,Fault Diagnosis Learning Algorithms]

機車彎行煞車穩定控制核心技術(I)(II)(III) 1130801~1160731 [煞車防鎖死系統,車速估測,彎道煞車防鎖死系統 , ABS,Speed estimation,Cornering ABS]

IoT大數據之應用：電動車智能故障診斷系統之開發(一) 1130101~1131231 [智能故障診斷模型,故障樹,貝葉斯機率網路,人工智慧 , Intelligent fault diagnosis model,Fault tree,Bayesian network,Artificial intelligence]

ATV TCS及最佳化能量管理控制策略分析 1121001~1140228 [全地形車輛,防滑驅動力控制,能量管理,強化學習 , ATV,Traction Control System,Energy management,Reinforcement learning]

自行車智能動力輔助系統控制器之開發 1120601~1130531 [自行車,電動輔助自行車,強化學習,外力觀測器 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]

期刊著作

Machined quality prediction and optimization for micro-EDM drilling of semi-conductive SiC wafer Materials Science in Semiconductor Processing, 169, 2024-01-01 [ Assisting electrode,Deep neural network,Electric discharge machining,Particle swarm optimization,Semi-conductive SiC wafer ]

Temperature-Controlled Laser Cutting of an Electrical Steel Sheet Using a Novel Fuzzy Logic Controller Mathematics, 11, 23, 2023-12-01 [ electrical steel,heat affected zone,laser cutting,PID-type fuzzy logic controller,roundness,temperature control ]

Design of combined brake system for light weight scooters Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 236, 4, 665-675, 2022-03-01 [ braking system,CBS,combined brake system,motorcycle,Scooter ]

A design method for a variable combined brake system for motorcycles applying the adaptive control method Machines, 9, 2, 1-18, 2021-02-01 [ Adaptive control,Brake system,Cam profile design,CBS,Motorcycle,Variable combined brake system ]

Research on parameter optimization for the energy management system of hybrid electric vehicle Journal of Technology, 30, 4, 289-301, 2015-01-01 [ Energy management system,Hybrid electric vehicle,Simplex method ]

Development of an auxiliary mode powertrain for hybrid electric scooter International Journal of Automotive Technology, 15, 5, 805-814, 2014-01-01 [ Dynamic simulation model,Efficiency,Fuel consumption,Hybrid electric scooter ]

研討會著作

Server-less Real-time Vision-based Autonomous Follower Robot for All-Terrain Applications 2025-06-01 [ Autonomous Follower Robot,Following control,Serverless Real-time Vision-based Autonomous Follower Robot ]

智慧型電動輔助自行車之控制策略 2025-05-16 [ 強化學習,Q-learning,電動輔助自行車,輔助策略 ]

A Fault Detection Scheme for Cooling System of EV Power Motor with Limited Training Data 2025-04-25 [ Fault detection,Multiple linear regression,Deep learning,Principal component analysis,Bayesian inference ]

A Reinforcement Learning Based Optimal Scheme for Micro-LEDs Mass Transfer 2025-04-25 [ Micro LED,Laser induced forward transfer (LIFT),Mass transfer,Reinforcement learning ]

強化學習用於小型電動ATV之能量管理研究 782-787, 2024-11-15 [ 強化學習,Q-learning,電動車能量管理 ]

毫米晶片逐顆品質分類之最佳化演算法及放置策略優化研究 2023-12-01 [ 遺傳演算法,KD-Tree,取放問題,品質分類 ]

應用機器學習輔助加工產品平面導角之檢測技術研究 2023-11-17 [ 影像辨識,邊緣檢測,訊號處理,人工智慧,參數識別 ]

Study of energy management optimization for hybrid electric scooter using dynamic programming 2649-2654, 2011-07-07 [ dynamic programming,energy management system,feedforward neural network,hybrid electric scooters ]

Dynamic simulation model for hybrid electric scooters 1464-1469, 2009-12-01

機械系-林苑婷
1120101~1121231

智慧型輪椅輔助動力系統(II)
1140801~1150731

應用強化學習於具備多等級多排列模式的MircoLED巨量轉移技術之研究
1130801~1141031

自行車智能動力輔助系統控制器之開發
1120601~1130531
[自行車,電動輔助自行車,強化學習,外力觀測器,動力輔助控制 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]

智慧型輪椅輔助動力系統
1120301~1130831
[輪椅,駕駛者意圖預測,強化學習,外力估測,觀測器 , Wheelchair,Reinforcement Learning,Driver intention prediction,Unknown External Force Prediction,Observer.]

IoT大數據之應用：電動車診斷維修專家系統之開發(二)
1140101~1141231
[專家系統,貝葉斯網路,期望最大化算法,故障診斷學習演算法 , Expert System,Bayesian Network,Expectation-Maximization Method,Fault Diagnosis Learning Algorithms]

機車彎行煞車穩定控制核心技術(I)(II)(III)
1130801~1160731
[煞車防鎖死系統,車速估測,彎道煞車防鎖死系統 , ABS,Speed estimation,Cornering ABS]

IoT大數據之應用：電動車智能故障診斷系統之開發(一)
1130101~1131231
[智能故障診斷模型,故障樹,貝葉斯機率網路,人工智慧 , Intelligent fault diagnosis model,Fault tree,Bayesian network,Artificial intelligence]

ATV TCS及最佳化能量管理控制策略分析
1121001~1140228
[全地形車輛,防滑驅動力控制,能量管理,強化學習 , ATV,Traction Control System,Energy management,Reinforcement learning]

自行車智能動力輔助系統控制器之開發
1120601~1130531
[自行車,電動輔助自行車,強化學習,外力觀測器 , Bicycles,Human-Electric Bike,Power-assist Control,Reinforcement Learning,External force Observer]

Machined quality prediction and optimization for micro-EDM drilling of semi-conductive SiC wafer
Materials Science in Semiconductor Processing, 169, 2024-01-01
[ Assisting electrode,Deep neural network,Electric discharge machining,Particle swarm optimization,Semi-conductive SiC wafer ]

Temperature-Controlled Laser Cutting of an Electrical Steel Sheet Using a Novel Fuzzy Logic Controller
Mathematics, 11, 23, 2023-12-01
[ electrical steel,heat affected zone,laser cutting,PID-type fuzzy logic controller,roundness,temperature control ]

Design of combined brake system for light weight scooters
Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 236, 4, 665-675, 2022-03-01
[ braking system,CBS,combined brake system,motorcycle,Scooter ]

A design method for a variable combined brake system for motorcycles applying the adaptive control method
Machines, 9, 2, 1-18, 2021-02-01
[ Adaptive control,Brake system,Cam profile design,CBS,Motorcycle,Variable combined brake system ]

Research on parameter optimization for the energy management system of hybrid electric vehicle
Journal of Technology, 30, 4, 289-301, 2015-01-01
[ Energy management system,Hybrid electric vehicle,Simplex method ]

Development of an auxiliary mode powertrain for hybrid electric scooter
International Journal of Automotive Technology, 15, 5, 805-814, 2014-01-01
[ Dynamic simulation model,Efficiency,Fuel consumption,Hybrid electric scooter ]

Server-less Real-time Vision-based Autonomous Follower Robot for All-Terrain Applications
2025-06-01
[ Autonomous Follower Robot,Following control,Serverless Real-time Vision-based Autonomous Follower Robot ]

智慧型電動輔助自行車之控制策略
2025-05-16
[ 強化學習,Q-learning,電動輔助自行車,輔助策略 ]

A Fault Detection Scheme for Cooling System of EV Power Motor with Limited Training Data
2025-04-25
[ Fault detection,Multiple linear regression,Deep learning,Principal component analysis,Bayesian inference ]

A Reinforcement Learning Based Optimal Scheme for Micro-LEDs Mass Transfer
2025-04-25
[ Micro LED,Laser induced forward transfer (LIFT),Mass transfer,Reinforcement learning ]

強化學習用於小型電動ATV之能量管理研究
782-787, 2024-11-15
[ 強化學習,Q-learning,電動車能量管理 ]

毫米晶片逐顆品質分類之最佳化演算法及放置策略優化研究
2023-12-01
[ 遺傳演算法,KD-Tree,取放問題,品質分類 ]

應用機器學習輔助加工產品平面導角之檢測技術研究
2023-11-17
[ 影像辨識,邊緣檢測,訊號處理,人工智慧,參數識別 ]

Study of energy management optimization for hybrid electric scooter using dynamic programming
2649-2654, 2011-07-07
[ dynamic programming,energy management system,feedforward neural network,hybrid electric scooters ]

Dynamic simulation model for hybrid electric scooters
1464-1469, 2009-12-01